Lake water temperature modeling in an era of climate change: Data sources, models, and future prospects
Lake thermal dynamics have been considerably impacted by climate change, with potential
adverse effects on aquatic ecosystems. To better understand the potential impacts of future …
adverse effects on aquatic ecosystems. To better understand the potential impacts of future …
A stacked machine learning model for multi-step ahead prediction of lake surface water temperature
Lake surface water temperature is one of the most important physical and ecological indices
of lakes, which has frequently been used as the indicator to evaluate the impact of climate …
of lakes, which has frequently been used as the indicator to evaluate the impact of climate …
Physiological plasticity increases resilience of ectothermic animals to climate change
Understanding how climate change affects natural populations remains one of the greatest
challenges for ecology and management of natural resources. Animals can remodel their …
challenges for ecology and management of natural resources. Animals can remodel their …
A framework for ensemble modelling of climate change impacts on lakes worldwide: the ISIMIP Lake Sector
Empirical evidence demonstrates that lakes and reservoirs are warming across the globe.
Consequently, there is an increased need to project future changes in lake thermal structure …
Consequently, there is an increased need to project future changes in lake thermal structure …
A novel optimized model based on NARX networks for predicting thermal anomalies in Polish lakes during heatwaves, with special reference to the 2018 heatwave
In 2018, Europe experienced one of the most severe heatwaves ever recorded. This
extreme event's impact on lake surface water temperature (LSWT) in Polish lakes has …
extreme event's impact on lake surface water temperature (LSWT) in Polish lakes has …
A hybrid model for river water temperature as a function of air temperature and discharge
M Toffolon, S Piccolroaz - Environmental Research Letters, 2015 - iopscience.iop.org
Water temperature controls many biochemical and ecological processes in rivers, and
theoretically depends on multiple factors. Here we formulate a model to predict daily …
theoretically depends on multiple factors. Here we formulate a model to predict daily …
Modelling of daily lake surface water temperature from air temperature: Extremely randomized trees (ERT) versus Air2Water, MARS, M5Tree, RF and MLPNN
Prediction of rivers and lakes water temperature plays an important role in hydrology,
ecology, and water resources planning and management. Recently, machines learning …
ecology, and water resources planning and management. Recently, machines learning …
Warming of Central European lakes and their response to the 1980s climate regime shift
Lake surface water temperatures (LSWTs) are sensitive to atmospheric warming and have
previously been shown to respond to regional changes in the climate. Using a combination …
previously been shown to respond to regional changes in the climate. Using a combination …
Substantial increase in minimum lake surface temperatures under climate change
The annual minimum of lake surface water temperature influences ecological and
biogeochemical processes, but variability and change in this extreme have not been …
biogeochemical processes, but variability and change in this extreme have not been …
The impact of extreme heat on lake warming in China
W Wang, K Shi, X Wang, Y Zhang, B Qin… - nature …, 2024 - nature.com
Global lake ecosystems are subjected to an increased occurrence of heat extremes, yet their
impact on lake warming remains poorly understood. In this study, we employed a hybrid …
impact on lake warming remains poorly understood. In this study, we employed a hybrid …