Comparing ice and temperature simulations by four dynamic lake models in Harp Lake: past performance and future predictions

The physical dynamics of lake temperature and ice phenology are important in the modelling and management of temperate aquatic ecosystems. One-dimensional hydrothermal lake models have not been well evaluated in terms of how they simulate ice dynamics in particular. We chose four models (Hostetler, Minlake, Simple Ice Model or SIM and General Lake Model) to test and compare their performance modelling water temperature and ice dynamics using 16 years of field data from Harp Lake, an extensively studied inland lake in south-central Ontario. Each model produced satisfactory water temperature profiles over the simulated period, with small differences in the model performance. Model fits for ice phenology and ice thickness were, however, considerably lower than those for water temperature, with Minlake generating the best agreement with observed ice-on and ice-off dates as well as ice thickness, followed by SIM. The responses of lake ice dynamics to future climate scenarios were simulated by running each of the four models for 91 years, from 2010 to 2100. The predicted decrease in ice season length was significantly different among models, varying between 30 and 81 days, with an average of 48 days. Corresponding decreases in ice thickness varied between 0.11 and 0.20 m, averaging 0.17 m. This study demonstrates that uncertainty due to model performance and selection is considerable, and further testing and refinement of hydrothermal lake dynamic models are needed to improve predictive abilities for ice dynamics. Copyright © 2014 John Wiley & Sons, Ltd.

[1]  Terry D. Prowse,et al.  Response of Northern Hemisphere lake‐ice cover and lake‐water thermal structure patterns to a changing climate , 2011 .

[2]  Balázs M. Fekete,et al.  Sensitivity of Annual Evaporation to Soil and Root Properties in Two Models of Contrasting Complexity , 2003 .

[3]  H. Stefan,et al.  Long-term lake water temperature and ice cover simulations/measurements , 1996 .

[4]  Roger C. Bales,et al.  Estimating Stream Temperature from Air Temperature: Implications for Future Water Quality , 2005 .

[5]  P. Dillon,et al.  Long-term trends in catchment export and lake concentrations of base cations in the Dorset study area, central Ontario , 2008 .

[6]  Heinz G. Stefan,et al.  Dynamics of heat exchange between sediment and water in a lake , 1996 .

[7]  M. Mackay,et al.  The interplay of local and regional factors in generating temporal changes in the ice phenology of Dickie Lake, south-central Ontario, Canada , 2013 .

[8]  G. Rooney,et al.  Coupling the 1-D lake model FLake to the community land-surface model JULES , 2010 .

[9]  K. Joehnk,et al.  Modelling the metalimnetic oxygen minimum in a medium sized alpine lake , 2001 .

[10]  Randolph H. Wynne,et al.  Global patterns of lake ice phenology and climate' Model simulations and observations , 1998 .

[11]  C. Duguay,et al.  The response and role of ice cover in lake-climate interactions , 2010 .

[12]  R. Laprise,et al.  Simulation of temperate freezing lakes by one-dimensional lake models: performance assessment for interactive coupling with regional climate models , 2010 .

[13]  A. Terzhevik,et al.  Physical background of the development of oxygen depletion in ice-covered lakes , 2007, Oecologia.

[14]  Martyn N. Futter,et al.  Spatial analysis of ice phenology trends across the Laurentian Great Lakes region during a recent warming period , 2007 .

[15]  J. Magnuson,et al.  Historical trends in lake and river ice cover in the northern hemisphere , 2000, Science.

[16]  M. Mackay A Process-Oriented Small Lake Scheme for Coupled Climate Modeling Applications , 2012 .

[17]  David P. Hamilton,et al.  Calibrating the Dynamic Reservoir Simulation Model (DYRESM) and filling required data gaps for one‐dimensional thermal profile predictions in a boreal lake , 2007 .

[18]  Dmitri Mironov,et al.  FLake-Global: Online lake model with worldwide coverage , 2011, Environ. Model. Softw..

[19]  Y. Kuo,et al.  Description of the Penn State/NCAR Mesoscale Model: Version 4 (MM4) , 1987 .

[20]  W. Keller Implications of climate warming for Boreal Shield lakes: a review and synthesis , 2007 .

[21]  A. Wüest,et al.  Application of k-ϵ turbulence models to enclosed basins: The role of internal seiches , 2002 .

[22]  David P. Hamilton,et al.  Prediction of water quality in lakes and reservoirs. Part I — Model description , 1997 .

[23]  Dmitrii Mironov,et al.  First steps of a lake model intercomparison project: LakeMIP , 2010 .

[24]  J. Huisman,et al.  Summer heatwaves promote blooms of harmful cyanobacteria , 2008 .

[25]  D. Pierson,et al.  Modelling potential effects of climate change on winter turbidity loading in the Ashokan Reservoir, NY , 2013 .

[26]  Warwick F. Vincent,et al.  Effects of Climate Change on Lakes , 2009 .

[27]  Michael A. Turner,et al.  Multiple anthropogenic stressors cause ecological surprises in boreal lakes , 2006 .

[28]  Rohana Adnan,et al.  Impact of climate change on Cannonsville Reservoir thermal structure in the New York City water supply , 2011 .

[29]  H. Stefan,et al.  Potential climate warming effects on ice covers of small lakes in the contiguous U.S. , 1998 .

[30]  B. Shuter,et al.  Empirical models for forecasting changes in the phenology of ice cover for Canadian lakes , 2013 .

[31]  P. Blanken,et al.  The Influence of Lakes on the Regional Energy and Water Balance of the Central Mackenzie River Basin , 2008 .

[32]  Lauri Arvola,et al.  An automated method to monitor lake ice phenology , 2011 .

[33]  J. Sahlberg,et al.  Formulae for pressure gradients in one‐dimensional lake models , 1989 .

[34]  Dmitrii Mironov,et al.  LakeMIP Kivu: evaluating the representation of a large, deep tropical lake by a set of one-dimensional lake models , 2013 .

[35]  A. Mazumdar,et al.  Assessment of ecosystem health of tropical shallow waterbodies in eastern India using turbulence model , 2009 .

[36]  A. Vincent,et al.  Simulated heat storage in a perennially ice-covered high Arctic lake: Sensitivity to climate change , 2008 .

[37]  Dmitrii Mironov,et al.  A one-dimensional model intercomparison study of thermal regime of a shallow, turbid midlatitude lake , 2012 .

[38]  H. Stefan,et al.  Simulations of climate effects on water temperature, dissolved oxygen, and ice and snow covers in lakes of the contiguous U.S. under past and future climate scenarios , 2009 .

[39]  S. Hostetler,et al.  Stable isotopes of oxygen and hydrogen in the Truckee River–Pyramid Lake surface‐water system. 2. A predictive model of δ18O and 182H in Pyramid Lake , 1994 .

[40]  H. Yao,et al.  Hydrological impacts of climate change predicted for an inland lake catchment in Ontario by using monthly water balance analyses , 2009 .

[41]  H. Stefan,et al.  Simulation and observation of ice formation (freeze-over) in a lake , 1996 .

[42]  B. Walther,et al.  Dietary transfer of enriched stable isotopes to mark otoliths, fin rays, and scales , 2013 .

[43]  W. Hubert,et al.  A Primer on Winter, Ice, and Fish: What Fisheries Biologists Should Know about Winter Ice Processes and Stream‐Dwelling Fish , 2011 .

[44]  T. Croley Verifiable evaporation modeling on the Laurentian Great Lakes , 1989 .

[45]  Philip Marsh,et al.  Modeling lakes and reservoirs in the climate system , 2009 .

[46]  H. Stefan,et al.  Projected Climate Change Effects on Winterkill in Shallow Lakes in the Northern United States , 2000, Environmental Management.

[47]  G. Ashton 5 – FRESHWATER ICE GROWTH, MOTION, AND DECAY , 1980 .

[48]  H. Stefan,et al.  Year-round temperature simulation of cold climate lakes , 1990 .

[49]  Ivan Mammarella,et al.  Simulation of surface energy fluxes and stratification of a small boreal lake by a set of one-dimensional models , 2014 .

[50]  Claude R. Duguay,et al.  Recent trends in Canadian lake ice cover , 2006 .

[51]  A. Paterson,et al.  An introduction to the Dorset special issue: transforming understanding of factors that regulate aquatic ecosystems on the southern Canadian Shield , 2008 .

[52]  Martin Beniston,et al.  Simulation of multiannual thermal profiles in deep Lake Geneva: A comparison of one‐dimensional lake models , 2009 .

[53]  G. Ashton Lake ice decay , 1983 .

[54]  Patrick J. Bartlein,et al.  Simulation of lake evaporation with application to modeling lake level variations of Harney‐Malheur Lake, Oregon , 1990 .

[55]  Dorothy K. Hall,et al.  An energy-balance model of lake-ice evolution , 1995 .

[56]  G. Ashton River and lake ice thickening, thinning, and snow ice formation , 2011 .

[57]  D. Caya,et al.  Evaluation of the Hydrological Cycle over the Mississippi River Basin as Simulated by the Canadian Regional Climate Model (CRCM) , 2007 .

[58]  H. Stefan,et al.  Simulated climate change effects on ice and snow covers on lakes in a temperate region , 1997 .

[59]  B. Shuter,et al.  Regional projections of climate change effects on ice cover and open-water duration for Ontario lakes. , 2012 .