Abstract
Previous research has identified significant and highly variable summertime (July–August–September) warming trends across the Great Lakes, with critical implications for aquatic ecosystems. However, these analyses of long-term warming trends have generally been constrained by the short duration or coarse spatial resolution of available observational datasets. Here, we integrate two existing datasets of Great Lakes surface temperature (LSWT) to evaluate long-term warming trends during 1982–2012 at fine spatial scales and understand the roles of lake bathymetry and climatic factors in regulating the spatially heterogeneous warming rates with the aid of regional climate modeling. Our results show amplified warming in Lake Superior, central-northern Lake Michigan, and central Lake Huron, and muted lake warming elsewhere. This spatial heterogeneity in summertime lake warming is primarily ascribed to the interplay of lake bathymetry and climatological springtime (April–May–June) air temperature. The climatological air temperature strongly influences the relationship between lake warming rates and bathymetry, as the summertime warming rates increase markedly with greater lake depth in the relatively cold environment of Lake Superior but change little in the warmer environment of Lake Ontario. This conditional dependence on background temperature has important implications for understanding and predicting global lake temperature trends.
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Ackerman S, Heidinger A, Foster M, Maddux B (2013) Satellite regional cloud climatology over the Great Lakes. Remote Sens 5:6223–6240. https://doi.org/10.3390/rs5126223
Adrian R et al (2009) Lakes as sentinels of climate change. Limnol Oceanogr 54:2283–2297. https://doi.org/10.4319/lo.2009.54.6_part_2.2283
Allan JD et al (2013) Joint analysis of stressors and ecosystem service to enhance restoration effectiveness. PNAS 110:372–377
Allan JD et al (2015) Using cultural ecosystem services to inform restoration priorities in the Laurentian Great Lakes. Front Ecol Environ 13(8):418–424. https://doi.org/10.1890/140328
Arvola L et al (2010) The impact of the changing climate on the thermal characteristics of lakes. In: George G (ed) The impact of climate change on European lakes. Aquatic Ecology Series. Springer, Amsterdam, pp 85–101
Austin J, Allen J (2011) Sensitivity of summer Lake Superior thermal structure to meteorological forcing. Limnol Oceanogr 56: 1141–1154. https://doi.org/10.4319/lo.2011.56.3.1141
Austin J, Colman S (2007) Lake Superior summer water temperatures are increasing more rapidly than regional air temperatures: A positive ice-albedo feedback. Geophys Res Lett 34:L06604. https://doi.org/10.1029/2006GL029021
Beletsky D, Schwab DJ, Roebber PJ, McCormick MJ, Miller GS, Saylor JH (2003) Modeling wind-driven circulation during the March 1998 sediment resuspension event in Lake Michigan. J Geophys Res 108(C2):3038. https://doi.org/10.1029/2001JC001159
Beletsky D, Schwab D, McCormick MJ (2006) Modeling the 1998–2003 summer circulation and thermal structure in Lake Michigan. J Geophys Res 111:C10010. https://doi.org/10.1029/2005JC003222
Beletsky D, Hawley N, Rao YR, Vanderploeg HA, Beletsky R, Schwab DJ, Ruberg SA (2012) Summer thermal structure and anticyclonic circulation of Lake Erie. Geophys Res Lett 39:L06605. https://doi.org/10.1029/2012GL051002
Beletsky D, Hawley N, Rao YR (2013) Modeling summer circulation and thermal structure of Lake Erie. J Geophys Res Oceans 118:6238–6252. https://doi.org/10.1002/2013JC008854
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 115:C12015. https://doi.org/10.1029/2010JC006261
Bennington V, Notaro M, Holman K (2014) Improving climate sensitivity of Deep Lakes within a regional climate model and its impact on simulated climate. J Clim 27:2886–2911. https://doi.org/10.1175/JCLI-D-13-00110.1
Blanken PD, Christopher S, Hedstrom N, Lenters JD (2011) Evaporation from Lake Superior: 1. Physical controls and processes. J Great Lakes Res 37:707–716
Bretherton CS, Smith C, Wallace JM (1992) An intercomparison of methods for finding coupled patterns in climate data. J Climate 5:541–560
Briley LJ, Ashley WS, Rood RB, Krmenec A (2015) The role of meteorological processes in the description of uncertainty for climate change decision-making. Theor Appl Climatol. https://doi.org/10.1007/s00704-015-1652-2
Butcher JB, Nover D, Johnson TE, Clark CM (2015) Sensitivity of lake thermal and mixing dynamics to climate change. Clim Change 129:295–305. https://doi.org/10.1007/s10584-015-1326-1
Cheng X, Dunkerton TJ (1995) Orthogonal rotation of spatial patterns derived from singular value decomposition analysis. J Clim 8:2631–2643
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 35:371–384
Dokulil MT et al (2006) Twenty years of spatially coherent deepwater warming in lakes across Europe related to the North Atlantic Oscillation. Limnol Oceanogr 51:2787–2793
Fink G, Schmidt M, Wahl B, Wolf T, Wuest A (2014) Heat flux modifications related to climate-induced warming of large European lakes. Water Resour Res 50:2072–2085
Foster M, Heidinger A (2013) PATMOS-x: Results from a diurnally corrected 30-yr satellite cloud climatology. J Clim 26:414–425. https://doi.org/10.1175/JCLI-D-11-00666.1
Giorgi F et al (2012) RegCM4: Model description and preliminary tests over multiple CORDEX domains. Clim Res 52:7–29. https://doi.org/10.3354/cr01018
Gronewold AD, Stow CA (2014) Water loss from the Great Lakes. Science 343:1084–1085
Gronewold AD et al (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
Hamilton GD (1986) National Data Buoy Center programs. Bull Am Meteorol Soc 67: 411–415. https://doi.org/10.1175/1520-0477(1986)067%3C0411:NDBCP%3E2.0.CO;2
Hanrahan J, Kravtsov S, Roebber P (2010) Connecting past and present climate variability to the water levels of Lakes Michigan and Huron. Geophys Res Lett. https://doi.org/10.1029/2009GL041707
Heidinger AK, Foster MJ, Walther A, Zhao X (2013) The pathfinder atmospheres extended (PATMOS-x) AVHRR climate data set. Bull Am Meteorol Soc 95:909–922
Holman K, Gronewold A, Notaro M, Zarrin A (2012) Improving historical precipitation estimates over the Lake Superior basin. Geophys Res Lett 39:L03405. https://doi.org/10.1029/2011GL050468
Hostetler S, Bates G, Giorgi F (1993) Interactive coupling of a lake thermal model with a regional climate model. J Geophys Res-Atmos 98:5045–5057. https://doi.org/10.1029/92JD02843
Hovel RA, Thorson JT, Carter JL, Quinn TP (2017) Within-lake habitat heterogeneity mediates community response to warming trends. Ecology 98:2333–2342
Kalnay E et al (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77: 437–471. https://doi.org/10.1175/1520-0477(1996)077%3C0437:TNYRP%3E2.0.CO;2
Kraemer BM et al (2015a) Morphometry and average temperature affect lake stratification responses to climate change. Geophys Res Lett 42:4981–4988. https://doi.org/10.1002/2015GL064097
Kraemer BM, Hook S, Huttula T, Kotilainen P, O’Reilly CM, Peltonen A (2015b) Century-long warming trends in the upper water column of Lake Tanganyika. PLoS ONE 10(7):e0132490. https://doi.org/10.1371/journal.pone.0132490
Lenters JD, Kratz TK, Bowser CJ (2005) Effects of climate variability on lake evaporation: Results from a long-term energy budget study of Sparkling Lake, northern Wisconsin (USA). J Hydrol 308:168–195
Leshkevich GA, Schwab DJ, Muhr GC (1996) Satellite environmental monitoring of the Great Lakes: Great Lakes CoastWatch Program update. Mar Technol Soc J 30:28–35
Long C et al (2009) Significant decadal brightening of downwelling shortwave in the continental United States. J Geophys Res-Atmos. https://doi.org/10.1029/2008JF011263
LSLAMP (2016) Lake superior lakewide action and management plan 2015–2019. Cat. No. En164- 52/2016E-PDF. ISBN: 978-0- 660-06296-9. https://binational.net/wp-content/uploads/2016/09/Lake%20Superior%20LAMP%202015-2019.pdf
Magee MR, Wu CH (2016) Response of water temperatures and stratification to changing climate in three lakes with different morphometry. Hydrol Earth Syst Sci Discuss. https://doi.org/10.5194/hess-2016-262
Magnuson JJ (2000) Historical trends in lake and river ice cover in the Northern Hemisphere. Science 289:1743–1746
Mantua NJ, Zhang Y, Wallace JM, Francis RC (1997). A Pacific interdecadal climate oscillation with impacts on salmon production. Bull Am Meteorol Soc 78: 1069–1079. https://doi.org/10.1175/1520-0477(1997)078%3C1069:APICOW%3E2.0.CO;2
Mason LA, Riseng CM, Gronewold AD, Rutherford ES, Wang J, Clites A, Smith SDP, McIntyre PB (2016) Fine-scale spatial variation in ice cover and surface temperature trends across the surface of the Laurentian Great Lakes. Clim Change. https://doi.org/10.1007/s10584-016-1721-2
Meindl EA, Hamilton GD (1992) Programs of the National Data Buoy Center. Bull Am Meteorol Soc 73: 985–993. https://doi.org/10.1175/1520-0477(1992)073%3C0985:POTNDB%3E2.0.CO;2
Mesinger F et al (2006) North American regional reanalysis. Bull Am Meteorol Soc 87:343–360
Michalak AM (2016) Study role of climate change in extreme threats to water quality. Nature 535:349–350
Notaro M, Holman K, Zarrin A, Fluck E, Vavrus S, Bennington V (2013a) Influence of the Laurentian Great Lakes on regional climate. J Clim 26:789–804. https://doi.org/10.1175/JCLI-D-12-00140.1
Notaro M, Zarrin A, Vavrus S, Bennington V (2013b) Simulation of heavy lake-effect snowstorms across the Great Lakes Basin by RegCM4: synoptic climatology and variability. Monthly Weather Rev 141:1990–2014. https://doi.org/10.1175/MWR-D-11-00369.1
Notaro M, Bennington V, Lofgren B (2015a) Dynamical downscaling-based projections of Great Lakes Water levels. J Clim 28:9721–9745
Notaro M, Bennington V, Vavrus S (2015b) Dynamically downscaled projections of lake-effect snow in the Great Lakes Basin. J Clim 28:1661–1684
Notaro M, Schummer M, Zhong Y, Vavrus S, Van Den Elsen L, Coluccy J, Hoving C (2016) Projected influences of changes in weather severity on autumn-winter distributions of dabbling ducks in the Mississippi and Atlantic Flyways during the twenty-first century. PLoS One 11:e0167506. https://doi.org/10.1371/journal.pone.0167506
Nurnberg GK (1995) Quantifying anoxia in lakes. Limnol Oceanogr 40:1100–1111
O’Reilly CM, Alin SR, Plisnier PD, Cohen AS, McKee BA (2003) Climate change decreases aquatic ecosystem productivity of Lake Tanganyika, Africa. Nature 424(6950):766–768
O’Reilly CM et al (2015) Rapid and highly variable warming of lake surface waters around the globe. Geophys Res Lett 42:10773–10781
Petchprayoon P (2015) Analysis of climate change impacts on the surface energy balance of Lake Huron. Estimation of surface energy balance components: remote sensing approach for water-atmosphere parameterizations. Geography Graduate Theses & Dissertations 90. Univ. of Colorado, Boulder, USA
Piccolroaz S, Toffolon M, Majone B (2015) The role of stratification on lakes’ thermal response: The case of Lake Superior. Water Resour Res 51: 7878–7894. https://doi.org/10.1002/2014WR016555
Rayner NA, Horton EB, Parker DE, Folland CK, Hackett RB (1996) Version 2.2 of the Global Sea-Ice and Sea Surface Temperature data set, 19031994. CRTN 74, 21 pp. plus figures. Hadley Centre for Climate Prediction and Research, Meteorological Office, London Road, Bracknell, Berkshire, RG12 2SY, United Kingdom
Reavie ED et al (2016) Climate warming and changes in Cyclotella sensu lato in the Laurentian Great Lakes. Limnol Oceanogr 62:768–783. https://doi.org/10.1002/lno.10459
Reynolds R, Rayner N, Smith T, Stokes D, Wang W (2002) An improved in situ and satellite SST analysis for climate. J Clim 15: 1609–1625. https://doi.org/10.1175/1520-0442(2002)015%3C1609:AIISAS%3E2.0.CO;2
Schindler DW, Rogers DE, Scheuerell MD, Abrey CA (2005) Effects of changing climate on zooplankton and juvenile sockeye salmon growth in southwestern Alaska. Ecology 86:198–209
Schneider P, Hook SJ (2010) Space observations of inland water bodies show rapid surface warming since 1985. Geophys Res Lett 37:L22405. https://doi.org/10.1029/2010GL045059
Schwab DJ, Leshkevich GA, Muhr GC (1999) Automated mapping of surface water temperature in the Great Lakes. J Great Lakes Res 25:468–481. https://doi.org/10.1016/S0380-1330(99)70755-0
Stackhouse PW et al (2004) 12-year surface radiation budget data set. GEWEX News 14:10–12
Stumpf R, Wynne T (2015) Experimental Lake Erie harmful algal bloom bulletin. Bulletin 27 (NOAA 2015)
Sugiyama N, Kravtsov S, Roebber R (2017) Multiple climate regimes in an idealized lake-ice-atmosphere model. Clim Dyn. https://doi.org/10.1007/s00382-017-3633-x
Toffolon M et al (2014) Prediction of surface temperature in lakes with different morphology using air temperature. Limnol Oceanogr 59: 2185–2202. https://doi.org/10.4319/lo.2014.59.6.2185
Trumpickas J, Shuter BJ, Minns CK (2009) Forecasting impacts of climate change on Great Lakes surface water temperatures. J Great Lakes Res 35(3):371–384
Turuncoglu UU, Giuliani G, Elguindi N, Giorgi F (2013) Modelling the Caspian Sea and its catchment area using a coupled regional atmosphere-ocean model (RegCM4-ROMS): model design and preliminary results. Geosci Model Dev 6:283–299
Van Cleave K, Lenters J, Wang J, Verhamme E (2014) A regime shift in Lake Superior ice cover, evaporation, and water temperature following the warm El Nino winter of 1997–1998. Limnol Oceanogr 59:1889–1898. https://doi.org/10.4319/lo.2014.59.6.1889
Vavrus S, Notaro M, Zarrin A (2013) The role of ice cover in heavy lake-effect snowstorms over the Great Lakes Basin as simulated by RegCM4. Monthly Weather Rev 141:148–165. https://doi.org/10.1175/MWR-D-12-00107.1
Vavrus SJ, Notaro M, Lorenz DJ (2015) Interpreting climate model projections of extreme weather events. Weather Clim Extrem 10: 10–28. https://doi.org/10.1016/j.wace.2015.10.005
Winslow LA, Read JS, Hansen GJA, Hanson PC (2014) Small lakes show muted climate change signal in deep-water temperatures. Geophys Res Lett. https://doi.org/10.1002/2014GL062325
Woolway RI, Merchant CJ (2017) Amplified surface temperature response of cold, deep lakes to inter-annual air temperature variability. Sci Rep 7:4130. https://doi.org/10.1038/s41598-017-04058-0
Woolway RI, Merchant CJ (2018) Intralake heterogeneity of thermal responses to climate change: a study of large Northern Hemisphere lakes. J Geophys Res (ATM) 123:3087–3098
Xue P, Schwab DJ, Hu S (2015) An investigation of the thermal response to meteorological forcing in a hydrodynamic model of Lake Superior. J Geophys Res Oceans 120:5233–5253. https://doi.org/10.1002/2015JC010740
Xue P, Pal JS, Ye X, Lenters JD, Huang C, Chu PY (2017) Improving the simulation of large lakes in regional climate modeling: two-way lake-atmosphere coupling with a 3D hydrodynamic model of the Great Lakes. J Clim 30:1605–1627. https://doi.org/10.1175/JCLI-D-16-0225.1
Ye X, Anderson EJ, Chu PY, Huang C, Xue P (2018) Impact of water mixing and ice formation the warming of lake superior: a model-guided mechanism study. Limnol Oceanogr. https://doi.org/10.1002/lno.11059
Zhong Y, Notaro M, Vavrus SJ, Foster MJ (2016) Recent accelerated warming of the Laurentian Great Lakes: physical drivers. Limnol Oceanogr. https://doi.org/10.1002/lno.10331
Acknowledgements
This work was supported by funds provided by the National Science Foundation (Division of Atmospheric and Geospace Sciences) under Grant 1236620. Numerical experiments were conducted with computational resources provided by the National Center for Atmospheric Research. We thank two anonymous reviewers for their helpful suggestions. The newly developed dataset is available from the corresponding author upon request.
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Zhong, Y., Notaro, M. & Vavrus, S.J. Spatially variable warming of the Laurentian Great Lakes: an interaction of bathymetry and climate. Clim Dyn 52, 5833–5848 (2019). https://doi.org/10.1007/s00382-018-4481-z
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DOI: https://doi.org/10.1007/s00382-018-4481-z