Software

See the table below for our open-source software offerings.

For the most current listing of NREL-developed open-source software, see U.S. Department of Energy Office of Scientific and Technical Information's DOE CODE database.

Commercial Licensing

Explore more than 200 copyrighted software tools available for licensing via the Department of Energy's Lab Partnering Service.

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CODE ID	Repository/Landing Page Link	Software Title	Description	Programming Language(s)	Release Date	Release Date (Sort)	Technology
	https://github.com/NREL/SDOM	SDOM: Storage Deployment Optimization Model	SDOM is designed to accurately represent the operation of energy storage across different timescales, including long-duration and seasonal applications, and the spatiotemporal diversity and complementarity among VRE sources. SDOM uses an hourly temporal resolution, a fine spatial resolution for VRE sources, and a 1-year optimization window. SDOM assumes that all builds of VRE are accompanied by sufficient additional transmission capacity to allow full utilization of these additional resources. Nuclear, hydropower, and other renewable generation (e.g., biomass and geothermal energy sources) are fixed based on operational data (time series) for a given year; thus, SDOM minimizes total system cost using conventional generators as balancing units and using VRE and storage technologies to achieve a user-defined carbon-free or renewable energy target. The total system cost includes capital costs, fixed operation-and-maintenance (FO&M) costs, variable operation-and-maintenance (VO&M) costs, and fuel cost for power generation and storage technologies.		Dec. 18, 2024	12/18/24
18505	https://github.com/NREL/api-umbrella	API Umbrella	API Umbrella is an open-source API management platform for exposing web service APIs. The goal of API Umbrella is to make life easier for both API creators and API consumers.		Dec. 22, 2023	12/22/23
39136	https://github.com/NREL/EPXMLPreprocessor	EPXMLPreprocessor	The EPXMLPreprocessor reads an abstract description of a building and writes a complete, fully-functional EnergyPlus input file. The building XML model is the text input file to the preprocessor that contains a minimal set of high-level parameters to describe the building type, geometry, loads, and systems. The preprocessor constructs the resulting EnergyPlus building model by automatically generating and connecting all of the required EnergyPlus objects based on a set of built-in modeling assumptions. This software is no longer supported, and users may use at their own risk.	Pascal	Dec. 22, 2023	12/22/23	Buildings
18515	https://github.com/NREL/api-umbrella-cookbook	api-umbrella-cookbook	This is the repository for the api-umbrella-cookbook.		Dec. 22, 2023	12/22/23
	https://github.com/NREL/elm	ELM: Energy Language Model	The Energy Language Model (ELM) software provides interfaces to apply large language models such as ChatGPT and GPT-4 to energy research.		Oct. 11, 2023	10/11/23
	https://github.com/NREL/marbles	MARBLES: Multi-Scale Adaptively Refined Boltzmann LatticE Solver	MARBLES is an open-source computational fluid dynamics package that leverages lattice Boltzmann equations and the AMReX framework. This method enables MARBLES to efficiently simulate fluid flow around intricate or moving geometries without the need for a body-conforming mesh. Built on AMReX, MARBLES achieves high computational performance and parallel scaling across diverse architectures, supporting local grid refinement for enhanced resolution and fidelity.		Oct. 5, 2023	10/05/23
	https://github.com/AMReX-Codes/pyamrex	pyAMReX	The Python binding for AMReX, pyAMReX, serves as a bridge between block-structured codes and data science. It facilitates zero-copy application GPU data access for AI/ML; in situ analysis; application coupling; and swift, massively parallel prototyping.		Sept. 28, 2023	09/28/23
	https://github.com/NREL/rust_eng_fmt	Rust Engineering Format	Rust Engineering Format is a compact package designed to offer engineering notation formatting for floating-point precision numbers in Rust.		Sept. 8, 2023	09/08/23
	https://github.com/Exawind/exawind-driver	ExaWind-Driver	The ExaWind-Driver is a C++ code integrated into the ExaWind software stack, specifically crafted to facilitate the coupling and orchestration of hybrid-solver computational fluid dynamics simulations. This involves the concurrent operation of NREL's AMR-Wind and Nalu-Wind simulations, establishing a bidirectional coupling through overset meshes and the TIOGA overset-mesh library.		Sept. 8, 2023	09/08/23
	https://github.com/NREL/NMACFoam	NMACFoam: Numerical-Model for Membrane-Spacer Assemblies and Configurations in OpenFOAM	NMACFoam, built on the OpenFOAM framework, is a computational fluid dynamics tool specifically designed for simulating flow and solids transport in membrane-spacer channels relevant to reverse osmosis or nanofiltration applications. This tool accommodates complex spacer geometries, incorporates porous wall boundary conditions for membranes, and accurately models concentration polarization effects. With scalability to thousands of processors, NMACFoam enables large-scale simulations at the module level, handling problem sizes ranging from 1 to 10 million cells using high-performance computing resources.		Aug. 9, 2023	08/09/23
	https://github.com/NREL/ATB-calc	ATB-Calc: Annual Technology Baseline Calculators	This software comprises a suite of Python files and Jupyter notebooks designed to assist in computing cost and financial parameters for Annual Technology Baseline electricity data. It encompasses calculations for capital expenditures, levelized cost of energy, and debt fractions utilizing the provided annual technology baseline input data.		Aug. 2, 2023	08/02/23
	https://github.com/NREL/bsm-public	BSM: Bioenergy Scenario Model	The Bioenergy Scenario Model operates as a system dynamics model on the STELLA software platform. It captures the dynamic interactions within the U.S. biofuels industry, encompassing feedstock production, logistics, biomass-to-biofuels conversion, and end-use aspects such as fuels inventory, dispensing, distribution, and vehicle fleet dynamics. The BSM generates and explores plausible scenarios for the evolution of the U.S. biofuels industry and offers a high-level system perspective for analyzing policies, generating scenarios, identifying influential factors, and initiating focused discussions among policymakers and stakeholders.		June 16, 2023	06/16/23
	https://github.com/NREL/a2e2g	A2E2G: Atmosphere to Electrons to the Grid Platform	A2E2G is a comprehensive platform that integrates forecasting tools to address weather uncertainty, aerodynamic wind plant models for wake dynamics and wind plant operation, and economic models for advising wind power plant operation with grid services. This Python-based tool functions as a high-level controller for wind plants, enabling market participation and real-time control. The A2E2G framework operates in two stages, addressing uncertainty in day-ahead planning and variability in real-time operation.		June 15, 2023	06/15/23
	https://github.com/nrel-sienna/InterfaceLimits.jl	ITL: InterfaceLimits.jl	The flow of electrical power in a network is regulated by Kirchhoff's laws, introducing complexity when determining power transfer capacities across interfaces connecting groups of nodes. This package utilizes NREL's Sienna data and capabilities to construct and resolve problems related to interface limit calculations.		June 7, 2023	06/07/23
	https://github.com/G-PST/inertia	G-PST Inertia Monitoring Tool	This tool facilitates the ingestion of real-time unit commitment data, such as from a grid operator's control room energy management system. It then computes system inertia estimates using the H-constant method and transmits the estimates to customizable visualization or logging outputs.		June 5, 2023	06/05/23
	https://github.com/NREL/BuildingsBench	BuildingsBench: A Benchmark for Universal Building Load Forecasting	BuildingsBench is a Python software framework that streamlines the training and comparison of generalized machine learning models for universal building load forecasting. The current approach involves crafting specialized forecasting models for individual buildings, which is time-consuming and costly. This software provides a platform for large-scale pretraining using the synthetic Buildings-900K dataset, representing the entire U.S. building stock, and subsequently benchmarking performance across diverse buildings, geographic regions, weather patterns, and more.		June 1, 2023	06/01/23
	https://github.com/NREL/tih-vqe	tih-vqe	This software aligns with the research paper Exploring the Scaling Limitations of the Variational Quantum Eigensolver With the Bond Dissociation of Hydride Diatomic Molecules, published in the International Journal of Quantum Chemistry. The paper addresses the challenges of simulating materials with strongly correlated electrons, a task well-suited for quantum computing. The study focuses on the variational quantum eigensolver (VQE) algorithm's application to moderately sized, strongly correlated systems, exemplified by the diatomic hydride molecules TiH, LiH, NaH, and KH. The research investigates the near-term feasibility of modeling a molecule with d-orbitals on existing quantum hardware through VQE + UCCSD calculations, revealing challenges related to error rates and hardware limitations for such complex chemical systems.		June 1, 2023	06/01/23
	https://github.com/NREL/BLAST-Lite	BLAST-Lite: Battery Lifetime Analysis and Simulation Tool - Lite	BLAST offers a comprehensive library of battery lifetime and degradation models tailored to contemporary commercial lithium-ion batteries. Leveraging NREL's battery life model identification toolkit and publicly available lab-based aging data, BLAST predicts the expected lifespan of batteries used in mobile and stationary applications, accounting for factors such as temperature, state-of-charge, depth-of-discharge, and charge/discharge rates. The models are implemented in both Python and MATLAB, with the MATLAB version providing additional features such as example applications for stationary storage and electric vehicles, climate data, and simple thermal management options.		May 3, 2023	05/03/23
	https://github.com/NREL/PVDegradationTools	PVDeg: PV Degradation Tools	PVDeg is a Python library designed to assist in modeling and comprehending light- and elevated temperature-induced degradation and boron-oxygen light-induced degradation in silicon solar cells and wafers.		April 28, 2023	04/28/23
	https://github.com/NREL/gaps	GAPs: Geospatial Analysis Pipelines	GAPs is a framework designed to scale single-location geospatial models to a high-performance computing environment.		April 26, 2023	04/26/23
	https://github.com/NREL/DSS-SimPy-RL	DSS-SimPy-RL: Open-DSS and SimPy Based Cyber-Physical RL Environment	This software addresses the challenge of creating a mixed domain reinforcement learning environment by combining Open DSS for the physical side, operating in a Windows-based system, with SimPy, a discrete event simulator Python package for cyber-side emulation, which is operating systems agnostic. The focus is on developing and validating this mixed domain environment for co-simulation, enabling the training of reinforcement learning agents for resilient control in power distribution feeders through network reconfiguration and volt-var control.		March 29, 2023	03/29/23
	https://github.com/BETSRG/GHEDesigner	GHEDesigner	GHEDesigner is a Python package specifically crafted for the design of ground heat exchangers used in ground source heat pump systems.		March 28, 2023	03/28/23
	https://github.com/NREL/bifacial_radiance	Bifacial_Radiance	The Bifacial_Radiance software offers a set of Python wrapper functions designed to simplify working with RADIANCE, with a focus on aiding PV researchers interested in bifacial PV performance. Detailed information, tutorials in the form of Jupyter notebooks, and additional resources are available in the documentation, Wiki, and issues page. The installation process is outlined in a video tutorial, and a GUI has been introduced in version 3.0, eliminating the need for scripts or journals by handling simulation parameters seamlessly.		March 11, 2023	03/11/23
	https://github.com/NREL/ThermalTank	Python Thermal Tank Model	This thermal tank model incorporates the phase change of the tank medium.		March 3, 2023	03/03/23
	https://github.com/openEDI/gadal-ieee123	OEDI-SI: Open Energy Data Initiative - Systems Integration	OEDI-SI, previously known as GADAL (Grid Algorithms and Data Analytics Library), offers a comprehensive library for linking algorithms and datasets within a co-simulation framework.		Jan. 30, 2023	01/30/23
	https://github.com/NREL/NREL-Beam-Characterization	BCS: Beam Characterization System	BCS is an image-processing tool designed to estimate heliostat tracking errors in solar applications. In this system, a heliostat reflects sunlight onto a distant target, and a calibrated camera captures an image of the reflected beam. The software includes scripts to identify key features and conduct analysis on the captured images.		Jan. 11, 2023	01/11/23
	https://github.com/NREL/HOPP	HOMP: Hybrid Operation and Maintenance Platform	The HOMP software module, integrated into NREL's Hybrid Optimization and Performance Platform (HOPP), is a Python-based tool that works in tandem with HOPP to model, simulate, and optimize degradation, reliability, and operations and maintenance of components in hybrid power plants. The program models lithium-ion batteries, PEM electrolyzers, wind turbines, and solar PV arrays, allowing users to analyze design and operational tradeoffs for hybrid power plants. HOMP facilitates answering questions such as optimal charge/discharge rates for performance and reliability, variations in plant design for different objectives (e.g., profit versus resilience), conditions favoring electricity production versus hydrogen, and optimal control strategies for reducing downtime and enhancing performance.		Dec. 30, 2022	12/30/22
	https://github.com/exawind/openturbine	OpenTurbine	OpenTurbine is an open-source code specifically crafted for simulating wind turbine structural dynamics. Functioning as a flexible multibody dynamics solver, it represents the wind turbine through a combination of beam finite elements, rigid bodies, and constraints. OpenTurbine features an application programming interface tailored for coupling with computational fluid dynamics codes, making it versatile for integration with aerodynamics solvers based on blade element momentum theory.		Nov. 29, 2022	11/29/22
	https://github.com/NREL/sulfur_tes_ml	Sulfur TES ML	Sulfur TES ML comprises code initially developed for creating surrogate machine learning models to emulate the functionality of computational fluid dynamics simulations in sulfur thermal energy storage (TES) systems. The code has been adapted to offer a comprehensive package for constructing, training, validating, testing, and optimizing regression models, featuring customizable features and targets.		Nov. 14, 2022	11/14/22
	https://github.com/nrel/erad	ERAD: Equitable Resiliency Analysis Tool for Distribution System	ERAD is a software product designed to calculate resiliency and equity metrics in power distribution systems. Leveraging graph database technology, it stores, queries, and computes metrics, ensuring high scalability and availability. The tool can compute metrics for diverse resiliency scenarios, including fire, flooding, and earthquake.		Oct. 17, 2022	10/17/22
93368	https://github.com/NREL/hive	HIVE	The HIVE™ platform provides insight on the energy, infrastructure, service, and economic outcomes of various mobility as a service options. The HIVE platform takes a set of spatiotemporal travel origin-destination pairs and simulates the operation of a mobility service fleet, incorporating request pooling and various operational and charging behaviors. Hive specializes in fleets of automated electric vehicles and can be used to site and size direct-current fast charge stations and measure grid impacts of large-scale fleets serving real-world trip demand (similar to taxis, Uber, and Lyft).	Python	Sept. 23, 2022	09/23/22	Transportation and Mobility
93103	https://github.com/Smart-DS/Bid-DS-data-model	Bid-DS-data-model: Demand Side Bidding Data Model	This model structure supports representation of power system dispatching for optimal power flow that includes bid-in demands for load. It is used to support the ARPA-E Grid Optimization Challenge 3 competition.	TeX;Python	Sept. 21, 2022	09/21/22	Grid Modernization
92826	https://github.com/GMLC-TDC/cymepy	CYMEpy	CYMEpy is a high-level Python package that provides users HELICS bindings for CYMEDIST, CYME's distribution system simulator.	Python	Sept. 16, 2022	09/16/22	Solar;Grid Modernization
80565	https://github.com/NREL/polyID	PolyID: Polymer Inverse Design	PolyID™ is a framework for building, training, and predicting polymer properties using graph neural networks. The code leverages Neural Fingerprint for building TensorFlow-based message-passing neural networks and Monomers to Polymers for building polymer structures.	Python	Aug. 23, 2022	08/23/22	Bioenergy;Transportation and Mobility
80201	https://github.com/NREL/BDEM	BDEM: Discrete-Element Simulator for High-Solids Granular Flows	BDEM is a discrete element method-based simulation tool for modeling high-solids granular flows that include polydispersity, heat transfer, moving boundaries, and chemistry. The solver provides facilities for simulating spherical/nonspherical particles with modified contact and friction models in complex dynamic geometries defined using level-sets or triangulated files. The solver is developed on top of NREL's open-source performance portable library, AMReX, providing parallel execution capabilities on current and upcoming high-performance computing architectures.	Python;C;C++	Aug. 22, 2022	08/22/22	Bioenergy;Transportation and Mobility
80018	https://github.com/NREL/PyChargeModel	PyChargeModel: Oriented Programming-Based Electric Vehicle and Electric Vehicle Supply Equipment Charging Model in Python	The PyChargeModel creates electric vehicles and electric vehicle supply equipment (or charging ports) and simulates charging behavior. These objects can be instantiated with properties such as battery chemistries, battery pack sizes, cell sizes, charging port power, and DC or AC chargers. The objects can communicate with one another, and each electric vehicle can be assigned to an electric vehicle supply equipment and charged using a default protocol or setpoint values communicated from a site controller.	Python	Aug. 18, 2022	08/18/22	Transportation and Mobility
74540	https://github.com/NREL/MPRL	MPRL: Multi-Pulse Reinforcement Learning	MPRL contains code for defining and deploying reinforcement learning control agents for multi-pulse, multi-fuel advanced compression ignition engines.	Shell;Python	Aug. 17, 2022	08/17/22	Transportation and Mobility
80217	https://github.com/NREL/FEDIS	FEDIS: The "Fresnel Equations" for Diffuse radiation on Inclined photovoltaic Surfaces	The Fresnel equations solve for the reflection and transmission of light for precise incident angles, but the transmission of diffuse radiation incident on a planar or domed surface is often needed for real-world applications. To efficiently estimate the solar energy resource for a glass-covered photovoltaic module, we derive an analytical solution of diffuse transmission based on the rigorous integration of an alternate form of the Fresnel equations. The approach leads to a simple yet accurate relative transmittance model that reconciles the solar energy sensed by pyranometers and PV panels.	Python	July 12, 2022	07/12/22	Solar
75933	https://github.com/WISDEM/RAFT	RAFT: Response Amplitudes of Floating Turbines	RAFT is a Python code for frequency-domain analysis of floating wind turbines. RAFT works in the frequency domain to provide efficient computations of a floating wind system's response spectra, accounting for platform hydrodynamics, quasi-static mooring reactions, rotor aerodynamics, and linearized control. It can be used to calculate response amplitude operators, power spectral densities, mean/static properties, and response metrics based on mean and root-mean-square values of each output.	Roff;Python	July 8, 2022	07/08/22	Wind
72497	https://github.com/NREL/jade	JADE	JADE provides a simple, flexible interface to submit jobs to a high-performance computer (HPC). JADE is an HPC workflow management system that enables researchers to run simulations efficiently. It provides a simple, flexible interface to define jobs, as well as dependencies between jobs, and then dispatch them to an HPC with maximized parallelization.	Python	July 7, 2022	07/07/22	Computational Science;Solar
75726	https://github.com/NREL/sup3r	sup3r: Super Resolution for Renewable Resource Data	The sup3r software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.	Python	July 6, 2022	07/06/22	Wind;Solar
75120	https://github.com/NREL/ml4pd	ML4PD: Machine Learning for High Throughput Process Design	ML4PD is a code base that uses machine learning-based modular process units that can be combined to create whole process models. The package is developed within Python and leverages TensorFlow for the machine-learning components.	Python	June 20, 2022	06/20/22	Bioenergy;Transportation and Mobility
74369	https://github.com/NREL/INN-interface	INN Airfoil Tools	This software package contains code to perform airfoil inverse shape design using a sparsified invertible neural network model. This is a specialized deep learning architecture that enables both network weights to be shared to evaluate forward or inverse passes through the network. As a design tool, this network allows practitioners to specify aerodynamic and structural properties and generate shapes that satisfy those properties.	Python	May 17, 2022	05/17/22	Wind
74551	https://github.com/NREL/mesoflow	mesoflow	mesoflow is a continuum scale simulation tool for modeling transport and chemistry at the mesoscale. The solver uses Cartesian block-structured adaptive mesh refinement to resolve complex surface morphologies (of catalysts/biomass particles among others) directly obtained from X-ray tomography data. An immersed boundary-based formulation enables rapid representation of complex geometries prevalent in most mesoporous interfaces.	C++	May 16, 2022	05/16/22	Bioenergy
74457	https://github.com/NREL/BUTTER-Empirical-Deep-Learning-Experimental-Framework	BUTTER: An Empirical Deep Learning Experimental Framework	BUTTER is a system with which empirical deep learning experiments can be conducted and their results, including training and model performance characteristics, can be accumulated for further analysis.	Jupyter Notebook	May 14, 2022	05/14/22	Computational Science
74434	https://github.com/NREL/E-Queue-HPC	JobQueue-PG: A Task Queue for Coordinating Varied Tasks Across Multiple HPC Resources and HPC Jobs	The software allows for queueing and dispatch of tasks of small, varied, or uncertain run times across multiple high-performance computing jobs, resources, and other computing systems. The software allows scientists to enqueue, run, and accumulate results from computational experiments in an efficient, manageable manner.	Python	May 13, 2022	05/13/22	Computational Science
74722	https://github.com/NREL/shift	SHIFT: Simple Synthetic Distribution Feeder Generation Tool	SHIFT is a lightweight software package that allows users to build synthetic feeders around any location in India. It uses open street data, such as roads and buildings, and distribution system design principles to generate a distribution system model.	Python	May 10, 2022	05/10/22	Grid Modernization
74151	https://github.com/NREL/WPGNN	WPGNN and PLayGen: Wind Plant Graph Neural Network and Plant Layout Generator	WPGNN is the graph neural network machine learning-based surrogate model and software that provides a streamlined approximation of wind plant wake models. It can rapidly estimate the energy production of the plant and turbines for any arbitrarily sized wind plant and layout under any inflow condition. The included plant layout generator can produce random realizations of realistic wind plant layouts from one of the four canonical styles: cluster, single string, multiple string, or parallel string.	Python	May 5, 2022	05/05/22	Wind
74083	https://github.com/NREL/flasc	FLASC: FLORIS-based Analysis for SCADA data	FLASC provides a rich suite of analysis tools for SCADA data filtering, analysis, wind farm model validation, field experiment design, and field experiment monitoring. The repository is centrally built around NREL's FLORIS wind farm model and largely relies on the energy ratio to, among others, quantify wake losses in synthetic and historical data, perform turbine northing calibrations, and model parameter estimation.	Python	May 2, 2022	05/02/22	Wind
74030	https://github.com/AMReX-Combustion/PeleLMeX	PeleLMeX	PeleLMeX is an adaptive-mesh low Mach number hydrodynamics code for reacting flows. PeleLMeX supports Embedded Boundary method to represent complex geometries and is parallelized with MPI + OpenMP for CPUs and MPI + CUDA or MPI + HIP for GPUs.	C++	May 2, 2022	05/02/22	Computational Science
74425	https://github.com/NREL/Machine-Learning-Pipeline	ML Pipeline: Machine Learning Pipeline	ML Pipeline allows the user to fit a model to predict a dependent variable, y, based on a feature set, X. ML Pipeline automatically generates features with its Feature Engineering function, automatically selects the most important features with its Feature Selection function, fits the model with its Fit function, and evaluates the model with its Evaluate function. ML Pipeline's functionality can not only help the user predict values for the desired variable but also gives the user a better understanding of which features are important and how effective the model is.	MATLAB	April 28, 2022	04/28/22	Computational Science
73673	https://github.com/NREL/DC2AC	MIDAS-DC2AC: Fully Automating the Acquisition of AC Power Flow Solution	MIDAS-DC2AC is an automated tool for achieving a converged AC power flow solution from any dispatch, e.g., determined using DC power flow model-based optimal power flow. This tool provides a systematic way to achieve a solvable AC power flow case by modifying the power flow condition and then tracking the AC power flow solution while gradually removing the adopted changes. If all adopted changes can be removed, then the original AC power flow solution is obtained. Otherwise, insights for actionable controls are derived to help operation and planning.	Python	April 22, 2022	04/22/22	Solar
73484	https://github.com/NREL/G2Aero	G2Aero: separable shape tensors for aerodynamic applications	G2Aero is a flexible and practical tool for parametrizing and perturbing 2D airfoils and 3D blades. The code uses a representation of discrete shapes defined by ordered sequences of landmarks as separable tensors. It implements all necessary mathematical transformations to build a novel representation of shape through product manifolds, specifically with the Grassmannian and symmetric positive definite space.	HTML	April 20, 2022	04/20/22	Wind
73640	https://github.com/NREL/graph-env	Graph-Env	The Graph-Env library provides a framework for adapting graph search problems into OpenAI Gym environments for reinforcement learning. In other words, Graph-Env enables reinforcement learning algorithms to be applied to graph search problems. Graph search problems include molecule and crystal structure design problems; route planning problems, including traveling salesperson problem; puzzles and games, such as chess and go; shortest-path problems; minimum spanning tree; and vehicle path generation.	Python	April 15, 2022	04/15/22	Computational Science
73290	https://github.com/NREL/learning-building-control	LBC: Learning Building Control	LBC encompasses the source code and data to reproduce and extend results for a manuscript that compares demand-responsive control schemes for multizone buildings. It includes examples of model predictive control, value function approximation via CVXPYLAYERS, and differentiable predictive control. The goal of the study is to evaluate state-of-the-art controllers and establish the efficacy (if any) of learning-based approaches that leverage deep neural networks in one way or another.	Jupyter;Python	April 11, 2022	04/11/22	Buildings
72078	https://github.com/NREL/PVwindow	PVwindow: Photovoltaic Window Simulator	PVwindow simulates photovoltaic window properties by allowing the user to build stacks of thin-film materials that compose the window layers. The only needed inputs are the complex refractive indices and thicknesses of the materials. The software will simulate the optical transmission, front reflection, and back reflection of the stack using the transfer matrix method. Properties specific to PV window optics such as visible transmittance and color are also calculated.	Python	April 8, 2022	04/08/22	Solar;Buildings
72729	https://github.com/NREL/yamm	MapPyMatch	A surprisingly nontrivial technical challenge is to associate points in space (e.g., GPS data) with specific segments of a road network or map. The MapPyMatch software package allows users to match GPS point data to a road network (commonly known as "map matching").	Python	March 28, 2022	03/28/22	Transportation and Mobility
72248	https://github.com/NREL/pyvisco	pyvisco	pyvisco is a Python library that supports the identification of Prony series parameters for linear viscoelastic materials described by a Generalized Maxwell model. The necessary material model parameters are identified by fitting a Prony series to the experimental measurement data. pyvisco allows for the identification of Prony series parameters from experimental data measured in either the frequency-domain (via Dynamic Mechanical Thermal Analysis) or time-domain (via relaxation measurements).	Jupyter Notebook;Python	March 21, 2022	03/21/22	Solar
72315	https://github.com/NREL/hybrid-rl-mpc4clr	Hybrid-RL-MPC4CLR: Hybrid Reinforcement Learning Model Predictive Control for Reserve Policy-Assisted Critical Load Restoration in Distribution Grids	Hybrid-RL-MPC4CLR was developed as a hybrid controller for active distribution grid critical load restoration, combining deep reinforcement learning and model predictive control to maximize total restored load following an extreme event. The reinforcement learning determines a policy for quantifying operating reserve requirements, thereby hedging against uncertainty, while the model predictive control models grid operations incorporating the reinforcement learning policy actions (i.e., reserve requirements), renewable (wind and solar) power predictions, and load demand forecasts.	Python;Jupyter Notebook	March 18, 2022	03/18/22	Grid Modernization
72273	https://github.com/NREL/mpc4clr	MPC4CLR: Model Predictive Control for Critical Load Restoration in Power Distribution Systems	MPC4CLR is a model predictive control for critical load restoration in power distribution systems to recover system service (electricity delivery) following an extreme event-triggered substation outage. The method considers the problem of controlling distributed energy resources on the distribution system with the objective of achieving maximum load pick-up while satisfying distribution network flow and voltage constraints.	Jupyter Notebook	March 18, 2022	03/18/22	Grid Modernization
72324	https://github.com/NREL/rlc4clr	RLC4CLR: Reinforcement Learning Controller for Critical Load Restoration Problems	RLC4CLR uses a reinforcement learning controller to solve a critical load restoration problem, which improves grid resilience after a substation outage. RLC4CLR consists of two parts: (1) a reinforcement learning environment that encapsulates the problem to be solved and provides interfacing functions to follow the standard OpenAI Gym format and (2) a reinforcement learning training script that enables the agent to learn its control policy by interacting with the environment.	Python	March 18, 2022	03/18/22	Grid Modernization
71552	https://github.com/NREL/PV-DMFA	PV DMFA: Photovoltaic Dynamic Material Flow Assessment	The PV DMFA model is a computational framework written in Python based on utility-scale PV electricity generation to quantify time-series stocks and flows of PV materials primarily in crystalline silicon PV technologies. The model evaluates the cradle-to-cradle life cycle of utility-scale solar PV systems in the United States from 2000 to 2100. PV DMFA serves as a sustainability analysis tool to assess the impacts of material circularity practices (i.e., reduce, reuse/refurbish, remanufacture, and recycle), PV module design shifts and sensitivity of material processing and technology-related parameters to installations, waste creation, and raw material depletion in PV material supply chains. This tool enables advanced planning for future material needs and informs sustainable pathways for PV material management in the circular economy.	Jupyter Notebook	March 1, 2022	03/01/22	Solar
71066	https://github.com/NREL/VirtualEngineering	VE: Virtual Engineering	The VE project provides a set of Python modules to enable users to connect mathematical models of unit operations to predict outcomes for an entire chemical process. This VE approach is being developed to support the beginning-to-end simulation of the low-temperature conversion of lignocellulosic biomass to a fuel precursor, but the underlying communication functions can be readily extended to connect models from other domains. The VE library includes models/simulations for pretreatment, enzymatic hydrolysis, and aerobic bioreaction.	Shell;TeX;Python;Fortran;C++;C	Feb. 17, 2022	02/17/22	Bioenergy
74338	https://github.com/NREL/PVcircuit	PVcircuit	The software contains objects that are building blocks for PV modeling and interactive data-fitting based on optoelectronic models for tandem/multijunction solar cells, including resistive and luminescent coupling; simulation of modules composed of 2T, 3T, and 4T tandem solar cells; and energy yield analysis of PV systems composed of tandem solar cells.	Python;Jupyter Notebook	Feb. 17, 2022	02/17/22	Solar
71965	https://github.com/NREL/geothermal_osr	geothermal_osr: Energy Predictor for Geothermal Open Source Reservoir	This is a repository of tools developed to predict the energy produced at Open Source Reservoir. It includes simulation data as well as Jupyter Notebooks for training and evaluating prediction models. Open Source Reservoir is based on data from Brady Hot Springs reservoir (Nevada) but has a number of sufficiently modified characteristics and does not disclose sensitive data.	Jupyter Notebook	Jan. 13, 2022	01/13/22	Geothermal
68835	https://github.com/NREL/hpxml_version_translator	HPXML Version Translator	HPXML is a consensus data transfer standard for residential buildings. Over several years, multiple versions of the standard have been released. This tool accepts an HPXML file in an older version and translates it to a newer version.	Python	Jan. 5, 2022	01/05/22	Buildings
70209	https://github.com/NREL/human-metrics-explore	Human metrics exploration (HCTPM: Human Centered Transportation Performance Metrics)	This set of notebooks supports the exploration of human-centered metrics. Users can explore metrics interactively using the Interactive_Metrics Juypter Notebook.	Jupyter;Python	Dec. 13, 2021	12/13/21	Transportation and Mobility
68522	https://github.com/NREL/CO2ROpt	CO2ROpt: Feedstock Allocation Optimization Model	Reducing greenhouse gas emissions remains a critical challenge for the transportation and chemical sectors. The electrochemical reduction of carbon dioxide is a potential pathway for production of fuels and chemicals that uses atmospheric carbon dioxide as a feedstock. This is an analysis of the potential for carbon dioxide captured from point sources and via direct air capture to be used in electrochemical reduction under different market scenarios. Using a numerical optimization framework and national data sets, scenarios for nationwide production of ethylene, formate, and carbon monoxide are evaluated at scales comparable to current production of these molecules in the United States.	Julia	Dec. 8, 2021	12/08/21	Bioenergy
67088	https://github.com/NREL/GANISP	GANISP: GAN-assisted Importance Splitting	Genealogical importance splitting marches toward a rare event by iteratively selecting and replicating realizations that are headed toward a rare event. The replication step is made difficult when applied to deterministic systems as the initial conditions of the offspring realizations need to be adjusted. Typically, a random perturbation is applied to the offspring. For some cases, this cloning technique may not be adequate and prevent variance reduction in the probability estimate. A GAN-based replication process is proposed to address this limitation. The perturbations applied to the clones are physically consistent instead of being randomly chosen. The proposed method allows reducing the variance in the probability estimation.	Python	Nov. 15, 2021	11/15/21	Computational Science
66470	https://github.com/NREL/CEWAM	CEWAM: Circular Economy Wind Agent-based Model	CEWAM is an agent-based model built with the MESA Python library. The tool enables users to study circular economy strategies by simulating actors' decisions.	Python	Oct. 29, 2021	10/29/21	Wind;Advanced Manufacturing
66377	https://github.com/NREL/osos	OSOS: Open Source Ops and Statistics	OSOS is a software package that helps track usage and operations statistics for open source software.	Python	Oct. 27, 2021	10/27/21	Wind
63192	https://github.com/NREL/SSRS	SSRS: Stochastic Soaring Raptor Simulator	SSRS is a generalizable, probabilistic, and predictive tool for wind energy developers, ecologists, wildlife managers and industry consultants to estimate the potential for soaring raptors to interact with operating wind turbines, without the need for site-specific data collection. Understanding the behavior of soaring raptors with varying atmospheric conditions is crucial for predicting and mitigating the risk of turbine collision.	Python	Oct. 18, 2021	10/18/21	Wind
63517	https://github.com/NREL/Marmot	Marmot	Marmot is a data formatting and visualization tool for production cost modeling results. It provides an efficient way to view PLEXOS production cost modeling results quickly while creating publication-ready figures and data tables.	Python	Sept. 1, 2021	09/01/21	Wind;Water
57618	https://github.com/NREL/EFFORT	EFFORT: EFFectiveness Of Rate sTructure for enabling demand response	EFFORT helps utilities evaluate potential time-of-use price plans to find effective hours for on-peak periods and the potential price-elastic demand response. An optimization model can be used to find tiered prices for the time-of-use tariffs and analyze the impact on load profiles, energy consumption, utility, and customer savings.	Python	Sept. 1, 2021	09/01/21	Grid Modernization
63707	https://github.com/NREL/AI-Batt-OS	AI-BATT-OS: Autonomous Identification of Battery Life Models – Open Source	AI-BATT-OS is an open source implementation of some of the methods utilized by AI-Batt, a battery lifetime modeling and analysis toolkit. This software demonstrates the use of bi-level optimization and symbolic regression techniques to semi-autonomously identify algebraic models predicting the capacity fade of lithium-ion batteries during calendar aging.	MATLAB	Aug. 24, 2021	08/24/21	Transportation and Mobility
61774	https://github.com/NREL/clustering-analysis-domain-agnostic-features-2018	Code Artifact for Clustering Analysis of Commercial Vehicles Using Automatically Extracted Features From Time Series Data	This repository contains data ingestion, feature extraction, and analysis code used in the NREL technical report Clustering Analysis of Commercial Vehicles Using Automatically Extracted Features From Time Series Data.	Python	Aug. 5, 2021	08/05/21	Transportation and Mobility
61138	https://github.com/NREL/MoorPy	MoorPy: Quasi-Static Mooring Analysis in Python	MoorPy is a quasi-static mooring model and a suite of associated functions for mooring system analysis. The core model supports quasi-static analysis of moored floating systems, including any arrangement of mooring lines and floating platforms.	Python	July 13, 2021	07/13/21	Water
60841	https://github.com/NREL/virtual-battery-aggregator	Virtual Battery Aggregator for Distributed Energy Resource Management Systems	This codebase creates algorithms for a distributed energy resource (DER) management system platform that aggregate a set of DERs that can be modeled as batteries, create a virtual battery model for centralized grid control, and dispatch power setpoints to the individual DERs based on a desired virtual power setpoint received from the centralized grid control. It integrates with existing cosimulation frameworks and models for buildings, DERs, and distribution systems.	Python	June 23, 2021	06/23/21	Buildings
59799	https://github.com/NREL/cloud_fs	cloud_fs: Cloud File System Utilities	Cloud File System Utilities is a generalized file-system handler that will dynamically determine if files are local or on the cloud and perform basic file-system operations.	Python	June 22, 2021	06/22/21	Water
59329	https://github.com/NREL/HALOS	HALOS: Heliostat Aimpoint and Layout Optimization Software	HALOS is an open-source software package that allows users to explore solar field layout optimization, aimpoint strategy optimization, and performance characterization of concentrating solar power tower plants.	Python	June 15, 2021	06/15/21	Solar
59395	https://github.com/NREL/OpenDSS-wrapper	OpenDSS-wrapper (Distribution System Co-simulator With Distributed Energy Resource Controls)	This codebase integrates an electric power distribution system simulator, distributed energy resource models, and distributed energy resource controls. The codebase is based on OpenDSS, a distribution system simulator, and an existing open source cosimulation framework called HELICS.	Python	June 11, 2021	06/11/21	Grid Modernization
65113	https://github.com/NREL/WaterTAP3	WaterTAP3: Water Technoeconomic Assessment Pipe-Parity Platform	WaterTAP3 facilitates consistent techno-economic assessments of desalination treatment trains. It is an analytically robust modeling tool that can be used to evaluate water technology cost, energy, environmental, and resiliency tradeoffs across different water sources, sectors, and scales. The model simulates steady-state water treatment train performance and costs, including flow and constituent mass balance across unit processes based on source water conditions, configurations of treatment technologies, and system-level techno-economic assumptions.	Python	June 8, 2021	06/08/21	Advanced Manufacturing
58655	https://github.com/WISDEM/WOMBAT	WOMBAT: Windfarm Operations and Maintenance cost-Benefit Analysis Tool	WOMBAT simulates the operations and maintenance phase of onshore or offshore windfarms. WOMBAT is a medium-fidelity tool designed to model turbine, cable, and substation failures at the subassembly level, but it is flexible enough that individual component or asset-level modeling can also be performed. WOMBAT enables users to model technological improvements and a range of service equipment and to analyze cost trends with varying trade-offs in conjunction with energy production, availability, and a growing range of metrics.	Python	May 27, 2021	05/27/21	Wind
56292	https://github.com/NREL/PSSE_Network_Reduction	PsseReducer: PSSE Network Reduction	This code can reduce power system network models in PSSE. The user selects single-port or two-port subnetworks for reduction, and the software reduces the subnetwork as described in the paper Power System Network Reduction for Power Hardware-in-the-Loop Simulation.	Python	May 11, 2021	05/11/21	Solar
57899	https://github.com/watertap-org/watertap	WaterTAP v1.0.0	WaterTAP is a library of water-specific models built on the IDAES Integrated Platform to support the design and optimization of integrated water treatment systems, improve existing systems, and enable the analysis of new designs that incorporate emerging technologies. WaterTAP enables advanced modeling and optimization for conceptual and multiscale design, dynamics, and model predictive control of water systems and networks.		May 7, 2021	05/07/21	Water
65295	https://github.com/NREL/celavi	CELAVI: Circular Economy Lifecycle Assessment and Visualization	CELAVI allows stakeholders to quantify and visualize potential regional and sectoral transfers of impacts that could result from transitioning to a circular economy, with particular focus on energy materials. The framework uses system dynamics to model material flows for multiple circular economy pathways, and decisions are based on learning-by-doing and implemented via cost and strategic value of different circular economy pathways.	Python	April 22, 2021	04/22/21	Energy Analysis
55916	https://github.com/NREL/diversity_SR	diversity_SR: Diverse Super-Resolution	This deep learning tool for enhancing the spatial resolution of wind data is developed in Python using the TensorFlow deep learning package. Models for diversity super-resolution are provided. Included in the package are pretrained models with example code/data to perform the super-resolution as well as training models for different enhancement or data types.	Python	April 21, 2021	04/21/21	Computational Science
55668	https://github.com/NREL/K_Road	KRoad	KRoad is a 2D, lightweight, vehicle driver simulator that uses 3D vehicle driving model considerations and enables the driver to make control decisions with less computation time and programmer effort than is required with full-fidelity 3D simulators.	Python	April 20, 2021	04/20/21	Transportation and Mobility
54285	https://github.com/AMReX-Combustion/PeleLM	PeleLM	An adaptive mesh hydrodynamics simulation code for low Mach number reacting flows.	C++	April 14, 2021	04/14/21	Computational Science
60075	https://github.com/NREL/HybridBOSSE	HybridBOSSE: Hybrid Balance-of-System Systems Engineering Model	HybridBOSSE analyzes the potential for shared infrastructure cost savings at wind-plus-solar-photovoltaic hybrid plants. This Python-based cost modeling tool is an extension of NREL's LandBOSSE tool.	Python	April 12, 2021	04/12/21	Wind
55244	https://github.com/NREL/farms	FARMS: Fast All-sky Radiation Model for Solar applications	FARMS is an efficient model for approximating solar radiation at land surface with minimal loss of accuracy. It was developed using a simplified clear-sky radiative transfer model, REST2, and simulated cloud transmittances and reflectances from the Rapid Radiation Transfer Model with a 16-stream Discrete Ordinates Radiative Transfer.	Python	March 30, 2021	03/30/21	Solar
54544	https://github.com/NREL/NRWAL	NRWAL: NREL Wind Analysis Library	NRWAL contains a library of wind cost equations, dynamic Python tools for intuitive equation handling, ready-to-use configs for basic users, and easy equation manipulation without editing source code.	Python	March 29, 2021	03/29/21	Wind
52421	https://github.com/dsgrid/webspinner	webspinner	Python utilities for working with data source types used by NREL's Demand-Side Grid Model project.	Python	March 5, 2021	03/05/21	Buildings
55145	https://github.com/ravis-nrel/ravis	RAVIS: Resource Forecast and Ramp Visualization for Situational Awareness	RAVIS is an open-source tool for visualizing variable renewable resource forecasts and ramp alerts for significant up/down ramps in renewable resource and the consequent net-load. The modular dashboard of RAVIS contains configurable panes for viewing probabilistic time series forecasts, ramp event alerts on the look-ahead timeline, spatially resolved resource sites and forecasts, and system simulation and market clearing data.	JavaScript	March 5, 2021	03/05/21	Solar
61131	https://github.com/NREL/wtDigiTwin	wtDigiTwin: Wind Turbine Digital Twin	wtDigiTwin provides a digital twin solution for wind turbine applications. wtDigiTwin estimates loads, motions, and environmental conditions for an operating wind turbine. The program uses supervisory control and data acquisition measurements as inputs, together with a wind turbine model.	Python;MATLAB	Feb. 1, 2021	02/01/21	Wind
50325	https://github.com/urbanopt/DES_HVAC	URBANopt DES_HVAC: District Energy Systems HVAC Measures	DES_HVAC is a repository of a Parametric Analysis Tool project for scripts related to modeling of HVAC systems for buildings in a district served by a district thermal energy system.		Jan. 26, 2021	01/26/21	Buildings
50272	https://github.com/NREL/ModuleOT	ModuleOT	ModuleOT is an open hardware security platform that provides all features necessary for securing remote energy resources. The module provides encrypted communications across an untrusted network, certificate-based authentication with secure storage, hardware cryptographic acceleration, IP-based whitelisting, local firewall management, and legacy device support.		Jan. 25, 2021	01/25/21	Energy Security and Resilience
49823	https://github.com/NREL/turbine-models	turbine-models	This GitHub repo hosts an archive of turbine models already in the public domain. It includes mainly tabular power and thrust (when available) curve data in .csv files, other technical data, and documentation and references built with Sphinx/GitHub Pages. There is a script called "curve_parser.py" to assist with the parsing of power and thrust curves, but this repo is mostly a central location for turbine model data.	Python	Dec. 22, 2020	12/22/20	Wind
62413	https://github.com/NREL/AEflow	AEflow: Deep Learning for In-Situ Data Compression of Large Turbulent Flow Simulations	This repository contains the code associated with the paper Deep Learning for In-Situ Data Compression of Large Turbulent Flow Simulations.	Python	Dec. 18, 2020	12/18/20	Computational Science
49523	https://github.com/NREL/rlmolecule	rlmolecule: A Library for General-Purpose Material and Molecular Optimization Using AlphaZero-Style Reinforcement Learning	This library includes code for the optimization of materials and molecules using reinforcement learning. This project seeks to develop a generalized machine learning approach for optimizing targeted, and often complex, functional properties over the space of possible material structures, allowing faster identification of promising candidates.	Python	Dec. 17, 2020	12/17/20	Computational Science
49943	https://github.com/NREL/SISSORegressor_MATLAB	SISSO: Sure-Independence-Screening Sparsifying-Operator Regressor	Implementation of the SISSO regression algorithm in MATLAB. The SISSO regression algorithm iteratively selects model features from candidates, converging even when the number of possible features is much greater than the number of available data points.	MATLAB	Dec. 16, 2020	12/16/20	Transportation and Mobility
51963	https://github.com/NREL/EnergyIntensityIndicators	OSEII: Open-Source Energy Intensity Indicators	Energy Intensity Indicators provides a framework to quantify how energy efficiency may or may not be affecting energy use relative to other economic trends.	Python	Dec. 15, 2020	12/15/20	Energy Analysis
49010	https://github.com/NREL/Panel-Segmentation	Panel-Segmentation	The Panel-Segmentation package is a computer vision (CV) framework for automated metadata extraction for solar PV arrays using satellite imagery. With Panel-Segmentation, a user inputs latitude-longitude coordinates to generate a satellite image using the Google Maps API and runs the image through a deep learning framework to get a pixel-by-pixel representation of the solar panel(s) in an image.	Python	Nov. 30, 2020	11/30/20	Solar
49934	https://github.com/NREL/ABSiCE	ABSiCE: Agent-Based Simulations of the Circular Economy	This agent-based model accounts for social factors in circular economy strategies assessment for end-of-life PV modules. Four types of agents are represented, and five possible end-of-life pathways are modeled.	Python	Nov. 13, 2020	11/13/20	Advanced Manufacturing
48638	https://github.com/SEED-platform/seedling	SEEDling	SEEDling uses GIS tools to automate and simplify the merging of multiple data sources prior to importing into the SEED platform. Geographic information about buildings and tax lots is often obtained from various data sources, and the process of synthesizing this information for many buildings across a city can be burdensome.		Nov. 8, 2020	11/08/20	Buildings
61284	https://github.com/NREL/mobility_landscape	Interactive Mobility Data Landscape	This is the companion repository to NREL's Interactive Mobility Landscape App. The Interactive Mobility Data Landscape is a map through the previously uncharted, growing mobility data science field. It attempts to categorize the data sources, specifications, and tools in the field of mobility.		Oct. 26, 2020	10/26/20	Transportation and Mobility
61291	https://github.com/NREL/mobility_landscapeapp	Interactive Mobility Landscape App	This is the companion repository to NREL's Interactive Mobility Data Landscape. The app is an upstream NPM module that supports building interactive landscape websites such as the CNCF Cloud Native Landscape (source) and the LF Artificial Intelligence Landscape (source).	JavaScript	Oct. 26, 2020	10/26/20	Transportation and Mobility
62900	https://github.com/NREL/ComStock	ComStock	ComStock™ is an analytic methodology for modeling the energy usage of the commercial building stock within the United States. The commercial building stock is represented through a sampling of complex probabilistic distributions of various features of interest for modeling energy usage within commercial buildings.	Ruby	Oct. 18, 2020	10/18/20	Buildings
49728	https://github.com/NREL/BEEAM	BEEAM: Building Electrical Efficiency Analysis Model	BEEAM simulates the efficiency of building electrical distribution systems using harmonic power flow. BEEAM can model a variety of building distribution topologies, including three-phase AC, single-phase AC, unipolar DC, bipolar DC, and hybrid networks under balanced and unbalanced load conditions. BEEAM accurately models power electronic converter losses, provides granular estimates of losses throughout the distribution system, and properly models efficiency at part-load conditions.	Modelica	Oct. 15, 2020	10/15/20	Buildings
51311	https://github.com/NREL/athena-bus	Athena: Shuttle Bus Optimization and Event Driven Simulator	This tool optimizes shuttle routes to and from terminals, given some airport campus location such as a rental car center. The optimization determines a set of shuttle routes, the type of shuttle on each route, and the number of shuttles servicing each route. The optimization aims to make these choices in a way that the energy consumption per hour by the fleet is minimized.		Oct. 15, 2020	10/15/20	Transportation and Mobility
51344	https://github.com/NREL/athena-forecast	Athena: Digital Twin and Infrastructure Model	This software provides database access and analysis code for project Athena data. In addition, the software contains all the code related to modeling the Dallas-Fort Worth International Airport curbside using SUMO simulator.	Python	Oct. 13, 2020	10/13/20	Transportation and Mobility
49060	https://github.com/NREL/catcost-data-tools	CatCost Data Tools	CatCost™ enables catalyst researchers to develop comprehensive estimates of the cost to produce pre-commercial catalysts early in the catalyst development process. It includes both web browser and Excel-based tools, each with distinct strengths.	Python	Oct. 1, 2020	10/01/20	Bioenergy;Transportation and Mobility
44964	https://github.com/NREL/EMIS-CompetitiveEquilibrium.jl	EMIS-CE: Electricity Markets Investment Suite – Competitive Equilibrium	EMIS-CE is an optimization-based power system investment model. It attempts to approximate a market-driven investment equilibrium outcome under the assumption of idealized or perfect competition and uncertain future conditions.	Julia	Sept. 30, 2020	09/30/20	Grid Modernization;Energy Analysis
46171	https://github.com/NREL/EMIS-Data	EMIS-Data	In support of the Electricity Markets Investment Suite, this repository holds the data sets used in the following Julia packages: EMISApproximateEquilibrium.jl, EMISCompetitiveEquilibrium.jl, and EMISAgentSimulation.jl.	HTML	Sept. 30, 2020	09/30/20	Grid Modernization;Energy Analysis
46188	https://github.com/NREL/EMISAgentSimulation.jl	EMIS-AS: Electricity Markets Investment Suite – Agent Simulation Model	EMIS-AS is an agent-based model for simulating annual investment and retirement decisions of heterogeneous investors in the electricity sector. EMIS-AS is designed to capture the evolution of the electricity generation portfolio resulting from the interactions of heterogeneous investors under different policy and market designs.	Julia	Sept. 30, 2020	09/30/20	Grid Modernization;Energy Analysis
46150	https://github.com/NREL/EMISApproximateEquilibrium.jl	EMIS-AE: Electricity Markets Investment Suite – Approximate Equilibrium	EMIS-AE provides a solution to solve generation expansion equilibrium problems in electricity markets. EMIS-AE is designed to capture the evolution of the electricity generation portfolio resulting from the interactions of heterogeneous investors under different policy and market designs.	Python;Julia	Sept. 30, 2020	09/30/20	Grid Modernization;Energy Analysis
44561	https://github.com/nrel/evolve	EVOLVE	EVOLVE is a combination of a dashboard developed in React—which enables users to visualize net load evolution with emerging technologies such as PV, energy storage, and electric vehicles—and a Python backend that processes data.	Python	Sept. 16, 2020	09/16/20	Grid Modernization
45923	https://github.com/openEDI/open-data-access-tools	OEDI-ODAT: Open Energy Data Initiative – Open Data Access Tools	The Open Energy Data Initiative aims to improve and automate access of high-value energy data sets across the U.S. Department of Energy's programs, offices, and national laboratories. This platform was implemented to make data actionable and discoverable by researchers and industry to accelerate analysis and advance innovation. Partners at other national laboratories will use the platform for analysis, can be involved in determining requirements, and will be resources for new data sets.	Python	Sept. 14, 2020	09/14/20	Solar
44897	https://github.com/NREL/dw-tap-api	DW TAP: Distributed Wind Tools Assessing Performance Computational Framework	DW TAP supports the distributed wind (small-scale wind turbine) industry, particularly with respect to siting and resource assessment. The computational framework is the public access point and synthesis of these tools, providing open source implementations, an API for ease of access by third-party implementations, a reference implementation, and documentation.	Python;JavaScript	Sept. 11, 2020	09/11/20	Wind
41785	https://github.com/NREL/phygnn	PHYGNN: Physics Guided Neural Networks	PHYGNN augments a traditional neural network loss function with a generic term that can be used to guide the neural network to learn physical or theoretical constraints.	Python	Aug. 20, 2020	08/20/20	Solar
65288	https://github.com/NREL/Caltalyst-Layer-Crack-Detector-CLCD	CLCD: Catalyst Layer Crack Detector	CLCD ("clicked") takes in optical micrographs of catalyst coatings for PEM fuel cells or electrolyzers and calculates the area that consists of cracks. It does so using a custom algorithm that searches for dark features larger than the background graininess of the catalyst layer.	Python	Aug. 13, 2020	08/13/20	Hydrogen and Fuel Cells;Transportation and Mobility
38861	https://github.com/Exawind/amr-wind	AMR-Wind	AMR-Wind is a massively parallel, block-structured adaptive-mesh, incompressible flow solver for wind turbine and wind farm simulations. The solver is built on top of the AMReX library, which provides the mesh data structures, mesh adaptivity, and the linear solvers used to solve the governing equations. The primary applications are performing large-eddy simulations of atmospheric boundary layer flows, simulating wind farm turbine-wake interactions using actuator disk or actuator line models for turbines, and as a background solver when coupled with a near-body solver with overset methodology to perform blade-resolved simulations of multiple wind turbines within a wind farm.		Aug. 13, 2020	08/13/20	Wind
41113	https://github.com/NREL-SIIP/WaterModelsAnalytics.jl	WaterModelsAnalytics.jl	WaterModelsAnalytics.jl is an analytics package for visualizing water distribution networks in Julia.	Julia	Aug. 3, 2020	08/03/20	Water
40607	https://github.com/NREL/PVLCOE	Comparative Photovoltaic Levelized Cost of Energy Calculator	This calculator calculates levelized cost of energy for PV systems based on cost, performance, and reliability inputs for a baseline and a proposed technology. The user can choose inputs and watch the effect to determine whether a proposed technology is cost-effective, perform trade-off analysis among different technology options, and do break-even analysis of cost or performance.	JavaScript	July 29, 2020	07/29/20	Solar
41379	https://github.com/NREL/PLEXOSUtils.jl	PLEXOSUtils.jl	PLEXOSUtils.jl provides functionality for loading in PLEXOS result zip files on disk into in-memory Julia data structures. The data structures mirror the relationships defined in the original PLEXOS result XML and provide a convenient starting point for writing application-specific code.	Julia	July 27, 2020	07/27/20	Hydrogen and Fuel Cells;Transportation and Mobility
41387	https://github.com/NREL/hasty	Hasty	This web app creates semantic metadata models, namely, Haystack and Brick. Hasty assists in the auditing of building mechanical systems and controls. The software is designed to capture mechanical system topology and important information regarding real-world controls implementations.	HTML;CSS;Python;JavaScript	July 13, 2020	07/13/20	Buildings
42017	https://github.com/NREL/powerscenarios	powerscenarios	This software generates renewable energy scenarios for stochastic electrical grid operation problems.	Python;MATLAB	July 2, 2020	07/02/20	Grid Modernization
38889	https://github.com/NREL/MATBOX_Microstructure_analysis_toolbox	MATBOX: Microstructure Analysis Toolbox	MATBOX is a MATLAB application for performing microstructure-related tasks, including microstructure numerical generation, image filtering and microstructure segmentation, microstructure characterization, result three-dimensional visualization and result correlation, and microstructure meshing. MATBOX was originally developed to analyze electrode microstructures for lithium ion batteries; however, the algorithms provided by the toolbox are applicable to other heterogeneous materials.	MATLAB;Limbo	July 1, 2020	07/01/20	Transportation and Mobility
38882	https://github.com/NREL/ParaOptimizationNS3	Parameter Optimization Toolbox for ns-3	This simulation-based parameter optimization framework tunes parameters of communication networks using ns-3 to achieve optimal network performance. It consists of three components: an ns-3 packet reporting module, a sampler running simulations with all possible parameter sets for the input parameter variables, and a hybrid optimization algorithm for tuning configurable parameters of hybrid designs and application parameter variables.	Python;C++	June 30, 2020	06/30/20	Solar
45155	https://github.com/NREL/RODeO	RODeO: Revenue Operation and Device Optimization Model	The RODeO model explores optimal system design and operation, considering different levels of grid integration, equipment cost, operating limitations, financing, and credits and incentives. RODeO is a price-taker model formulated as a mixed-integer linear programming model in the GAMS modeling platform. The objective is to maximizes the net revenue for a collection of equipment at a given site.	Python;MATLAB;Batchfile;GAMS	June 23, 2020	06/23/20	Hydrogen and Fuel Cells;Transportation and Mobility
44795	https://github.com/NREL/m2p	m2p: Monomers to Polymers	This software is Python-based code that takes monomers, represented as SMILES, and "reacts" them together to form long polymer chains, represented as SMILES, based on known polymer chemistries. The software is used in a machine-learning pipeline where a database and machine-learning approaches are used to predict polymer properties base on molecular structure.	Python	June 19, 2020	06/19/20	Bioenergy;Transportation and Mobility
48995	https://github.com/nrel/slide	SLiDE: Scalable Linked Dynamic Equilibrium	SLiDE replicates the blueNOTE (National Open source Tools for general Equilibrium analysis) datastream from the Wisconsin National Data Consortium. From there, it produces a recursive dynamic computable general equilibrium model of the U.S. states and eventually the global/national economies.	Julia	June 3, 2020	06/03/20	Energy Analysis
38865	https://github.com/NREL/PVDegradationTools	PV Degradation Tools	This open-source tool quantifies the relative humidity inside solar PV modules and the Arrhenius degradation acceleration factor.	Python	May 29, 2020	05/29/20	Solar
45140	https://github.com/NREL/Spawn	Spawn	Spawn is a next-generation building simulation engine that builds on the strengths of NREL's EnergyPlus engine. It adds advanced HVAC and controls modeling capability by incorporating the Modelica equation-based modeling language. In effect, Spawn is a hybrid of EnergyPlus and Modelica, with some new software between the components to provide a seamless end-user experience.	C;C++	May 8, 2020	05/08/20	Buildings
49326	https://github.com/NREL/dgen	dGen: Distributed Generation Market Demand Model	The dGen™ model is a geospatially rich, bottom-up, market-penetration model that simulates the potential adoption of distributed energy resources for residential, commercial, and industrial entities in the continental United States through 2050. dGen analyzes the factors that will affect market demand for distributed solar, wind, storage, and other distributed energy resource technologies in the United States within a single modeling platform.	Jupyter Notebook;Python	April 20, 2020	04/20/20	Wind;Solar
44388	https://github.com/NREL/gradeit	GradeIT: Road Grade Inference Tool	GradeIT is a modular Python package the leverages the United States Geological Survey's Digital Elevation Model. GradeIT employs a two-dimensional interpolation to approximate elevation at a point on a road from the nearest nodes in the model. Then, GradeIT applies multiple filtering techniques to smooth the elevation profile to a realistic road topology. Finally, road grade is derived from the elevation profile and returned as the primary output.	Python	April 17, 2020	04/17/20	Transportation and Mobility
35090	https://github.com/urbanopt/modelica-builder	ModBuild: Modelica Builder	This software implements a parser of the Modelica language that allows easy-to-implement transformations of Modelica files.	Modelica	April 7, 2020	04/07/20	Buildings
35134	https://github.com/nrel/rex	rex: Resource Extraction Tool	rex includes tools developed for reV and reVX related to the efficient access of, extraction from, and computation on NREL's renewable resource data sets.	Python	April 6, 2020	04/06/20	Wind
34875	https://github.com/NREL/PV_ICE	PV_ICE: PV in the Circular Economy, Dynamic Energy, and Materials Tool	This open-source tool implements circular economy metrics for PV materials. It can be used to quantify and assign a value framework to efforts on redesign, reduction, replacement, reuse, recycling, and lifetime and reliability increases in the PV value chain.	Python	March 24, 2020	03/24/20	Solar;Energy Analysis
34849	https://github.com/NREL/MAFRIT	MAFRIT: Multi-Area Frequency Response Integration Tool	MAFRIT integrates primary frequency response (turbine governor control) with secondary frequency response (automatic generation control). It simulates power system dynamic response in full time spectrum with variable time steps from millisecond to minutes to hours and days. Capable of simulating normal and event conditions, this tool can represent real power system operations and thus evaluate the primary and secondary reserves adequacy.	MATLAB	March 17, 2020	03/17/20	Wind
44154	https://github.com/NREL/EMeRGE	EMeRGE: Emerging technologies Management and Risk evaluation on distribution Grids Evolution	EMeRGE is a collection of mini tools to help users develop openDSS feeder models from GIS files, perform risk analysis at various PV scenarios, and visualize results in an interactive dashboard.		March 9, 2020	03/09/20	Solar;Grid Modernization
34665	https://github.com/NREL/reVX	reVX: The Renewable Energy Potential Exchange Tool	reVX is a complementary tool set that enables the extraction, translation, and loading of reV results into formats required by downstream models such as RPM, ReEDS, and PLEXOS.	Python	March 2, 2020	03/02/20	Wind
34682	https://github.com/NREL/reV	reV: The Renewable Energy Potential Model – Open Source	The reV model is a platform for the detailed assessment of renewable energy resources and their geospatial intersection with grid infrastructure and land use characteristics. The reV model supports PV, concentrating solar power, and land-based wind turbine technologies. Modules function at different spatial and temporal resolutions, allowing for the assessment of resource potential, technical potential, and supply curves at varying levels of detail.	Python	March 2, 2020	03/02/20	Wind
62140	https://github.com/NREL/pySMARTS	pySMARTS: Python Wrapper for Simple Model of the Atmospheric Radiative Transfer of Sunshine	The pySMARTS module contains functions for calling SMARTS: Simple Model of the Atmospheric Radiative Transfer of Sunshine.	Python	Feb. 24, 2020	02/24/20	Solar
34269	https://github.com/NREL/GEOPHIRES-v2	GEOPHIRES v2.0: GEOthermal energy for Production of Heat and electricity ("IR") Economically Simulated	GEOPHIRES v2.0 is a geothermal techno-economic simulation tool that combines reservoir, wellbore, and surface plant technical models with cost correlations and levelized cost models to estimate the capital and operation and maintenance costs, instantaneous and lifetime energy production, and overall levelized cost of energy of a geothermal plant. In addition to electricity generation, direct-use heat applications and combined heat and power or cogeneration can be modeled.	Python	Feb. 17, 2020	02/17/20	Geothermal
33932	https://github.com/NREL/CryptoConfig	CryptoConfig	Python class for handling encrypted elements in a config file. This class overrides the 'get' method of ConfigParser by replacing it with Fernet symmetric encryption so you can safely store encrypted passwords in an ini file.	Python	Jan. 21, 2020	01/21/20	Energy Security and Resilience
39183	https://github.com/MHKiT-Software/MHKiT-Python	MHKiT-Python (Marine Hydrokinetic Toolkit)	MHKiT-Python is a Python package designed for marine renewable energy applications to assist in data processing and visualization. The software package includes functionality for data processing, data visualization, data quality control, resource assessment, device performance, and device loads.	Python	Jan. 15, 2020	01/15/20	Water
39206	https://github.com/MHKiT-Software/MHKiT-MATLAB	MHKit-MATLAB	MHKiT-MATLAB is a MATLAB package designed for marine renewable energy applications to assist in data processing and visualization. The software package includes functionality for q-Quality control analysis, wave resource and wave performance, river resource and device, tidal resource and device, data visualization, mechanical loads analysis, and power quality assessments.	MATLAB	Jan. 15, 2020	01/15/20	Water
33311	https://github.com/WISDEM/ORBIT	ORBIT: Offshore Renewables Balance of System and Installation Tool	ORBIT simulates balance-of-system and installation processes for offshore wind plants. It is used to study the effects of weather delays on offshore vessel logistics and for medium-fidelity trade-off studies for offshore technologies.	Python	Dec. 22, 2019	12/22/19	Wind;Water
38361	https://github.com/NREL/DG2	(DG)2: Distributed Generation for Distribution Grids	(DG)2 is an impact analysis tool for electrical utilities to perform spatio-temporal analysis with solar and battery energy storage systems. The purpose of the tool is to help distribution utilities identify impacts and costs associated with locating a megawatt-scale solar farm and energy storage system at a certain location over other choices. This tool also helps utilities assess reverse power flow at the transmission lines.		Dec. 20, 2019	12/20/19	Solar
51870	https://solarapp.nrel.gov	SolarAPP+: Solar Automated Permit Processing	This collaborative effort with code officials, authorities having jurisdiction, and the solar industry is an instant solar permitting platform for code-compliant residential systems. SolarAPP provides a flexible, web-based PV-permitting tool for residential systems; enables standardization of instant permitting processes; evaluates applications for safety and code compliance, and offers opportunities to incorporate energy storage and expand to other market segments.		Dec. 19, 2019	12/19/19	Solar
63805	https://github.com/NREL/Secondary_pore_network	Secondary Pore Network Design Optimization Analytical Diffusion Model for Lithium Ion Battery	This model quantifies the impact of secondary pore network on ionic diffusion with a composite electrode through a simple analytical approach, considering various pore channel geometries and comparing to standard electrodes with identical gravimetric and volumetric specific theoretical capacity.		Dec. 18, 2019	12/18/19	Transportation and Mobility
33140	https://github.com/NREL/Solar-Forecasting	PSPI: A Physics-Based Smart Persistent Model for Intra-Hour Solar Forecasting	PSPI improves the accuracy of the smart persistent model. It uses a cloud retrieval technique to estimate cloudy fraction and cloud albedo using surface-based observations of solar radiation. The solar radiation in future time steps is accurately given by actively computing individual cloud albedo related to the future solar position. PSPI significantly increases the accuracy of short-term forecasts of solar radiation, especially in thin cloud conditions.	Python	Dec. 18, 2019	12/18/19	Solar
53450	https://github.com/NREL/HOPP	HOPP: Hybrid Optimization and Performance Platform	This software assesses optimal designs for the deployment of utility-scale hybrid energy plants, particularly considering wind, solar, and storage.	Python	Nov. 14, 2019	11/14/19	Wind
34983	https://github.com/NREL/bokeh-streaming	bokeh streaming	Simple examples of streaming data to bokeh plots. The plots are intended to be generic and able to infer some of the plot data from the structure of the data sent. The receiver accepts zlib compressed pickled Python dictionaries.	Python	Nov. 2, 2019	11/02/19	Grid Modernization
28932	https://github.com/NREL/PathParser	PathParser	PathParser is computational tool for the thermodynamics and robustness analysis of native and designed metabolic pathways. Functionalities include max-min driving force optimization, protein cost estimation, and robustness analysis. Specifically, an ensemble of models is generated to simulate the system response to enzyme perturbation based on bifurcation theory and a continuation method.	Python	Oct. 21, 2019	10/21/19	Bioenergy
31311	https://github.com/NREL/fpeam	FPEAM: Feedstock Production to Air Emissions Model	FPEAM is a modeling framework that integrates agricultural and forestry production, supply data, and equipment budgets for those activities with methodologies for estimating air pollutant emissions.	Python	Oct. 2, 2019	10/02/19	Bioenergy
23851	https://github.com/NREL/CSG-public	CSG-public	The CSG model is a system dynamics model that simulates the transition from predominantly individual ownership of non-connected and automated vehicles to various future scenarios of high connectivity/automation.	STELLA	Sept. 30, 2019	09/30/19	Transportation and Mobility
29462	https://github.com/NREL/NaTGenPD	NaTGenPD: National Thermal Generator Performance Database	NaTGenPD is a code base for the processing (extraction, cleaning, filtering, and fitting) and analysis of Environmental Protection Agency continuous emission monitoring system data to produce a National Thermal Generator Performance Database.	Jupyter Notebook;Python	Sept. 17, 2019	09/17/19	Wind
62988	https://www.i-jedi.org/scenario/start	I-JEDI: International Jobs and Economic Development Impacts	The I-JEDI model is a free tool for analyzing the economic impacts of renewable energy development. The tool estimates the potential gross economic impacts of wind, solar, biomass, and geothermal energy projects for a specific country. I-JEDI estimates the employment, earnings, gross domestic product, and output from the construction and operation of renewable energy projects and across the domestic supply chain.		Sept. 3, 2019	09/03/19	Energy Analysis
29023	https://github.com/NREL/pysam	PySAM: Python Wrapper for System Advisor Model	PySAM is a Python wrapper for the System Advisor Model (SAM). SAM is a performance and financial model designed to facilitate decision-making for people in the renewable energy industry.	Python	Aug. 30, 2019	08/30/19	Solar
	https://github.com/NREL/PyDSS	PyDSS	PyDSS is a high-level Python interface for OpenDSS that provides object-oriented programming, dynamic visualization, custom controls, simulation parallelization, exporting results, improved error logging, and communication interface.		Aug. 16, 2019	08/16/19
31076	https://github.com/NREL/OpenStudio-BuildStock	ResStock	The ResStock™ analysis tool helps states, municipalities, utilities, and manufacturers identify which home improvements save the most energy and money. It's a versatile tool that takes a new approach to large-scale residential energy analysis by combining large public and private data sources, statistical sampling, detailed subhourly building simulations, and high-performance computing.		Aug. 8, 2019	08/08/19	Buildings
32580	https://github.com/NREL/DER-Dispatch	Real-Time Distributed Energy Resource Energy Dispatch Using Distributed Control	This software implements real-time energy dispatch for distributed energy resources, such as distributed PV, using a distributed control algorithm.	Python	Aug. 6, 2019	08/06/19	Grid Modernization
28741	https://github.com/NREL/PRAS	PRAS: Probabilistic Resource Adequacy Suite	PRAS provides a research-oriented collection of tools for analyzing the resource adequacy of a bulk power system. The simulation methods support everything from classical convolution-based analytical techniques to high-performance sequential Monte Carlo methods supporting multiregion composite reliability assessment, including simulation of energy-limited resources such as storage.	Julia	Aug. 5, 2019	08/05/19	Water
28343	https://github.com/NREL/SolarResourceTools	SOLARUN: Solar Resource Uncertainty	Critical to the design of solar energy projects with long-term profitability are accurate "bankable data," methodologies, and tools to understand the uncertainties in the data. SOLARUN assists stakeholders to quantify solar resource measurement uncertainty from radiometers, which supports the decision-making process, speeds up the acceptance and deployment of projects, and reduces risk to the financiers and developers.		July 22, 2019	07/22/19	Solar
27787	https://github.com/NREL/ProgressiveHedging.jl	ProgressiveHedging.jl	This solves multistage optimization problems (e.g., stochastic programs or capacity expansion models). The user uses the StructJuMP extension of JuMP to create the model and build up the scenario tree.	Julia	July 15, 2019	07/15/19	Computational Science
27645	https://github.com/NREL/AirflowNetwork	AirflowNetwork	This software simulates air movement and the resulting transport of contaminants and other materials within a building. The performance of air distribution systems, including supply and return leaks, and multizone airflows driven by outdoor wind and forced air during HVAC system operation are simulated using a nodal network representation of the building.	C++	June 19, 2019	06/19/19	Buildings
29285	https://github.com/NREL/MinCostFlows.jl	MinCostFlows.jl	MinCostFlows.jl is a utility package for efficiently solving min-cost network flow problems through an implementation of the relaxation dual ascent method. The use of a dual ascent method allows for warm-starting the solver with a solution from a previously solved problem that need not be feasible for the new problem, providing computational performance benefits when repeatedly solving similar network flow problems. This approach is particularly useful for Monte Carlo power system resource adequacy models.	Julia	May 21, 2019	05/21/19	Water
25202	https://github.com/NREL/dao-tk	DAO-Tk: Design, Analysis, and Operations Toolkit	DAO-Tk allows users to explore design optimization, operations decision, and performance characterization of concentrating solar power tower plants. Users interface with the tool through a scripting language, and results are reported in time series tables, plots, runtime logs, and design outputs. Users choose from a list of variables such as tower height, solar multiple, design-point irradiance, and thermal storage size and specify information about the system using a list of parameters. The software can then optimize the specified variables to reduce the cost of energy produced by the system while meeting certain production requirements, accounting for uncertain weather and electricity price forecasts and correcting for equipment failures or repair time.		April 26, 2019	04/26/19	Solar
25308	https://github.com/NREL/skyline	skyline	skyline is a header-only C++ library for the direct solution of linear algebraic equations that are stored in skyline format. It is intended for medium-sized sparse problems with moderate bandwidth. This solution approach has historically been used for pressure network solvers and in some finite element codes. It was developed to replace legacy solver code included in the EnergyPlus building energy modeling software package but is not limited to use by EnergyPlus.	C++	April 24, 2019	04/24/19	Buildings
25321	https://github.com/NREL/CombIgor	COMBIgor: A Data Assistant for Combinatorial Scientists in Igor Pro	COMBIgor is a software package that assists combinatorial material scientists with large volumes of experimental data. This package, written in Igor Pro, offers a systematic approach to loading, processing, and visualizing combinatorial data sets. COMBIgor is designed to be expanded on a laboratory, group, or individual basis to adopt additional loading, processing, and visualization capabilities.		April 16, 2019	04/16/19	Materials Science
29320	https://github.com/NREL/REopt-API-Analysis	REopt Lite	The REopt Lite® Web Tool evaluates the economic viability of grid-connected solar PV, wind, and battery storage at a commercial site. It allows building owners to identify the system sizes and dispatch strategy that minimize the site's life cycle cost of energy. REopt Lite also estimates the time a PV or wind and battery system can sustain the site's critical load during a grid outage and allows the user to optimize for energy resilience.		April 3, 2019	04/03/19	Energy Analysis
24275	https://github.com/NREL/FESTIV_MODEL	FESTIV: Flexible Energy Scheduling Tool for Integrating Variable generation	FESTIV simulates the steady-state power system operations and scheduling performed by an independent system operator, regional transmission organization, or vertically integrated regulated utility. The tool integrates security-constrained unit commitment, security-constrained economic dispatch, and automatic generation control into one model.		April 1, 2019	04/01/19	Grid Modernization
23701	https://github.com/ladybug-tools-in2/standards-measure	Ladybug Tools IN2 Measures	Ladybug Tools IN2 Measures is a collection of OpenStudio® measures, file formats, scripts, and related tools for integrating Ladybug Tools with energy modeling via OpenStudio.		March 6, 2019	03/06/19	Buildings
23683	https://github.com/NREL/OpenStudio-ERI	OpenStudio Energy Rating Index Workflow	This tool calculates an energy rating index via an OpenStudio/EnergyPlus-based workflow. Building information is provided through an HPXML file. Third-party, private sector software tools can connect to this open-source software workflow from their user interface to provide residential energy ratings.		Feb. 27, 2019	02/27/19	Buildings
25517	https://www.nrel.gov/extranet/biorefinery/aspen-models	Ex Situ and In Situ Catalytic Fast Pyrolysis Models (ASPEN PLUS MODELS)	These models relate to an Aspen Plus process model for in situ and ex situ upgrading of fast pyrolysis vapors for the conversion of biomass to hydrocarbon fuels. They are based on conceptual designs that allow projections of future commercial implementations of the technologies based on a combination of research and existing commercial technologies.		Feb. 27, 2019	02/27/19	Bioenergy
60889	https://github.com/NREL/bewley	Bewley Lattice Diagram	This is a basic package for creating Bewley Lattice Diagrams in Python.	Python	Feb. 6, 2019	02/06/19	Solar
23355	https://github.com/dss-extensions/OpenDSSDirect.jl	OpenDSSDirect.jl	This cross-platform Julia package implements a "direct" library interface to OpenDSS using dss_capi. OpenDSS is an open-source distribution system simulator.	Julia	Feb. 4, 2019	02/04/19	Grid Modernization
22185	https://github.com/NREL/nfp	nfp: Neural Fingerprint	Keras layers for end-to-end learning on molecular structure. Based on Keras, Tensorflow, and RDKit. Source code used in the study Message-Passing Neural Networks for High-Throughput Polymer Screening.		Jan. 14, 2019	01/14/19	Bioenergy
25357	https://github.com/NREL/PyDSS	PyDSS	This high-level Python interface for OpenDSS provides object-oriented programming, dynamic visualization, custom controls, simulation parallelization, exporting results, improved error logging, and a communication interface.	Python	Dec. 5, 2018	12/05/18	Grid Modernization
20891	https://github.com/NREL/pfibs	pFibs: Parallel Fenics Implementation of Block Solvers	This Python package acts as an interface between FEniCS and PETSc to facilitate the construction and application of parallel block solvers/preconditioners. The original intent of the software was to enable battery and wind farm simulations for use on high-performance computing systems. The code is written in Python and uses the petsc4py module to access the more advance features of the PETSc Krylov Solver.	Python	Nov. 28, 2018	11/28/18	Transportation and Mobility
21229	https://github.com/NREL/alfalfa	Alfalfa	Alfalfa is a web-based software service that implements a virtual building control system using the EnergyPlus simulation as a backend. Conventional building energy simulation is noninteractive, meaning that a simulation is started and run to completion without any user input during the simulation. Alfalfa allows a client to start a building simulation and then interactively read sensor locations and dynamically command actuators in real time.	Python;JavaScript	Nov. 14, 2018	11/14/18	Buildings
28802	https://github.com/NREL/EnergyPlusRegressionTool	EPRT: EnergyPlus Regression Tool	A Python library and GUI for comparing EnergyPlus builds, EPRT is almost exclusively a developer tool for members of the EnergyPlus development team to ensure that code changes do not impact the test suite.	Python	Nov. 5, 2018	11/05/18	Buildings
23314	https://github.com/NREL/HDTADA	HDTADA: Hydrogen Dispenser Test Apparatus	HDTA validates hydrogen fueling station performance. This software takes the data generated from HDTA and compares it to fueling standards CSA HGV4.3 and SAE J2601. The software generates plots and metrics for pressure, temperature, and IR communications from the HDTA.	MATLAB	Oct. 18, 2018	10/18/18	Buildings
23011	https://github.com/windview/client	WindView	WindView is a situational awareness and decision support platform that provides grid operators with knowledge of the state and performance of wind power on their system. WindView does not provide any data; it is a visualization platform that requires users to provide their own data.	HTML;CSS;JavaScript	Oct. 2, 2018	10/02/18	Wind
27616	https://github.com/Smart-DS/R2PD	R2PD: Renewable Resource and Power Data Tool	R2PD is a power system modeler-friendly tool for downloading wind and solar power and forecast data.	Python	Sept. 25, 2018	09/25/18	Solar;Wind;Grid Modernization
20899	https://github.com/NREL/View3D-3.2	View3D	This is a C program for the computation of geometric view factors. This version of View3D is included as part of the EnergyPlus installer package. The program uses a number of integration techniques to compute view factors between planar triangles or quadrilaterals in three dimensions.	C	Sept. 7, 2018	09/07/18	Buildings
32013	https://github.com/NREL/Industry-Energy-Tool	IET: Industry Energy Tool	IET is a calculator tool for projecting energy and emissions impacts of industrial sector energy efficiency, material efficiency, and fuel switching. Projections are available at the county and census region levels. The IET is based on a detailed county-level energy data set for agriculture, mining, construction, and manufacturing industries.		Sept. 6, 2018	09/06/18	Energy Analysis;Advanced Manufacturing
25600	https://github.com/NREL/daft	daft	daft is a Haskell library that implements the key constructs of relational algebra via static structural typing. Its DataCube typeclass supports selection, projection, aggregation, disaggregation, natural joins, semijoins, and antijoins.	Haskell	Sept. 1, 2018	09/01/18
20908	https://github.com/GMLC-TDC/HELICS-HLA	HELICS–HLA: Hierarchical Engine for Large-scale Infrastructure Co-Simulation–High Level Architecture	HELICS–HLA is a cosimulation standard, various implementations of which have been widely used for cosimulations for several years, particularly in the defense community. The HELICS-HLA interface makes software connected with HLA implementations work with software connected with HELICS.		Aug. 31, 2018	08/31/18	Grid Modernization
20914	https://github.com/NREL/pydbus	PyDBus	This software is an interface in Python for interacting with EPRI DBus software.	Python	Aug. 31, 2018	08/31/18	Grid Modernization
55137	https://github.com/NREL/AESD	Records API for Advanced Energy System Design	The Records API (Application Program Interface) for Advanced Energy System Design (AESD) enables software that serves multidimensional record-oriented data to interoperate with software than uses such data. This minimalist API avoids imposing burdensome metadata, structural, or implementation requirements on developers by relying on open-source technologies that are readily available for common programming languages. In particular, the API has been designed to place the least possible burden on services that provide data.		Aug. 30, 2018	08/30/18	Energy Analysis
19413	https://github.com/NREL/L-TERRA	L-TERRA	This software is an error-reduction algorithm for lidar-measured turbulence. The algorithm is trained using colocated lidar and meteorological tower data. Lidar-measured parameters—such as wind speed, shear, and turbulence intensity—are used to predict the difference between the lidar- and tower-measured turbulence intensity.	Python	Aug. 22, 2018	08/22/18	Wind
20264	https://github.com/NREL/pv_tomcat	PV TOMCAT	PV TOMCAT predicts the outdoor operating temperature and output power of a PV module based on measured physical properties and outdoor conditions. It includes a ray tracing model of a PV module, which runs in the commercial SunSolve ray tracer. Output from this model is combined with meteorological time series data to produce a combined input file for a finite-element model of heat conduction and radiation. Finally, this finite-element model is run in the commercial COMSOL Multiphysics software, producing time series outputs of temperature and power.	Python	Aug. 22, 2018	08/22/18	Solar
58745	https://github.com/OpenFAST/KiteFAST	KiteFAST	KiteFAST is a simulator for airborne wind energy systems based on NREL's OpenFAST whole turbine simulator. KiteFAST is a multi-physics engineering tool for modeling the coupled aero-servo-elastic dynamics of airborne wind energy systems, i.e., a wind-energy kite.	Roff;Jupyter Notebook;Python;Fortran;C++;C	Aug. 16, 2018	08/16/18	Wind
20680	https://github.com/AMReX-Combustion/PelePhysics	PelePhysics v2.0	This software provides fluid properties—including thermodynamic relationships, transport properties, and reaction kinetics—for computational fluid dynamics packages.		Aug. 15, 2018	08/15/18	Computational Science
20924	https://github.com/NREL/ditto	DiTTo: Distribution Transformation Tool	DiTTo provides a framework for converting and modifying different types of distribution model formats. These include commercial formats such as CYME, Synergi, DEW, ePHASORSIM as well as open-source formats such as OpenDSS and GridLAB-D. DiTTo consists of an API that represents electrical equipment, configurations, settings, and time series data.	Python	Aug. 14, 2018	08/14/18	Grid Modernization
32000	https://github.com/NREL/TEAM-TDM	TEAM-TDM: A Tool for Evaluating an Array of Machine Learning Travel Demand Models	This software automates the training and evaluation of many machine learning models on a given problem. It is primarily built on components from the scikit learn API.		Aug. 6, 2018	08/06/18	Transportation and Mobility
23824	https://www.nrel.gov/csp/soltrace.html	SolTrace	This repository contains the source code, tools, and instructions to build a desktop version of the National Renewable Energy Laboratory's SolTrace. SolTrace is a software tool to model concentrating solar power systems and analyze their optical performance. Although ideally suited for solar applications, the code can also be used to model and characterize many general optical systems.		July 27, 2018	07/27/18	Solar
27905	https://github.com/NREL/WaterSystems.jl	WaterSystems.jl	WaterSystems.jl is a Julia package for defining water delivery infrastructure system data and problem definitions. The package enables parsing from the EPANET *.inp file format and the expression of data for WaterSimulations.jl models.	Julia	July 20, 2018	07/20/18	Water
20994	https://github.com/NREL/PowerSystems.jl	PowerSystems.jl and PowerSimulations.jl	These data structures in Julia enable power systems analysis and power system modeling and simulation. The package provides a flexible modeling framework that can accommodate problems of different complexity and at different time-scales, streamline the construction of large-scale optimization problems to avoid repetition of work when adding/modifying model details, and exploits Julia's capabilities to improve computational performance of large-scale power system simulations.	Julia	July 9, 2018	07/09/18	Grid Modernization
59360	https://github.com/NREL/OSIF	OSIF: Open Source Impedance Fitter	OSIF allows users to easily fit electrochemical impedance spectra of proton exchange membrane fuel cells to a commonly accepted equivalent circuit model. The fitted parameters provide insight into the physical properties of the cell, which allow the user to support experimental hypotheses.	Python	July 2, 2018	07/02/18	Advanced Manufacturing
12483	https://github.com/NREL/dynamo	dynamo	This software is a toolbox for Dynamic Programming and Adaptive Dynamic Programming that enables stochastic, multiperiod decision optimization for arbitrary "black box" models. Its modular framework serves as a wrapper for other simulation tools. This enables forward-looking optimization under uncertainty to aid decision-making when facing an increasingly uncertain future.		June 25, 2018	06/25/18	Grid Modernization
19424	https://github.com/BuildingSync/schema	BuildingSync	BuildingSync® is a standardized language for commercial building energy audit data that software developers can use to exchange data between audit tools. Taking the form of an XML schema, BuildingSync can be required by building owners and audit program managers to allow data analysis and aggregation across multiple buildings to evaluate program performance and analyze trends.		May 31, 2018	05/31/18	Buildings
11489	https://github.com/Smart-DS/layerstack	layerstack	Lightweight Python package for assembling, sharing, and running workflows, especially those associated with modifying, running, and analyzing simulation models.		May 22, 2018	05/22/18	Grid Modernization
11462	https://github.com/PowerSystemsHIL/EPHCC/tree/NREL_merge	GHOST: Grid Hardware Open Source Testbed	The software was developed for microgrid controller procurement, where multiple microgrid controller vendors were competing to prove the best performance. Each microgrid controller was connected to a real-time simulator (Opal-RT), where the real-time model of microgrid was simulated. Microgrid controllers were able to control most of the assets in the model. To fairly compare performance, each controller was evaluated using the same model, with the same initial conditions, and exactly the same test sequence.		May 1, 2018	05/01/18	Grid Modernization
11473	https://github.com/NREL/SolarPILOT	SolarPILOT	SolarPILOT™ advances the analytical flux image Hermite series approximation used in DELSOL3 by applying it to individual heliostat images rather than "zones," allowing characterization of a variety of heliostat field layouts. SolarPILOT also integrates the SolTrace Monte-Carlo ray tracing engine, providing improved receiver optical modeling capability, a user-friendly front end for geometry definition, and side-by-side validation of the analytical algorithms.		April 8, 2018	04/08/18	Solar
59617	https://github.com/NREL/rts-vis-app	RTS Data Vis App: Real-Time Streaming Data Visualization Tooling	The RTS Data Vis App contains Conditioner, a tool to resample high-rate data from the relay for low-rate visualization, and Chart, a tool to plot the data from the relay, including a specialized copy of the Conditioner. The Conditioner is a command-line tool for reading ADMS data from ZMQ, resampling, and exporting over a websocket. The Chart is an example of a charting tool for ADMS applications, using a ZMQ message bus.	C++	March 12, 2018	03/12/18	Grid Modernization
10651	https://github.com/NREL/bricr/releases/tag/v0.2.0	BRICR	BRICR is software for translating NREL's BuildingSync® XML (BSXML) to OpenStudio® Workflow (OSW) files for simulation. Each BSXML contains information about a building as well as multiple possible energy-efficiency upgrades. An OSW file is created and run for each possible efficiency upgrade. The results of all simulations are stored in BSXML format.		March 12, 2018	03/12/18	Buildings
20941	https://github.com/NREL/BESTEST-GSR	BESTEST-GSR: Building Energy Simulation Test – Generation Simulation and Reporting	BESTEST is a method to validate the qualitative performance of whole-building simulations engines relative to one another. For EnergyPlus® and OpenStudio®, the generation of test cases, simulation, and reporting was a manual or partially automated process that took months after a new version of EnergyPlus came out. BESTEST-GSR automates this process so it is less error-prone and time-consuming and can quickly run on request for any development branch of EnergyPlus and OpenStudio.		Feb. 28, 2018	02/28/18	Buildings
20967	https://github.com/NREL/psychrometricsExt	SkySpark psychrometricsExt	psychrometricsExt is a SkySpark extension that provides a set of psychrometric functions using equations from the ASHRAE Fundamentals handbook.		Feb. 26, 2018	02/26/18	Grid Modernization
19927	https://github.com/NREL/OpenOA	Open OA: Wind Plant Performance Project Benchmarking	This collection of software supports the Wind Plant Performance Project, including (but not limited to) operational analysis, historical validation, and benchmarking code.	Python	Feb. 17, 2018	02/17/18	Water;Wind
10510	https://github.com/NREL/bifacialvf	bifacialvf: Bifacial PV View Factor Performance Simulation	bifacialvf is a self-contained view factor (or configuration factor) model that replicates a 5-row PV system of infinite extent perpendicular to the module rows. Single-axis tracking is supported, and hourly output files based on typical meteorological year inputs are saved. Spatial nonuniformity is reported, with multiple rear-facing irradiances collected on the back of each module row.		Feb. 16, 2018	02/16/18	Solar
19952	https://github.com/NREL/glm	glm	This is a Fast GridLAB-D file format parser.		Feb. 12, 2018	02/12/18	Grid Modernization
10529	https://github.com/nrel/hsds-examples	WIND Toolkit Highly Scalable Data Service API Examples	The WIND Toolkit Highly Scalable Data Service API examples provide example Python software notebooks and a javascript visualization that demonstrate use of the HSDS API using data for NREL's WIND Toolkit.		Dec. 26, 2017	12/26/17	Wind
10521	https://github.com/NREL/htem-api-examples	HTEM-DB API Examples	HTEM DB is a public database and web application that contains measurements of thin-film materials collected using high-throughput (combinatorial) synthesis and measurement processes. This software provides examples of using the HTEM-DB API to access, plot, and analyze the data contained therein.		Dec. 26, 2017	12/26/17	Materials Science;Solar
6869	https://github.com/NREL/bifacial_radiance	bifacial_radiance	bifacial_radiance contains a series of Python wrapper functions to make working with RADIANCE easier, particularly for PV researchers interested in bifacial PV performance. Users can configure site details such as latitude/longitude and ground albedo. A bifacial PV system is created with a number of PV modules in rows. The user can specify ground clearance height, row spacing, tilt and azimuth angle, etc. The scene is created, and annual or hourly irradiance profiles are applied to identify the rear irradiance fraction for a given condition.	Python	Dec. 17, 2017	12/17/17	Solar
10783	https://github.com/Smart-DS/sssmatch	sssmatch: Standard ScenarioS Match	sssmatch accepts limited information about an existing transmission system model and computes a new generation mix based on matching a particular NREL Standard Scenario generation mix and minimizing the distance between the system's original mix and the final one. The distance metric is computed on a nodal basis.		Oct. 30, 2017	10/30/17	Grid Modernization
5835	https://github.com/NREL/EnergyPlus	EnergyPlus	Originally developed in 1999, EnergyPlus® is a whole-building energy simulation program that engineers, architects, and researchers use to model both energy consumption—for heating, cooling, ventilation, lighting, and plug and process loads—and water use in buildings. EnergyPlus is a console-based program that reads input and writes output to text files. It ships with a number of utilities, including IDF-Editor for creating input files using a simple spreadsheet-like interface, EP-Launch for managing input and output files and performing batch simulations, and EP-Compare for graphically comparing the results of two or more simulations. Major updates to EnergyPlus are released twice annually.		Oct. 1, 2017	10/01/17	Buildings
5612	https://github.com/NREL/PIDG	PIDG: PLEXOS Input Data Generator	PIDG enables PLEXOS users to better version their data, automate data processing, collaborate in developing inputs, and transfer data between production cost modeling and other power systems analysis software. PIDG can process data in a generalized format from multiple input sources, including CSV files, PostgreSQL databases, and PSS/E .raw files and write it to an Excel file that can be imported into PLEXOS with limited manual intervention.		Aug. 19, 2017	08/19/17	Grid Modernization
5600	https://github.com/NREL/SOEP-QSS	Quantized State Systems Solver With Functional Mock-Up Units Support	This is a quantized state systems solver for integration into Modelon's Optimica Compiler Toolkit as part of the "Spawn of EnergyPlus" project.		Aug. 14, 2017	08/14/17	Buildings
5596	https://github.com/NREL/lk	LK Scripting Language	The LK scripting language is a simple and fast computer programming language designed for easy integration with existing software to enable automation of tasks. The LK language is used by NREL's System Advisor Model (SAM), the SAM Software Development Kit (SDK), and SolTrace products. LK is easily extensible and adaptable to new software because of its small footprint and is designed to be statically linked into other software.	C++	Aug. 10, 2017	08/10/17	Energy Analysis
5583	https://github.com/dss-extensions/OpenDSSDirect.py	OpenDSSDirect.py	This is a Python direct-mode interface to OpenDSS, a distribution system simulator for electric power systems.	Python	Aug. 9, 2017	08/09/17	Grid Modernization
5591	https://github.com/SEED-platform/seed	SEED: Standard Energy Efficiency Data Platform	The Standard Energy Efficiency Data Platform® provides public agencies and other organizations with a standardized but flexible, cost-effective, secure, enterprise data platform to manage portfolio-scale building performance data from a variety of sources. The SEED Platform streamlines the administrative effort required by public agencies implementing building performance and transparency programs.		Aug. 9, 2017	08/09/17	Buildings
5565	https://github.com/NREL/rdtools	RdTools	RdTools is an open-source library to support reproducible technical analysis of time series data from photovoltaic energy systems. The library aims to provide best practice analysis routines along with the building blocks for users to tailor their own analyses.	Python	Aug. 7, 2017	08/07/17	Solar
5574	https://github.com/jrood-nrel/PeleStuff	PelePhysics	PelePhysics is a suite of physics packages that provides functionality of use to reacting hydrodynamics CFD codes. The initial release includes an interface to reaction rate mechanism evaluation, transport coefficient evaluation, and a generalized equation of state facility. Both generic evaluators and interfaces to code from externally available tools (Fuego for chemical rates, EGLib for transport coefficients) are provided.		Aug. 5, 2017	08/05/17	Computational Science
5569	https://github.com/jrood-nrel/PeleStuff	PeleC	PeleC is an adaptive-mesh compressible hydrodynamics code for reacting flows. It solves the compressible Navier-Stokes with multispecies transport in a block-structured framework. The resulting algorithm is well suited for flows with localized resolution requirements and robust to discontinuities. User-controllable refinement criteria have the potential to result in extremely small numerical dissipation and dispersion, making this code appropriate for both research and applied usage.		Aug. 5, 2017	08/05/17	Computational Science
5518	https://github.com/mdavezac/LaDa	LaDa	LaDa is a high-throughput software platform to create, launch, and analyze physics-related calculations. The frontend is a Python API that allows the user to create any conceivable first-principles physics calculation. Is It coupled to an ipython interface to launch and retrieve large number of calculations. It was successfully used in high-throughput calculations of point defect formation enthalpies, compound formation enthalpies, and a genetic algorithm search of direct-gap silicon/germanium structures.	Python;C++	July 18, 2017	07/18/17	Materials Science
5522	https://github.com/NREL/MAGMA	MAGMA: Multi-Area Grid Metrics Analyzer	The MAGMA software package is created in the R scripting language that reads a SQL database and outputs tables and figures of important data. The SQL database is created by another R package called "rplexos"ùand uses the .zip solution file output by PLEXOS, which is commercially available production cost modeling software.		July 17, 2017	07/17/17	Wind
5508	https://github.com/NREL/haystack_ruby	Haystack-Ruby	The open source Project Haystack initiative defines meta data and communication standards related to data from buildings and intelligent devices. The Project Haystack REST API defines standard formats and operations for exchanging Haystack tagged data over HTTP. The HaystackRuby gem wraps calls to this REST API to enable Ruby application to easily integrate data hosted on a Project Haystack compliant server. The HaystackRuby gem was developed to support applications related to campus energy.		July 16, 2017	07/16/17	Buildings
5464	https://www.nrel.gov/buildings/urbanopt.html	URBANopt: Urban Renewable Building And Neighborhood Optimization	URBANopt is a user interface for creating and running district- and city-scale building energy simulations. The framework is built around the OpenStudio Urban Measures, which are part of the OpenStudio project. Building footprints, building height, building type, and other data can be imported from public records or other sources. Footprints and locations for new buildings and district systems can also be specified.		June 20, 2017	06/20/17	Buildings
5441	https://github.com/NREL/WindSE	WindSE: Wind Systems Engineering	WindSE models atmospheric fluid flow within a wind plant and performs optimization of the turbine positions or operating settings. WindSE is a Python package that uses a FEniCS backend to perform wind farm simulations and optimization.	Python	June 1, 2017	06/01/17	Wind
25846	https://github.com/Computational-Energy/plexos-coad	plexos-coad: Plexos Class-Object-Attribute Data Manipulation Tool	This class object attribute data software is written as a programmatic interface to the PLEXOS dataset that enables the decomposition of the data set in time and execution in parallel without loss of integrity. It also enables the recomposition of solution data sets that are the output of distributed parallel execution of the core simulator.		May 2, 2017	05/02/17	Grid Modernization
54266	https://github.com/AMReX-Codes/amrex	AMReX	AMReX is a software framework for the development and implementation of massively parallel algorithms using block-structured adaptive mesh refinement (AMR). Block-structured AMR provides the basis for the temporal and spatial discretization strategy for a variety of applications. AMReX provides a unified infrastructure with the functionality needed for applications to be able to effectively and efficiently use machines from laptops to exascale accelerator-based architectures. AMR reduces the computational cost and memory footprint compared to a uniform mesh while preserving accurate descriptions of different physical processes in complex multiphysics algorithms.	C++	April 28, 2017	04/28/17	Computational Science
5216	https://github.com/GMLC-TDC/HELICS-src	HELICS: Hierarchical Engine for Large-scale Infrastructure Co-Simulation	HELICS is designed to support very large-scale (100,000+ federates) cosimulations with off-the-shelf power system, communication, market, and end-use tools. Key features include cross-platform operating system support, the integration of event-driven (e.g., packetized communication) and time series (e.g., power flow) simulations, and the ability to coiterate among federates to ensure physical model convergence at each time step.		April 23, 2017	04/23/17	Grid Modernization
65263	https://github.com/NREL/bsm-public	BSM: Biomass Scenario Model	BSM is a system dynamics model built on the STELLA software platform. The model represents the dynamic interactions of the major sectors of the biofuels industry: feedstock production, feedstock logistics, biomass to biofuels conversion, and biofuels end use, including fuels inventory, dispensing, distribution, fuel use, and the vehicle fleet. BSM represents contextual aspects of the developing biofuels industry, including investment in new biomass-to-biofuel conversion technologies, competition from petroleum fuels, vehicle demand for biofuels, and various government policies, using all of these to simulate the development of the industry. The purpose of the BSM is to generate and explore plausible scenarios for the evolution of a biofuels industry in the United States.	STELLA	March 22, 2017	03/22/17	Bioenergy;Transportation and Mobility
7518	https://github.com/NREL/DSS2ePHASOR	DSS2ePHASOR: "OpenDSS" Files to "ePHASORSIM" Interface Files Converter	This converter extracts the required feeder data information from Opendss format files, also known as .dss files, to construct the feeder data spreadsheets to be interfaced with the ePHASORSIM simulator.		Feb. 17, 2017	02/17/17	Grid Modernization
57334		LibIsopach	LibIsopach is a toolkit for high-performance, distributed, immersive visualization, leveraging modern OpenGL. It features a multiprocess scenegraph, explicit instance rendering, mesh generation, and three-dimensional user interaction event processing.	C++	Dec. 6, 2016	12/06/16
22151	https://github.com/NREL/ssc/blob/develop/shared/lib_pv_shade_loss_mpp.cpp;	PV Shading Database	This software is a simplified method for modeling the impact of arbitrary partial shading conditions on PV array performance. It implements a simple method for modeling shade loss: a database of shade impact results (loss percentages), generated using a validated, detailed simulation tool and encompassing a variety of shading scenarios. The database is intended to predict shading losses in crystalline silicon PV arrays and is accessed using basic inputs generally available in any PV simulation tool. Performance predictions using the database are within 1%–2% of measured data for several partially shaded PV systems and within 1% of those predicted by the full, detailed simulation tool on an annual basis.	C++	Sept. 7, 2016	09/07/16	Solar
4569	https://github.com/NREL/hpxml2reso	HPXML2RESO: Home Performance XML to Real Estate Standards Organization Data Dictionary Translator	This translator takes fields from HPXML and translates them into RESO's Data Dictionary, which is used in Multiple Listing Service systems for real estate transactions across the country. The purpose is to get energy efficiency data into the real estate transaction.		Aug. 23, 2016	08/23/16	Buildings
4577	https://github.com/NREL/developer.nrel.gov	Developer Network	NREL's Developer Network, developer.nrel.gov, provides data that users can access to provide data to their own analyses as well as mobile and web applications. Developers can retrieve the data through a web services application programming interface (API). The Developer Network handles overhead of serving up web services such as key management, authentication, analytics, reporting, documentation standards, and throttling in a common architecture while allowing web services and APIs to be maintained and managed independently.		Aug. 22, 2016	08/22/16
6370		Geospatial Toolkit	The Geospatial Toolkit is a map-based software application that integrates resource data and other geographic information systems data for integrated resource assessment. The nonresource, country-specific data for each toolkit comes from agencies within each country as well as global data sets.		Aug. 15, 2016	08/15/16	Energy Analysis
4561	https://github.com/NREL/OpenStudio	OPENSTUDIO	OPENSTUDIO® is a cross-platform (Windows, Mac, and Linux) collection of software tools to support whole-building energy modeling using EnergyPlus and advanced daylight analysis using Radiance. It is an open-source project to facilitate community development, extension, and private sector adoption. OpenStudio includes graphical interfaces along with a software development kit. In addition to the graphical interface, OpenStudio allows building researchers and software developers to quickly get started through its multiple entry levels, including access through C++, Ruby, and C#. Users can leverage the Ruby interface to create OpenStudio Measures that can be easily shared and applied to OpenStudio Models.		Aug. 15, 2016	08/15/16	Buildings
4313	https://github.com/nrel/SOWFA	SOWFA: Simulator for Wind Farm Applications	This is a modular tool for simulating wind plant aerodynamics with computational fluid dynamics and turbine structural and control response to the incoming flow.		June 27, 2016	06/27/16	Wind
4825	https://gitlab.osti.gov/osti-public/multivariate-gaussian-process-model-for-correlated-time-series-in-r	Multivariate Gaussian Process Model for Correlated Time Series in R	RmultiProcess software is designed to work with multiple correlated sensors. The characteristic that allows data to be filled in or the support to be changed is correlation, the interdependence between observations.		June 27, 2016	06/27/16
4377	https://github.com/NREL/bioluc	BioLUC: Bioenergy and Land Use Change	This system dynamics global land use change (LUC) model examines LUC attributed to biofuel production. The model represents major global stocks and flows and produces results under different food and biofuel demand assumptions, with flexible regional divisions. This model is not intended to generate precise numerical estimates but to provide insights into the drivers and dynamic interactions of LUC, population, dietary choices, and biofuel policy.		June 27, 2016	06/27/16	Bioenergy;Transportation and Mobility
4270	https://github.com/NREL/hescore-hpxml	hescore-hpxml: HPXML to Home Energy Score Translator	Home Energy Score is a simulation-based rating method for existing homes. Home Performance XML (HPXML) is a data transfer standard for home energy audit and retrofit data used throughout the industry. This software receives an HPXML document and translates the building characteristics into HEScore inputs compliant with their API.		June 27, 2016	06/27/16	Buildings
4304	https://github.com/NREL/REPRA	REPRA: Renewable Energy Probabilistic Resource Assessment	This package is the R implementation of the REPRA tool, a statistical tool that models the effect of variable generation in the calculation of resource adequacy metrics. It is built as a research tool to explore different methodologies and technologies.	R;C++	June 27, 2016	06/27/16	Grid Modernization
4284	https://github.com/WISDEM/JacketSE	JacketSE	This is a module for static hydrodynamic, aerodynamic, and structural design and analysis of wind turbine jacket and towers within the Systems Engineering toolbox.		June 26, 2016	06/26/16	Wind
4325	https://github.com/wisdem/turbine_costsse	Turbine_costSE: Turbine Cost Systems Engineering Model	turb_costSE is a set of models that link wind turbine component masses (and a few other key variables) to component costs.		June 26, 2016	06/26/16	Wind
4363	https://github.com/wisdem/nrel_csm	NREL_CSM: NREL Wind Energy Cost and Scaling Model	NREL_CSM is a set of models that provides an overall cost of energy analysis for the wind plant.		June 26, 2016	06/26/16	Wind
4279	https://github.com/FUSED-Wind/fusedwind	FUSED-Wind: Framework for Unified Systems Engineering and Design of Wind Plants Cost Models and Case Analyzer	These are cost and case analyzer components of the FUSED-Wind software. These are small pieces of code that define interfaces between software to do wind plant cost of energy and analysis of load cases for an aeroelastic code.		June 26, 2016	06/26/16	Wind
4855	https://github.com/NREL/wex	DVIEW	DView is a time series data visualization tool that provides several ways to plot time series data sets. It is particularly well suited for browsing the results of energy systems simulation programs such as BeOpt, SAM, and PVWatts.		June 26, 2016	06/26/16
4343	https://github.com/wisdem/towerse	TowerSE	This is a module for static aerodynamic and structural analysis of wind turbine towers.		June 26, 2016	06/26/16	Wind
4252	https://github.com/NREL/buspy	Bus.py	GridLAB-D is an agent-based distribution system simulation environment that allows fine-grained end-user models, including geospatial and network topology detail. GridLAB-D addresses the lack of runtime interaction by designing a flexible communication interface, Bus.py, that uses Python to pass messages between one or more GridLAB-D instances and a Smart Grid simulator.		June 26, 2016	06/26/16	Grid Modernization
4293	https://www.nrel.gov/wind/floris.html	FLORIS: FLOw Redirection and Induction in Steady State	FLORIS is an engineering model of wind turbine wake interactions that accounts for the effects of turbines on the flow through the creation of wakes and accounting for both velocity deficit and wake redirection through yaw.		June 26, 2016	06/26/16	Wind
4330	https://github.com/wisdem/drivese	Nacelle Systems Engineering Model and Hub Systems Engineering Model	nacelleSE and hubSE are models that size wind turbine hub system and drivetrain components based on key turbine design parameters and load inputs from a rotor model.		June 26, 2016	06/26/16	Wind
4266	https://github.com/WISDEM/Plant_CostsSE	LandOpExSE	This is a cost model for operational expenditures for land-based wind plants.		June 26, 2016	06/26/16	Wind
4288	https://github.com/WISDEM/pyFrame3DD	PyFrame3DD	This module allows Frame3DD to interact with codes developed within the Systems Engineering WIDEM toolbox.		June 26, 2016	06/26/16	Wind
4351	https://github.com/wisdem/pbeam	pBEAM: Polynomial Beam Element Analysis Module	pBEAM is a finite element code for beam-like structures. The methodology uses Euler Bernoulli beam elements with 12 degrees of freedom (three translation and three rotational at each end of the element).		June 26, 2016	06/26/16	Wind
4241	https://github.com/NREL/OpenStudio-fault-models	OpenStudio - Fault Modeling	The software provides a suite of OpenStudio measures (scripts) for modeling typical HVAC system faults in commercial buildings and also includes supporting materials, example projects, and OpenStudio measures for reporting fault costs and energy impacts.		June 26, 2016	06/26/16	Buildings
4368	https://github.com/WISDEM/DriveSE	DrivePy	DrivePy is physics-based drivetrain model that sizes drivetrain components based on aerodynamic and operational loads for use in a systems engineering model. It also calculates costs based on empirical data collected by NREL's National Wind Technology Center.		June 26, 2016	06/26/16	Wind
4359	https://github.com/wisdem/airfoilpreppy	AirfoilPrep.py	This is a Python module for preprocessing and evaluating aerodynamic ainoil data, primarily for wind turbine applications.	Python	June 26, 2016	06/26/16	Wind
4300	https://github.com/NREL/rplexos	rplexos	rplexos is an R package that processes and facilitates analysis of solutions from PLEXOS. PLEXOS is a production cost model that simulates the behavior of the power system.		June 26, 2016	06/26/16	Grid Modernization
4248	https://github.com/NREL/gdx-pandas	GDX-pandas	This package builds on existing software to provide clear and simple interfaces between GDX files and pandas DataFrames.		June 26, 2016	06/26/16	Wind
4870	https://github.com/NREL/infovis-parallel	Parallel Planes Information Visualization	This software presents a user-provided multivariate data set as an interactive 3D visualization so the user can explore the correlation between variables in the observations and the distribution of observations among the variables.		June 26, 2016	06/26/16
4234	https://github.com/NREL/streamm-tools	STREAMM: Simulation Toolkit for Renewable Energy Advanced Materials Modeling	STREAMM is a collection of Python classes and scripts that enables and eases the setup of input files and configuration files for simulations of advanced energy materials. The core STREAMM Python classes provide a general framework for storing, manipulating, and analyzing atomic/molecular coordinates to be used in quantum chemistry and classical molecular dynamics simulations of soft materials systems. The design focuses on enabling the interoperability of materials simulation codes such as GROMACS, LAMMPS, and Gaussian.		June 26, 2016	06/26/16	Materials Science
4347	https://github.com/wisdem/rotorse	RotorSE	This is a module for static aerodynamic and structural analysis of wind turbine rotors.		June 26, 2016	06/26/16	Wind
4383	https://github.com/wisdem/pyDAKOTA	Dakota Driver	This code connects the Sandia C++-based DAKOTA optimization and analysis tool with NASA's Python-based openMDAO systems engineering framework. It allows DAKOTA to be used as an openMDAO "driver." DAKOTA contains an array of advanced sensitivity, uncertainty quantification, and optimization methods. These are now available in a "pluggable" way to any openMDAO-based workflow.		June 26, 2016	06/26/16
4392	https://github.com/NREL/BACnet	BACnet Client	The BACnet Client gathers data from building control systems through the BACnet protocol and sends them to various destinations for data logging and collection.		June 26, 2016	06/26/16	Buildings
4387	https://github.com/NREL/bsm-learning	LEEI: Learning in Emerging Energy Industries	This software is a learning model excerpted from the BSM that can be used to examine effects of different learning rates and different techno-economics on industry evolution.		June 26, 2016	06/26/16	Bioenergy;Energy Analysis
4355	https://github.com/wisdem/ccblade	CCBlade	This is a blade element momentum method for analyzing wind turbine aerodynamic performance that is robust (guaranteed convergence), fast (superlinear convergence rate), and smooth (continuously differentiable).		June 26, 2016	06/26/16	Wind
4319	https://github.com/WISDEM/WISDEM	NREL WISDEM: NREL Wind Integrated System Design and Engineering Model	NREL_WISDEM is an integrated model for wind turbines and plants developed in Python based on the open source software OpenMDAO. NREL_WISDEM is a set of wrappers for various wind turbine models that integrates pre-existing models together into OpenMDAO. It is organized into groups, each with their own repositories, including Plant_CostSE, Plant_EnergySE, Turbine_CostSE, and TurbineSE.		June 26, 2016	06/26/16	Wind
4274	https://github.com/REEEP/ckanext-climate-tagger	Reegle Tagging API (CKAN Extension)	The software consists of a CKAN extension to an existing REEGLE Tagging API.		June 26, 2016	06/26/16	Wind
4308	https://github.com/WISDEM/LandBOSSE	Land-Based Balance Of System	This is a cost model for land-based balance of system for wind turbines.		June 25, 2016	06/25/16	Wind
57328		Retrospective Mobility Analysis	This application provides users with ex post information on foregone travel conclusions to induce travel behavioral change.	Ruby;JavaScript;Python	Dec. 31, 2015	12/31/15	Transportation and Mobility
19480	https://github.com/NREL/glmgen	glmgen	glmgen is Python scripting of GridLAB-D input files (.glm) derived from the Open Modeling Framework.		Aug. 27, 2015	08/27/15	Grid Modernization
57283	https://github.com/OpenFAST/openfast	FAST Simulation Tool Containing Methods for Predicting the Dynamic Response of Wind Turbines	FAST is a simulation tool for modeling the dynamic response of horizontal-axis wind turbines. FAST employs a combined modal and multibody structural-dynamics formulation in the time domain.	MATLAB;C;Fortran	Aug. 12, 2015	08/12/15	Wind
57338	https://sourceforge.net/projects/electricdss	Matlab-Excel Interface for OpenDSS	This software allows users of the OpenDSS grid modeling software to access their load flow models using a GUI interface developed in MATLAB. The circuit definitions are entered into a Microsoft Excel spreadsheet, which makes circuit creation and editing a much simpler process than with the basic text-based editors used in the native OpenDSS interface. Plot tools can be accessed through a MATLAB GUI once the desired parameters have been simulated.	Free Pascal;Delphi;MATLAB	April 27, 2015	04/27/15	Grid Modernization
3541	https://github.com/wisdem/aeroelasticse	Aeroelastic Systems Engineering Module	These small pieces of software wrap the FAST model so FAST can be integrated into WISDEM. Note: This repository is deprecated and was archived (read-only) in November 2019. NREL's WISDEM® software has moved to a single, integrated repository.	Python	Sept. 19, 2014	09/19/14	Wind
20289	https://github.com/NREL/GEAR-SCouP	Gear-SCouP	Gear-SCouP is an analytical model for the rating analysis of articulated spline coupling designs. Articulated splines are commonly used in the planetary stage of wind turbine gearboxes as the means of transmitting the driving torque while improving load-sharing. Direct measurement of spline loads and performance is extremely challenging because of limited accessibility and spline design standards are limited. For a given torque and shaft misalignment, Gear-SCouP quickly yields physical insights into relationships between the spline design parameters and resulting loads, bending, contact, and shear stresses, and safety factors considering various heat treatment methods.	MATLAB	Oct. 18, 2013	10/18/13	Wind
57279		IHT: Tools for Computing Insolation Absorption by Particle Laden Flows	IHT is a toolkit for computing radiative heat exchange between particles. The algorithm is based on the Photon Monte Carlo approach and implemented as a library that can be interfaced with a variety of CFD codes to analyze radiative heat transfer in particle laden flows.	Fortran	Sept. 17, 2013	09/17/13	Materials Science
19678	https://github.com/WISDEM/dakota_driver	WISDEM/dakota_driver	This is an OpenMDAO driver for DAKOTA (Design Analysis Kit for Optimization and Terascale Applications). The code connects the Sandia National Laboratory's C++-based DAKOTA optimization and analysis tool with NASA's Python-based OpenMDAO systems engineering framework. It allows DAKOTA to be used as an openMDAO "driver. DAKOTA contains an array of advanced sensitivity, uncertainty quantification, and optimization methods. These are now available in a "pluggable" way to any OpenMDAO-based workflow.		July 17, 2013	07/17/13	Wind
54948	https://www.nrel.gov/analysis/seds	SEDS: Stochastic Energy Deployment System	SEDS is an economywide energy model of the United States that captures dynamics among supply, demand, and pricing of the major energy types consumed and produced. These dynamics are captured by including the effects of macroeconomics; the resources and costs of primary energy types such as oil, natural gas, coal, and biomass; the conversion of primary fuels into energy products such as petroleum products, electricity, biofuels, and hydrogen; and the end-use consumption attributable to residential and commercial buildings, light and heavy transportation, and industry. Projections from SEDS extend to the year 2050 by 1-year time steps and are generally projected at the national level. SEDS differs from other economywide energy models in that it explicitly accounts for uncertainty in technology, markets, and policy.	Ruby	Nov. 30, 2011	11/30/11	Energy Analysis
22737	https://sam.nrel.gov/	SAM: System Advisor Model	The SAM Open Source Project repository contains the source code, tools, and instructions to build a desktop version NREL's System Advisor Model. SAM is a simulation program for electricity generation projects. It has models for renewable energy systems and financial models for residential, commercial, and utility-scale projects.		Aug. 1, 2007	08/01/07	Solar

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