Abstract
Lakes are sensitive indicators of climate change as freshwater requires temperatures below 0 °C to freeze. Here, we used 34-year records for 74 lakes distributed across the Midwestern and Northeastern United States to ask the following: (i) Which physical factors affect lake ice phenology in the Northern United States?; (ii) Can an empirical statistical modelling approach be used to effectively predict ice phenology across the morphologically diverse lakes of the Northern United States?; and (iii) How much ice is forecasted to be lost in response to climate change? We find that our study lakes require 19 days with air temperatures below 0 °C to freeze, ranging from 4 days for small lakes to 53 days for larger lakes. To thaw, lakes require 22 days with air temperatures above 0 °C, ranging from 8 to 33 days. We find that 64% of the variation in ice-on dates is explained by air temperatures, and the remaining 36% of variation is explained by lake morphology, primarily mean depth. For ice-off dates, 80–90% of the variation is explained by air temperatures. By the end of the century in response to climate change, these lakes may lose 43 days of ice cover, although ranging from 12 days of less ice cover to no ice cover at all. Understanding the drivers of variability in ice phenology for lakes within regions found to be highly sensitive to climate change will promote our understanding of ice cover and ice loss, and also the widespread ecological ramifications associated with ice loss.
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Data availability
The 74-lake ice phenology datasets assembled and analyzed during the current study are available in the figshare repository, https://doi.org/10.6084/m9.figshare.21171619. The Python code used in this study is available in the GitHub repository, https://github.com/kblagrave/IcePhenologyModels/ (https://doi.org/10.5281/zenodo.8066213).
References
Arp CD, Jones BM, Grosse G (2013) Recent lake ice-out phenology within and among lake districts of Alaska, USA. Limnol Oceanogr 58:2013–2028. https://doi.org/10.4319/lo.2013.58.6.2013
Assel R, Robertson D (1995) Changes in winter air temperatures near Lake Michigan, 1851–1993, as determined from regional lake-ice records. Limnol Oceanogr 40:165–176. https://doi.org/10.4319/lo.1995.40.1.0165
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. https://doi.org/10.1029/2006GL029021
Benson BJ, Magnuson JJ, Jensen OP et al (2012) Extreme events, trends, and variability in Northern Hemisphere lake-ice phenology (1855–2005). Clim Change 112:299–323. https://doi.org/10.1007/s10584-011-0212-8
Bernhardt J, Engelhardt C, Kirillin G, Matschullat J (2012) Lake ice phenology in Berlin-Brandenburg from 1947–2007: observations and model hindcasts. Clim Change 112:791–817. https://doi.org/10.1007/s10584-011-0248-9
Blagrave K (2023) kblagrave/IcePhenologyModels: initial release. Zenodo. https://doi.org/10.5281/zenodo.8066213
Block BD, Denfeld BA, Stockwell JD et al (2019) The unique methodological challenges of winter limnology. Limnol Oceanogr: Methods 17:42–57. https://doi.org/10.1002/lom3.10295
Breiman L (2001) Random forests. Mach Learn 45:5–32. https://doi.org/10.1023/A:1010933404324
Brown LC, Duguay CR (2010) The response and role of ice cover in lake-climate interactions. Prog Phys Geogr: Earth Environ 34:671–704. https://doi.org/10.1177/0309133310375653
Dibike Y, Prowse T, Bonsal B et al (2012) Simulation of North American lake-ice cover characteristics under contemporary and future climate conditions. Int J Climatol 32:695–709. https://doi.org/10.1002/joc.2300
Duguay C, Prowse T, Bonsal B et al (2006) Recent trends in Canadian lake ice cover. Hydrol Processes 20:781–801. https://doi.org/10.1002/hyp.6131
Efremova T, Pal’shin N (2011) Ice phenomena terms on the water bodies of Northwestern Russia. Russ Meteorol Hydrol 36:559–565. https://doi.org/10.3103/S1068373911080085
Fee E, Hecky R, Kasian S, Cruikshank D (1996) Effects of lake size, water clarity, and climatic variability on mixing depths in Canadian Shield lakes. Limnol Oceanogr 41:912–920. https://doi.org/10.4319/lo.1996.41.5.0912
Filazzola A, Blagrave K, Imrit MA, Sharma S (2020) Climate change drives increases in extreme events for lake ice in the Northern Hemisphere. Geophys Res Lett 47. https://doi.org/10.1029/2020GL089608
Ghanbari RN, Bravo HR, Magnuson JJ et al (2009) Coherence between lake ice cover, local climate and teleconnections (Lake Mendota, Wisconsin). J Hydrol 374:282–293. https://doi.org/10.1016/j.jhydrol.2009.06.024
Grant L, Vanderkelen I, Gudmundsson L et al (2021) Attribution of global lake systems change to anthropogenic forcing. Nat Geosci 14:849–854. https://doi.org/10.1038/s41561-021-00833-x
Hanna M (1990) Evaluation of models predicting mixing depth. Can J Fish Aquat Sci 47:940–947. https://doi.org/10.1139/f90-108
Hebert M-P, Beisner BE, Rautio M, Fussmann GF (2021) Warming winters in lakes: later ice onset promotes consumer overwintering and shapes springtime planktonic food webs. Proc Natl Acad Sci U S A 118. https://doi.org/10.1073/pnas.2114840118
Hewitt BA, Lopez LS, Gaibisels KM et al (2018) Historical trends, drivers, and future projections of ice phenology in small north temperate lakes in the Laurentian Great Lakes region. Water 10:70. https://doi.org/10.3390/w10010070
Higgins SN, Desjardins CM, Drouin H, et al (2021) The role of climate and lake size in regulating the ice phenology of boreal lakes. J Geophys Res: Biogeosci 126. https://doi.org/10.1029/2020JG005898
Imrit MA, Sharma S (2021) Climate change is contributing to faster rates of lake ice loss in lakes around the Northern Hemisphere. J Geophys Res: Biogeosci 126:e2020JG006134. https://doi.org/10.1029/2020JG006134
Jakkila J, Leppäranta M, Kawamura T et al (2009) Radiation transfer and heat budget during the ice season in Lake Pääjärvi, Finland. Aquat Ecol 43:681–692. https://doi.org/10.1007/s10452-009-9275-2
Jeffries M, Morris K, Duguay C (2005) Lake ice growth and decay in central Alaska, USA: observations and computer simulations compared. In: MacAyeal, DR (ed) Annals of Glaciology. INT GLACIOLOGICAL SOC, LENSFIELD RD, CAMBRIDGE CB2 1ER, ENGLAND, pp 195–199
Jeffries MO, Morris K, Duguay CR (2012) Floating ice: lake ice and river ice. In: R.S Williams Jr, Ferrigno JG (eds) Satellite image atlas of glaciers of the world – state of the Earth’s cryosphere at the beginning of the 21st century: glaciers, global snow cover, floating ice, and permafrost and periglacial environments: U.S. Geological Survey Professional Paper 1386-A. United States Government Printing Office, Washington, pp A381–A424
Jensen OP, Benson BJ, Magnuson JJ et al (2007) Spatial analysis of ice phenology trends across the Laurentian Great Lakes region during a recent warming period. Limnol Oceanogr 52:2013–2026. https://doi.org/10.4319/lo.2007.52.5.2013
Karetnikov S, Leppäranta M, Montonen A (2017) A time series of over 100 years of ice seasons on Lake Ladoga. J Great Lakes Res 43:979–988. https://doi.org/10.1016/j.jglr.2017.08.010
Kirillin G, Leppäranta M, Terzhevik A et al (2012) Physics of seasonally ice-covered lakes: a review. Aquat Sci 74:659–682. https://doi.org/10.1007/s00027-012-0279-y
Kirillin G, Wen L, Shatwell T (2017) Seasonal thermal regime and climatic trends in lakes of the Tibetan highlands. Hydrol Earth Syst Sci 21:1895–1909. https://doi.org/10.5194/hess-21-1895-2017
Knoll LB, Sharma S, Denfeld BA et al (2019) Consequences of lake and river ice loss on cultural ecosystem services. Limnol Oceanogr Lett 4:119–131. https://doi.org/10.1002/lol2.10116
Korhonen J (2006) Long-term changes in lake ice cover in Finland. Nord Hydrol 37:347–363. https://doi.org/10.2166/nh.2006.019
Kouraev AV, Semovski SV, Shimaraev MN et al (2007) The ice regime of Lake Baikal from historical and satellite data: relationship to air temperature, dynamical, and other factors. Limnol Oceanogr 52:1268–1286. https://doi.org/10.4319/lo.2007.52.3.1268
Lange S (2019) Trend-preserving bias adjustment and statistical downscaling with ISIMIP3BASD (v1.0). Geosci Model Dev 12:3055–3070. https://doi.org/10.5194/gmd-12-3055-2019
Leppäranta M, Wen L (2022) Ice phenology in Eurasian lakes over spatial location and altitude. Water 14:1037. https://doi.org/10.3390/w14071037
Leppäranta M (2010) Modelling the formation and decay of lake ice. In: George G (ed) Impact of climate change on European lakes. Springer, Dordrecht, pp 63–83
Livingstone DM (2000) Large-scale climatic forcing detected in historical observations of lake ice break-up. SIL Proceedings, 1922–2010 27(5):2775–2783. https://doi.org/10.1080/03680770.1998.11898171
Livingstone D, Dokulil M (2001) Eighty years of spatially coherent Austrian lake surface temperatures and their relationship to regional air temperature and the North Atlantic Oscillation. Limnol Oceanogr 46:1220–1227. https://doi.org/10.4319/lo.2001.46.5.1220
Lopez LS, Hewitt BA, Sharma S (2019) Reaching a breaking point: how is climate change influencing the timing of ice breakup in lakes across the Northern Hemisphere? Limnol Oceanogr 64:2621–2631. https://doi.org/10.1002/lno.11239
MacKay M, Neale P, Arp C et al (2009) Modeling lakes and reservoirs in the climate system. Limnol Oceanogr 54:2315–2329. https://doi.org/10.4319/lo.2009.54.6_part_2.2315
MacKay M, Verseghy DL, Fortin V, Rennie MD (2017) Wintertime simulations of a boreal lake with the Canadian Small Lake Model. J Hydrometeorol 18:2143–2160
Magee MR, Wu CH (2017) Effects of changing climate on ice cover in three morphometrically different lakes. Hydrol Processes 31:308–323. https://doi.org/10.1002/hyp.10996
Magnuson JJ, Lathrop RC (2014) Lake ice: winter, beauty, value, changes, and a threatened future. LakeLine 43:18–27
Magnuson J, Robertson D, Benson B et al (2000) Historical trends in lake and river ice cover in the Northern Hemisphere. Science 289:1743–1746. https://doi.org/10.1126/science.289.5485.1743
Marszelewski W, Pius B (2019) Effect of climate change on thermal-ice regime of shallow lakes compared to deep lakes: case study of lakes in the temperate zone (Northern Poland). J Limnol 78:27–39. https://doi.org/10.4081/jlimnol.2018.1763
McMeans BC, McCann KS, Guzzo MM et al (2020) Winter in water: differential responses and the maintenance of biodiversity. Ecol Lett 23:922–938. https://doi.org/10.1111/ele.13504
Menne MJ, Durre I, Vose RS et al (2012) An overview of the global historical climatology network-daily database. J Atmos Oceanic Technol 29:897–910. https://doi.org/10.1175/JTECH-D-11-00103.1
Messager ML, Lehner B, Grill G et al (2016) Estimating the volume and age of water stored in global lakes using a geo-statistical approach. Nat Commun 7. https://doi.org/10.1038/ncomms13603
Nõges P, Nõges T (2014) Weak trends in ice phenology of Estonian large lakes despite significant warming trends. Hydrobiologia 731:5–18. https://doi.org/10.1007/s10750-013-1572-z
Ozersky T, Bramburger AJ, Elgin AK et al (2021) The changing face of winter: lessons and questions from the Laurentian Great Lakes. J Geophys Res: Biogeosci 126. https://doi.org/10.1029/2021JG006247
Palecki MA, Barry RG (1986) Freeze-up and break-up of lakes as an index of temperature-changes during the transition seasons - a case-study for Finland. J Clim Appl Meteorol 25:893–902. https://doi.org/10.1175/1520-0450(1986)025%3c0893:FUABUO%3e2.0.CO;2
Pedregosa F, Varoquaux G, Gramfort A et al (2011) Scikit-learn: machine learning in Python. J Mach Learn Res 12:2825–2830
Powers SM, Hampton SE (2016) Winter limnology as a new frontier. Limnol Oceanogr Bull 25:103–108. https://doi.org/10.1002/lob.10152
Powers SM, Labou SG, Baulch HM et al (2017) Ice duration drives winter nitrate accumulation in north temperate lakes. Limnol Oceanogr Lett 2:177–186. https://doi.org/10.1002/lol2.10048
Preston DL, Caine N, McKnight DM et al (2016) Climate regulates alpine lake ice cover phenology and aquatic ecosystem structure. Geophys Res Lett 43:5553–5560. https://doi.org/10.1002/2016GL069036
Reback J, McKinney W, jbrockmendel et al (2020) pandas-dev/pandas: Pandas 1.3.4. Zenodo, https://doi.org/10.5281/zenodo.3715232
Robertson DM, Wynne RH, Chang WYB (2000) Influence of El Niño on lake and river ice cover in the Northern Hemisphere from 1900 to 1995. SIL Proceedings, 1922–2010 27(5):2784–2788. https://doi.org/10.1080/03680770.1998.11898172
Sadro S, Sickman J, Melack J, Skeen K (2018) Effects of climate variability on snowmelt and implications for organic matter in a high-elevation lake. Water Resour Res 54:4563–4578. https://doi.org/10.1029/2017WR022163
Sharma S, Magnuson JJ, Mendoza G, Carpenter SR (2013) Influences of local weather, large-scale climatic drivers, and the ca. 11 year solar cycle on lake ice breakup dates; 1905–2004. Clim Change 118:857–870. https://doi.org/10.1007/s10584-012-0670-7
Sharma S, Blagrave K, Magnuson JJ et al (2019) Widespread loss of lake ice around the Northern Hemisphere in a warming world. Nat Clim Change 9:227+. https://doi.org/10.1038/s41558-018-0393-5
Sharma S, Magnuson JJ, Batt RD et al (2016) Direct observations of ice seasonality reveal changes in climate over the past 320–570 years. Sci Rep 6. https://doi.org/10.1038/srep25061
Sharma S, Meyer MF, Culpepper J et al (2020) Integrating perspectives to understand lake ice dynamics in a changing world. J Geophys Res: Biogeosci 125. https://doi.org/10.1029/2020JG005799
Sharma S, Blagrave K, Filazzola A et al (2021a) Forecasting the permanent loss of lake ice in the Northern Hemisphere within the 21st century. Geophys Res Lett 48. https://doi.org/10.1029/2020GL091108
Sharma S, Richardson DC, Woolway RI et al (2021b) Loss of ice cover, shifting phenology, and more extreme events in Northern Hemisphere lakes. J Geophys Res: Biogeosci 126. https://doi.org/10.1029/2021JG006348
Sharma S, Filazzola A, Nguyen T et al (2022) Long-term ice phenology records spanning up to 578 years for 78 lakes around the Northern Hemisphere. Sci Data 9. https://doi.org/10.1038/s41597-022-01391-6
Shuter BJ, Minns CK, Fung SR (2013) Empirical models for forecasting changes in the phenology of ice cover for Canadian lakes. Can J Fish Aquat Sci 70:982–991. https://doi.org/10.1139/cjfas-2012-0437
Stepanenko V, Mammarella I, Ojala A et al (2016) LAKE 2.0: a model for temperature, methane, carbon dioxide and oxygen dynamics in lakes. Geosci Model Dev 9:1977–2006. https://doi.org/10.5194/gmd-9-1977-2016
Surdu CM, Duguay CR, Pour HK, Brown LC (2015) Ice freeze-up and break-up detection of shallow lakes in Northern Alaska with spaceborne SAR. Remote Sens 7:6133–6159. https://doi.org/10.3390/rs70506133
Sutton AO, Studd EK, Fernandes T et al (2021) Frozen out: unanswered questions about winter biology. Environ Rev 29:431–442. https://doi.org/10.1139/er-2020-0127
Vavrus SJ, Wynne RH, Foley JA (1996) Measuring the sensitivity of southern Wisconsin lake ice to climate variations and lake depth using a numerical model. Limnol Oceanogr 41:822–831. https://doi.org/10.4319/lo.1996.41.5.0822
Wang T, Hamann A, Spittlehouse D, Carroll C (2016) Locally downscaled and spatially customizable climate data for historical and future periods for North America. PloS One 11. https://doi.org/10.1371/journal.pone.0156720
Weyhenmeyer GA, Livingstone DM, Meili M et al (2011) Large geographical differences in the sensitivity of ice-covered lakes and rivers in the Northern Hemisphere to temperature changes. Glob Chang Biol 17:268–275. https://doi.org/10.1111/j.1365-2486.2010.02249.x
Weyhenmeyer GA, Obertegger U, Rudebeck H et al (2022) Towards critical white ice conditions in lakes under global warming. Nat Commun 13:4974. https://doi.org/10.1038/s41467-022-32633-1
Weyhenmeyer G, Meili M, Livingstone D (2004) Nonlinear temperature response of lake ice breakup. Geophys Res Lett 31. https://doi.org/10.1029/2004GL019530
Williams G, Layman K, Stefan H (2004) Dependence of lake ice covers on climatic, geographic and bathymetric variables. Cold Reg Sci Technol 40:145–164. https://doi.org/10.1016/j.coldregions.2004.06.010
Woolway RI, Kraemer BM, Lenters JD et al (2020) Global lake responses to climate change. Nat Rev Earth Environ 1:388–403. https://doi.org/10.1038/s43017-020-0067-5
Woolway R, Sharma S, Smol J (2022) Lakes in hot water: the impacts of a changing climate on aquatic ecosystems. BioSci. https://doi.org/10.1093/biosci/biac052
Yang B, Wells MG, McMeans BC et al (2021) A new thermal categorization of ice-covered lakes. Geophys Res Lett 48. https://doi.org/10.1029/2020GL091374
Acknowledgements
We thank the Minnesota Department of Natural Resources, Wisconsin State Climatology Office, North Temperate Lakes Long-Term Ecological Research, Dale Robertson, John Magnuson, Greg Sass, Lolita Olson, Kevin Rose, Brendan Wiltse, Kiyoko Yokota, Holly Waterfield, Lars Rudstam, Steve Hamilton, Ken Blumenfeld, and Pete Boulay for providing updates to ice phenology records for the lakes included in the study. We thank Alessandro Filazzola for helpful comments and revisions on an earlier draft of the manuscript.
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This research was funded by the Natural Sciences and Engineering Research Council Discovery Grant, Ontario Ministry of Innovation and Science Early Researcher Award, and the York Research Chair program awarded to SS.
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Conception: Kevin Blagrave and Sapna Sharma; data acquisition: Kevin Blagrave; data analysis: Kevin Blagrave; drafting, editing, and approving manuscript: Kevin Blagrave and Sapna Sharma.
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Blagrave, K., Sharma, S. Projecting climate change impacts on ice phenology across Midwestern and Northeastern United States lakes. Climatic Change 176, 119 (2023). https://doi.org/10.1007/s10584-023-03596-z
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DOI: https://doi.org/10.1007/s10584-023-03596-z