Abstract
The effects of climate change on north temperate freshwater ecosystems include increasing water temperatures and decreasing ice cover. Here we compare those trends in the Laurentian Great Lakes at three spatial scales to evaluate how warming varies across the surface of these massive inland water bodies. We compiled seasonal ice cover duration (1973–2013) and lake summer surface water temperatures (LSSWT; 1994–2013), and analyzed spatial patterns and trends at lake-wide, lake sub-basin, and fine spatial scales and compared those to reported lake- and basin-wide trends. At the lake-wide scale we found declining ice duration and warming LSSWT patterns consistent with previous studies. At the lake sub-basin scale, our statistical models identified distinct warming trends within each lake that included significant breakpoints in ice duration for 13 sub-basins, consistent linear declines in 11 sub-basins, and no trends in 4 sub-basins. At the finest scale, we found that the northern- and eastern-most portions of each Great Lake, especially in nearshore areas, have experienced faster rates of LSSWT warming and shortening ice duration than those previously reported from trends at the lake scale. We conclude that lake-level analyses mask significant spatial and temporal variation in warming patterns within the Laurentian Great Lakes. Recognizing spatial variability in rates of change can inform both mechanistic modeling of ecosystem responses and planning for long-term management of these large freshwater ecosystems.
Similar content being viewed by others
References
Allan JD, McIntyre PB, Smith SDP, et al. (2013) Joint analysis of stressors and ecosystems services to enhance restoration effectiveness. P Natl A Sci 110(1):372–377
Allan JD, Smith SDP, McIntyre PB, et al. (2015) Using cultural ecosystem services to inform restoration priorities in the Laurentian Great Lakes. Front Ecol Environ 13(8):418–424
Allison EHL, Perry MC, Badjeck N, et al. (2009) Vulnerability of national economies to the impacts of climate change on fisheries. Fish Fish 10(2):173–196
Assel, R (2003) Great Lakes ice cover, first ice, last ice, and ice duration. NOAA Great Lakes Environmental Research Laboratory. http://www.glerl.noaa.gov/ftp/publications/tech_reports/glerl-125/. Accessed 1 February 2016
Assel R (2005) Great Lakes ice cover climatology update: winters 2003, 2004, and 2005. NOAA Great Lakes Environmental Research Laboratory. http://www.glerl.noaa.gov/ftp/publications/tech_reports/glerl-135/tm-135.pdf. Accessed 1 February 2016
Assel R, Cronk K, Norton D (2003) Recent trends in Laurentian Great Lakes ice cover. Clim Chang 57(1–2):185–204
Austin JA, Colman SM (2007) Lake superior summer water temperatures are increasing more rapidly than regional air temperatures: a positive ice-albedo feedback. Geophys Res Lett 34(6):1944–8007 L06604
Bai X, Wang J, Sellinger C, Clites A, Assel R (2010) The impacts of ENSO and AO/NAO on the interannual variability of Great Lakes ice cover. NOAA Great Lakes Environmental Research Laboratory. http://www.glerl.noaa.gov/ftp/publications/tech_reports/glerl-152/tm-152.pdf. Accessed 26 April 2016
Barbiero RP, Tuchman ML (2004) Long-term dreissenid impacts on water clarity in Lake Erie. J Great Lakes Res 30(4):557–565
Bates B, Kundzewicz ZW, Wu S, Palutikof J (2008) Climate change and water: technical paper VI. Intergovernmental Panel on Climate Change. http://ipcc.ch/pdf/technical-papers/climate-change-water-en.pdf. Accessed 1 February 2016.
Beletsky D, Saylor JH, Schwab DJ (1999) Mean circulation in the Great Lakes. J Great Lakes Res 25(1):78–93
Bennington V, McKinley GA, Kimura N, Wu CH (2010) General circulation of Lake Superior: mean, variability, and trends from 1979 to 2006. J Geophys Res-Oceans 115(C12)
Brown RW, Taylor WW, Assel RA (1993) Factors affecting the recruitment of lake whitefish in two areas of northern Lake Michigan. J Great Lakes Res 19(2):418–428
Bunnell DB, Barbiero RP, Ludsin SA, et al. (2014) Changing ecosystem dynamics in the Laurentian Great Lakes: bottom-up and top-down regulation. Bioscience 64(1):26–39
Casselman JM (2002) Effects of temperature, global extremes, and climate change on year-class production of warmwater, coolwater, and coldwater fishes in the Great Lakes basin. In: McGinn NA (ed) Fisheries in a changing climate. American Fisheries Society, Bethesda, pp. 39–60
Casselman JM, Scott KA (2003) Fish-community dynamics of Lake Ontario: long term trends in the fish populations of eastern Lake Ontario and the Bay of Quinte. In: Munawar M (ed) The state of Lake Ontario: past, present, and future, ecovision world monograph series. Aquatic Ecosystem Health and Management Society, Burlington, pp. 349–384
Cha Y, Stow CA, Bernhardt ES (2013) Impacts of dreissenid mussel invasions on chlorophyll and total phosphorus in 25 lakes in the USA. Freshw Biol 58(1):192–206
Cline TJ, Bennington V, Kitchell JF (2013) Climate change expands the spatial extent and duration of preferred thermal habitat for Lake Superior fishes. PLoS One 8(4):e62279. doi:10.137/journal.pone.0062279
Desai AR, Austin JA, Bennigton V, McKinley G (2009) Stronger winds over a large lake in response to weakening air-to-lake temperature gradient. Nat Geosci 2(12):855–858. doi:10.1038/NGEO693
Dobiesz NE, Lester NP (2009) Changes in mid-summer water temperature and clarity across the Great Lakes between 1968 and 2002. J Great Lakes Res 35(3):371–384
Ficke AD, Myrick CA, Hansen LJ (2007) Potential impacts of global climate change on freshwater fisheries. Rev Fish Biol Fish 17(4):581–613
Gronewold AD, Fortin V, Lofgren B, Clites A, Stow CA, Quinn F (2013) Coasts, water levels, and climate change: a Great Lakes perspective. Clim Chang 20(4):697–711
Gronewold A, Anderson EJ, Lofgren B, Blanken PD, Wang J, Smith J, Hunter T, Lang G, Stow CA, Beletsky D, Bratton J (2015) Impacts of extreme 2013–2014 winter conditions on Lake Michigan’s fall heat content, surface temperature, and evaporation. Geophys Res Lett 42:3364–3370. doi:10.1002/2015GL063799
Jensen OP, Benson BJ, Magnuson JJ, Card VM, Futter MN, Soranno PA, Stewart KM (2007) Spatial analysis of ice phenology trends across the Laurentian Great Lakes region during a recent warming period. Limnol Oceanogr 52(5):2013–2026
Kao Y-C, Madenjian CP, Bunnell DB, Lofgren BM, Perroud M (2015) Potential effects of climate change on the growth of fishes from different thermal guilds in lakes Michigan and Huron. J Great Lakes Res 41:423–435
Kraemer BM, Anneville O, Chandra S, et al. (2015) Morphometry and average temperature affect lake stratification responses to climate change. Geophys Res Lett 42. doi:10.1002/2015GL064097
Leshkevich GA, Schwab DA, Muhr GC (1993) Satellite environmental monitoring of the Great Lakes: a review of NOAA’s Great Lakes CoastWatch program. Photogramm Eng Remote Sens 59(3):371–379
Lunn DJ, Thomas A, Best N, Spiegelhalter D (2000) WinBUGS: a Bayesian modelling framework: concepts, structure, and extensibility. Stat Comput 10:325–337
Lynch A, Taylor W, Smith K (2010) The influence of changing climate on the ecology and management of selected Laurentian Great Lakes fisheries. J Fish Biol 77(8):1764–1782
Lyons J, Rypel AL, Rasmussen PW, Burzynski TE, Eggold BT, Myers JT, Paoli TJ, McIntyre PB (2015) Trends in the reproductive phenology of two Great Lakes fishes. Trans Am Fish Soc 144:6. doi:10.1080/00028487.2015.1082502
Magnuson JJ, Webster K, Assel R, et al. (1997) Potential effects of climate changes on aquatic systems: Laurentian Great Lakes and Precambrian shield region. Hydrol Process 11(8):825–871
Magnuson JJ, Robertson DM, Benson BJ, et al. (2000) Historical trends in lake and river ice cover in the northern hemisphere. Science 289(5485):1743–1746
Mandrak NE (1989) Potential invasion of the Great Lakes by fish species associated with climatic warming. J Great Lakes Res 15(2):306–316
McCormick MJ, Fahnenstiel GL (1999) Recent climatic trends in nearshore water temperatures in the St. Lawrence Great Lakes. Limnol Oceanogr 44(3):530–540
Millerd F (2011) The potential impact of climate change on Great Lakes international shipping. Clim Chang 104:629–652. doi:10.1007/s10584-010-9872-z
Nicholls KH (1999) Effects of temperature and other factors on summer phosphorus in the inner Bay of Quinte, Lake Ontario: implications for climate warming. J Great Lakes Res 25(2):250–262
O’Reilly CM, Alin SR, Plisnier P-D, Cohen AS, McKee BA (2003) Climate change decreases aquatic ecosystem productivity of Lake Tanganyika, Africa. Nature 424:766–768
O’Reilly CM, Sharma S, Gray D, et al. (2015) Rapid and highly variable warming of lake surface waters around the globe. Geophys Res Lett 42. doi:10.1002/2015GL066235
Peterson RO, Vucetich JA, Bump JM, Smith DW (2014) Trophic cascades in a multicausal world: Isle Royale and Yellowstone. Annu Rev Ecol Evol S 45:325–345
Pilcher DJ, McKinley GA, Bootsma HA, Bennington V (2015) Physical and biogeochemical mechanisms of internal carbon cycling in Lake Michigan. J Geophys Res Oceans 120:2112–2128. doi:10.1002/2014JC010594
Qian SS (2014) Ecological threshold and environmental management: a note on statistical methods for detecting thresholds. Ecol Indic 38:192–197
R Development Core Team (2015) R: a language and environment for statistical computing, R Foundation for Statistical Computing, Vienna. http://www.R-project.org/. Accessed 1 February 2016
Rahel FJ, Bierwagen B, Taniguchi Y (2008) Managing aquatic species of conservation concern in the face of climate change and invasive species. Conserv Biol 22(3):551–561
Rodionov S, Assel RA (2003) Winter severity in the Great Lakes region: a tale of two oscillations. Clim Res 24:19–31
Schneider P, Hook SJ (2010) Space observations of inland water bodies show rapid surface warming since 1985. Geophys Res Lett 37(22). doi:10.1029/2010GL045059
Schwab DJ, Leshkevich GA, Muhr GC (1999) Automated mapping of surface water temperature in the Great Lakes. J Great Lakes Res 25(3):468–481
Seelbach PW, Read J, Buckner K, Eder T, Manninen C (2014) Great Lakes blue accounting: empowering decisions to realize regional water values, a report to the Council of Great Lakes Governors, in response to the governors’ 2013 resolution on water monitoring. Great Lakes Commission, Ann Arbor
Smith AL, Hewitt N, Klenk N, Bazely DR, Yan N, Wood S, Henriques I, MacLellan JI, Lipsig-Mummé C (2012) Effects of climate change on the distribution of invasive alien species in Canada: a knowledge synthesis of range change projections in a warming world. Environ Rev 20(1):1–16
Spiegelhalter DJ, Best NG, Carlin BP, Van Der Linde A (2002) Bayesian measures of model complexity and fit. J Royal Statistical Society: Series B (Statistical Methodology) 64(4):583–639
Titze DJ, Austin JA (2014) Winter thermal structure of Lake Superior. Limnol Oceanogr 59(4):1336–1348
Vadadi-Fülöp C, Sipkay C, Mészáros G, Hufnagel L (2012) Climate change and freshwater zooplankton: what does it boil down to? Aquat Ecol 46(4):501–519
Van Cleave K, Lenters JD, Wang J, Verhamme EM (2014) A regime shift in Lake Superior ice cover, evaporation, and water temperature following the warm El Niño winter of 1997–1998. Limnol Oceanogr 59(6):1889–1898
Vanderploeg H, Liebig J, Omair M (1993) Bythotrephes predation on Great Lakes’ zooplankton measured by an in situ method: implications for zooplankton community structure. Arch Hydrobiol 127(1):1–8
Wang J, Ikeda M, Zhang S, Gerdes R (2005) Linking the northern hemisphere sea-ice reduction trend and the quasi-decadal arctic sea-ice oscillation. Clim Dyn 24(2–3):115–130
Wang J, Assel RA, Walterscheid S, Clites AH, Bai X (2012a) Great Lakes ice climatology update, winters 2006–2011, description of the digital ice cover dataset. NOAA Great Lakes Environmental Research Laboratory. http://www.glerl.noaa.gov/ftp/publications/tech_reports/glerl-155/. Accessed 1 February 2016
Wang J, Bai X, Hu H, Clites A, Colton M, Lofgren B (2012b) Temporal and spatial variability of Great Lakes ice cover, 1973-2010. J Clim 25(4):1318–1329
Wang J, Eicken H, Yu Y, Bai X, Zhang J, Hu H, Wang DR, Ikeda M, Mizobata K, Overland JE (2014) Abrupt climate changes and emerging ice-ocean processes in the Pacific Arctic region and the Bering Sea. In: Grebmeier J, Maslowski W (eds) The pacific arctic region. Springer, Netherlands, pp. 65–99
Wang L, Riseng CM, Mason LA, et al. (2015) A spatial classification and database for management, research, and policy making: the Great Lakes aquatic habitat framework. J Great Lakes Res 41(2):584–596
Woodward G, Perkins DM, Brown LE (2010) Climate change and freshwater ecosystems: impacts across multiple levels of organization. Phil T Roy Soc B 365(1549):2093–2106
Acknowledgments
The work presented in this manuscript was supported by the Great Lakes Fishery Trust (2010 1206), Michigan Department of Natural Resources, National Oceanic and Atmospheric Administration Great Lakes Environmental Research Laboratory, the University of Michigan, the Great Lakes Environmental Mapping and Assessment Project, the Erb Family Foundation, and the University of Wisconsin Water Resource Institute (WR11R02). The project was developed as part of the Great Lakes Aquatic Habitat Framework. Special thanks to Jason Breck for providing advice on data processing and coding statistical analyses. This is contribution #1822 of the NOAA GLERL.
Author information
Authors and Affiliations
Corresponding author
Electronic Supplementary Material
ESM 1
(DOCX 104 kb)
Rights and permissions
About this article
Cite this article
Mason, L.A., Riseng, C.M., Gronewold, A.D. et al. Fine-scale spatial variation in ice cover and surface temperature trends across the surface of the Laurentian Great Lakes. Climatic Change 138, 71–83 (2016). https://doi.org/10.1007/s10584-016-1721-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10584-016-1721-2