Detection of spatial and temporal hydro-meteorological trends in Lake Michigan, Lake Huron and Georgian Bay
Keywords:
hydro-meteorological variables, trend analysis, Mann-Kendall testAbstract
The Laurentian Great Lakes represent the largest freshwater basin on Earth, containing 21% of the world's surface fresh water by volume. Water level fluctuations are an on-going concern and have received considerable attention in the area. We present a trend analysis of meteorological (air temperature, cloud cover, and wind speed) and hydrological (precipitation, runoff, and evaporation) variables for Lake Michigan, Lake Huron, and Georgian Bay. Using the non-parametric Mann-Kendall test, our analysis identified significant upward trends in daily minimum air temperature, whereas daily maximum air temperature demonstrated weakly decreasing trends in space and time. Evaporation was found to be increasing from late spring until early fall and this pattern may be explained by the shortening of the ice/snow cover period, which results in faster warming of lake surface due to the induced variations in albedo feedback. Time-series analysis of the over-lake precipitation revealed mostly non-significant statistical trends. Recent temperature increases may have led to elevated winter runoff in the Great Lakes region, given that precipitation falls mainly as rain instead of snow. We also provide clear evidence of reduced cloud cover and wind speed. Our study offers critical insights into the patterns of within- and among-year variability of hydro-meteorological variables useful in elucidating the mechanisms that modulate water levels in the Great Lakes.
References
Ackerman, S.A.
, Heidinger, A.
, Foster, M.J.
, Maddux, B.
, 2013. Satellite regional cloud climatology over the Great Lakes. Remote Sens. 5(12), 6223–6240.
Andresen, J.A.
, 2012. Historical Climate Trends in Michigan and the Great Lakes Region. pp. 17–34. In:
T. Dietz
,
D. Birdwell
(Eds.), Proceedings of the international symposium on climate change in the Great Lakes region: Decision making under uncertainty: 2007 March 15-16. Michigan State University Press, East Lansing, MI, USA.
Assel, R.A.
, Quinn, F.H.
, Sellinger, C.E.
, 2004. Hydroclimatic factors of the recent record drop in Laurentian Great Lakes water levels. B. Am. Meteorol. Soc. 85(8), 1143–1151.
Assani, A.A.
, Landry, R.
, Azouaoui, O.
, Massicotte, P.
, Gratton, D.
, 2016. Comparison of the characteristics (frequency and timing) of drought and wetness indices of annual mean water levels in the five North American Great Lakes. Water Resour. Manag. 30(1), 359–373.
Austin, J.A.
and Colman, S.M.
, 2007. Lake Superior summer water temperatures are increasing more rapidly than regional air temperatures: A positive ice-albedo feedback. Geophys. Res. Lett. 34(6), L06604.
Bartolai, A.M.
, He, L.
, Hurst, A.E.
, Mortsch, L.
, Paehlke, R.
, Scavia, D.
, 2015. Climate change as a driver of change in the Great Lakes St. Lawrence River basin. J. Great Lakes Res. 41, 45–58.
Basile, S.J.
, Rauscher, S.A.
and Steiner, A.L.
, 2017. Projected precipitation changes within the Great Lakes and Western Lake Erie Basin: a multi-model analysis of intensity and seasonality. Int. J. Climatol. 37(14), 4864–4879.
Blanken, P.D.
, Spence, C.
, Hedstrom, N.
and Lenters, J.D.
, 2011. Evaporation from Lake Superior: 1. Physical controls and processes. J. Great Lakes Res. 37(4), 707–716.
Bronaugh, D.
, Werner, A.
, 2013. zyp: Zhang + Yue-Pilon trends package. R package version 0.10-1. http://CRAN.R-project.org/package=zyp.
Changnon, S.A., Jr.
, 1987. Climate fluctuations and record-high levels of Lake Michigan. B. Am. Meteorol. Soc. 68(11), 1394–1402.
Davy, R.
, Esau, I.
, Chernokulsky, A.
, Outten, S.
and Zilitinkevich, S.
, 2017. Diurnal asymmetry to the observed global warming. Int. J. Climatol. 37(1), 79–93.
Desai, A.R.
, Austin, J.A.
, Bennington, V.
and McKinley, G.A.
, 2009. Stronger winds over a large lake in response to weakening air-to-lake temperature gradient. Nat. Geosci. 2(12), 855.
Easterling, D.R.
, Horton, B.
, Jones, P.D.
, Peterson, T.C.
, Karl, T.R.
, Parker, D.E.
, Salinger, M.J.
, Razuvayev, V.
, Plummer, N.
, Jamason, P.
and Folland, C.K.
, 1997. Maximum and minimum temperature trends for the globe. Science. 277(5324), 364–367.
Ehsanzadeh, E.
, Saley, H.M.
, Ouarda, T.B.M.J.
, Burn, D.H.
, Pietroniro, A.
, Seidou, O.
, Charron, C.
, Lee, D.
, 2013. Analysis of changes in the Great Lakes hydro-climatic variables. J. Great Lakes Res. 39(3), 383–394.
Gronewold, A.D.
, Fortin, V.
, Lofgren, B.
, Clites, A.
, Stow, C.A.
, Quinn, F.
, 2013. Coasts, water levels, and climate change: A Great Lakes perspective. Clim. Change. 120(4), 697–711.
Gronewold, A.D.
, Bruxer, J.
, Durnford, D.
, Smith, J.P.
, Clites, A.H.
, Seglenieks, F.
, Qian, S.S.
, Hunter, T.S.
, Fortin, V.
, 2016. Hydrological drivers of record-setting water level rise on Earth's largest lake system. Water Resour. Res. 52(5), 4026–4042.
Grover, E.K.
and Sousounis, P.J.
, 2002. The influence of large-scale flow on fall precipitation systems in the Great Lakes Basin. J. Climate. 15(14), 1943–1956.
Hanrahan, J.L.
, Kravtsov, S.V.
, Roebber, P.J.
, 2009. Quasi-periodic decadal cycles in levels of lakes Michigan and Huron. J. Great Lakes Res. 35(1), 30–35.
Hanrahan, J.L.
, Kravtsov, S.V.
and Roebber, P.J.
, 2010. Connecting past and present climate variability to the water levels of Lakes Michigan and Huron. Geophys. Res. Lett. 37(1).
Hanrahan, J.
, Roebber, P.
, Kravtsov, S.
, 2014. Attribution of decadal-scale lake-level trends in the Michigan-Huron system. Water 6(8), 2278–2299.
Harder, P.
, Pomeroy, J.W.
and Westbrook, C.J.
, 2015. Hydrological resilience of a Canadian Rockies headwaters basin subject to changing climate, extreme weather, and forest management. Hydrol. Process. 29(18), 3905–3924.
Hayhoe, K.
, VanDorn, J.
, Croley II, T.
, Schlegal, N.
, Wuebbles, D.
, 2010. Regional climate change projections for Chicago and the US Great Lakes. J. Great Lakes Res. 36 (2), 7–21.
Held, I.M.
and Soden, B.J.
, 2006. Robust responses of the hydrological cycle to global warming. J. Climate. 19 (21), 5686–5699.
Hirsch, R.M.
and Slack, J.R.
, 1984. A nonparametric trend test for seasonal data with serial dependence. Water Resour. Res. 20(6), 727–732.
Hoover, J.D.
, Doesken, N.
, Elder, K.
, Laituri, M.
, Liston, G.E.
, 2014. Temporal trend analyses of alpine data using North American regional reanalysis and in situ data: temperature, wind speed, precipitation, and derived blowing snow. J. Appl. Meteorol. Clim. 53(3), 676–693.
Hunter, T. S.
and Croley, II., T.E.
, 1993. Great Lakes Monthly Hydrologic Data. NOAA Data Report ERL GLERL. National Technical Information Service, Springfield, VA.
Hunter, T.S.
, Clites, A.H.
, Campbell, K.B.
, Gronewold, A.D.
, 2015. Development and application of a North American Great Lakes hydrometeorological database—Part I: Precipitation, evaporation, runoff, and air temperature. J. Great Lakes Res. 41(1), 65–77.
Huntington, T.G.
, 2006. Evidence for intensification of the global water cycle: review and synthesis. J. Hydrol. 319(1), 83–95.
Intergovernmental Panel on Climate Change (IPCC)
, 2001. The Scientific Basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.
Karl, T.R.
and Knight, R.W.
, 1998. Secular trends of precipitation amount, frequency, and intensity in the United States. B. Am. Meteorol. Soc. 79(2), 231–241.
Khaliq, M.N.
, Ouarda, T.B.
, Gachon, P.
, Sushama, L.
, St-Hilaire, A.
, 2009. Identification of hydrological trends in the presence of serial and cross correlations: A review of selected methods and their application to annual flow regimes of Canadian rivers. J. Hydrol. 368(1), 117–130.
Khattak, M. S.
, Babel, M. S.
, Sharif, M.
, 2011. Hydro-meteorological trends in the upper Indus River basin in Pakistan. Clim. Res. 46(2), 103–119.
Knapp, A.K.
, Beier, C.
, Briske, D.D.
, Classen, A.T.
, Luo, Y.
, Reichstein, M.
, Smith, M.D.
, Smith, S.D.
, Bell, J.E.
, Fay, P.A.
, Heisler, J.L.
, Leavitt, S.W.
, Sherry, R.
, Smith, B.
, Weng, E.
, 2008. Consequences of more extreme precipitation regimes for terrestrial ecosystems. BioScience 58, 811–821.
Krakauer, N. Y.
, 2018. Shifting Hardiness Zones: Trends in Annual Minimum Temperature. Climate 6(1), 15.
Kulkarni, A.
and von Storch, H.
, 1995. Monte Carlo experiments on the effect of serial correlation on the Mann-Kendall test of trend. Meteorol. Z. 4(2), 82–85.
Lenters, J.D.
, 2001. Long-term trends in the seasonal cycle of Great Lakes water levels. J. Great Lakes Res. 27(3), 342–353.
Lenters, J.D.
, 2004. Trends in the Lake Superior water budget since 1948: A weakening seasonal cycle. J. Great Lakes Res. 30, 20–40.
Lofgren, B.M.
, Rouhana, J.
, 2016. Physically Plausible Methods for Projecting Changes in Great Lakes Water Levels under Climate Change Scenarios. J. Hydrometeorol. 17, 2209–2223.
Lofgren, B.M.
, Quinn, F.H.
, Clites, A.H.
, Assel, R.A.
, Eberhardt, A.J.
, Luukkonen, C.L.
, 2002. Evaluation of potential impacts on Great Lakes water resources based on climate scenarios of two GCMs. J. Great Lakes Res. 28(4), 537–554.
Löfgren, J. S.
, Haas, R.
, Scherneck, H.-G.
, Bos, M. S.
, 2011. Three months of local sea level derived from reflected GNSS signals. Radio Sci. 46, RS0C05.
Magee, M.R.
, Wu, C.H.
, Robertson, D.M.
, Lathrop, R.C.
, Hamilton, D.P.
, 2016. Trends and abrupt changes in 104 years of ice cover and water temperature in a dimictic lake in response to air temperature, wind speed, and water clarity drivers. Hydrol. Earth Syst. Sci. 20, 1681–1702.
Mason, L.A.
, Riseng, C.M.
, Gronewold, A.D.
, Rutherford, E.S.
, Wang, J.
, Clites, A.
, Smith, S.D.
, McIntyre, P.B.
, 2016. Fine-scale spatial variation in ice cover and surface temperature trends across the surface of the Laurentian Great Lakes. Clim. Change 138(1-2), 71–83.
McBean, E.
and Motiee, H.
, 2008. Assessment of impact of climate change on water resources: a long term analysis of the Great Lakes of North America. Hydrol. Earth Syst. Sci. Discuss. 12(1), 239–255.
McDermid, J.L.
, Dickin, S.K.
, Winsborough, C.L.
, Switzman, H.
, Barr, S.
, Gleeson, J.A.
, Krantzberg, G.
, Gray, P.A.
, 2015. State of Climate Change Science in the Great Lakes Basin: A Focus on Climatological, Hydrological and Ecological Effects. Prepared jointly by the Ontario Climate Consortium and Ontario Ministry of Natural Resources and Forestry to advise Annex 9- Climate Change Impacts under the Great Lakes Water Quality Agreement.
Milly, P.C.
, and Dunne, K.A.
, 2016. Potential evapotranspiration and continental drying. Nat. Clim. Change. 6(10), 946.
Mortsch, L.D.
, and Quinn, F.H.
, 1996. Climate change scenarios for Great Lakes Basin ecosystem studies. Limnol. Oceanogr. 41(5), 903–911.
Mortsch, L.
, Hengeveld, H.
, Lister, M.
, Wenger, L.
, Lofgren, B.
, Quinn, F.
, Slivitzky, M.
, 2000. Climate change impacts on the hydrology of the Great Lakes-St. Lawrence system. Can. Water Resour. J. 25(2),153–179.
Mortsch, L.
, Alden, M.
, Scheraga, J.D.
, 2003. Climate change and water quality in the Great Lakes region. Climate Change and Water Quality in the Great Lakes Basin. Report of the Great Lakes Water Quality Board to the International Joint Commission.
Notaro, M.
, Holman, K.
, Zarrin, A.
, Fluck, E.
, Vavrus, S.
, Bennington, V.
, 2013. Influence of the Laurentian Great Lakes on regional climate. J. Climate. 26(3), 789–804.
O'Gorman, P.A.
and Schneider, T.
, 2009. The physical basis for increases in precipitation extremes in simulations of 21st-century climate change. Proc. Natl. Acad. Sci. U.S.A. 106(35), 14773–14777.
Quinn, F.H
. 1999. Potential Effects of Climate Change on the Great Lakes Basin. In:
T. Bennett (Au)
;
M. Waszak
(Ed), State of the Great Lakes: 1997 Annual Report, pp 23–24. Diane Publishing Co. Collingdale, PA, USA.
Scheff, J.
and Frierson, D.M.
, 2014. Scaling potential evapotranspiration with greenhouse warming. J. Clim. 27(4), 1539–1558.
Sellinger, C.E.
, Stow, C.A.
, Lamon, E.C.
, Qian, S.S.
, 2008. Recent water level declines in the Lake Michigan − Huron System. Environ. Sci. Technol. 42(2), 367–373.
Sen, P.K.
, 1968. Estimates of the regression coefficient based on Kendall's tau. J. Am. Stat. Assoc. 63(324), 1379–1389.
Skinner, W.R.
and Gullett, D.W.
, 1993. Trends of daily maximum and minimum temperature in Canada during the past century. Climatol. Bull. 27(2), 63–77.
Trenberth, K.E.
, 2011. Changes in precipitation with climate change. Clim. Res. 47(1/2), 123–138.
Van Cleave, K.
, Lenters, J. D.
, Wang, J.
, Verhamme, E. M.
, 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.
Von Storch, H.
, 1999. Misuses of statistical analysis in climate research. In:
H. von Storch
,
A. Navarra
(Eds.),
Analysis of Climate Variability
, pp. 11–26. Springer, Berlin, Heidelberg.
Wiener, J.G.
, Evers, D.C.
, Gay, D.A.
, Morrison, H.A.
, Williams, K.A.
, 2012. Mercury contamination in the Laurentian Great Lakes region: Introduction and overview. Environ. Pollut. 161, 243–251.
Wuebbles, D.J.
,
K. Hayhoe
, and
J. Parzen
, 2010. Introduction: Assessing the effects of climate change on Chicago and the Great Lakes. J. Great Lakes Res. 36 (2), 1–6.
Yee, P.
, Cuthbert, D.
, Moulton, R.
, 1990. The 1987–89 drop in Great Lakes water levels, causes and effects. In:
J.E. FitzGibbon
(Ed.),
International and Transboundary Water Resources Issues
, pp. 191–201. American Water Resources Association, Bethesda, MD, USA.
Yue, S.
and Pilon, P.
, 2004. A comparison of the power of the t test, Mann-Kendall and bootstrap tests for trend detection/Une comparaison de la puissance des tests t de Student, de Mann-Kendall et du bootstrap pour la détection de tendance. Hydrolog. Sci. J. 49(1), 21–37.
Yue, S.
, Pilon, P.
, Cavadias, G.
, 2002a. Power of the Mann–Kendall and Spearman's rho tests for detecting monotonic trends in hydrological series. J. Hydrol. 259(1), .254–271.
Yue, S.
, Pilon, P.
, Phinney, B.
, Cavadias, G.
, 2002b. The influence of autocorrelation on the ability to detect trend in hydrological series. Hydrol. Process. 16(9), 1807–1829.
Zhang, X.
, Vincent, L.A.
, Hogg, W.D.
, Niitsoo, A.
, 2000. Temperature and precipitation trends in Canada during the 20th century. Atmos.-Ocean 38(3), 395–429.
Zhong, Y.
, Notaro, M.
, Vavrus, S.J.
, Foster, M.J.
, 2016. Recent accelerated warming of the Laurentian Great Lakes: Physical drivers. Limnol. Oceanogr. 61(5), 1762–1786.
Published
Issue
Section
License
Manuscripts must be original. They must not be published or be under consideration for publication elsewhere, in whole or in part. It is required that the lead author of accepted papers complete and sign the MSU Press AEHM Author Publishing Agreement and provide it to the publisher upon acceptance.