Lake water temperature modeling in an era of climate change: Data sources, models, and future prospects

S Piccolroaz, S Zhu, R Ladwig, L Carrea… - Reviews of …, 2024 - Wiley Online Library
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 …

Lake heatwaves under climate change

RI Woolway, E Jennings, T Shatwell, M Golub… - Nature, 2021 - nature.com
Lake ecosystems, and the organisms that live within them, are vulnerable to temperature
change,,,–, including the increased occurrence of thermal extremes. However, very little is …

Rapid and highly variable warming of lake surface waters around the globe

CM O'Reilly, S Sharma, DK Gray… - Geophysical …, 2015 - Wiley Online Library
In this first worldwide synthesis of in situ and satellite‐derived lake data, we find that lake
summer surface water temperatures rose rapidly (global mean= 0.34° C decade− 1) …

Process‐guided deep learning predictions of lake water temperature

JS Read, X Jia, J Willard, AP Appling… - Water Resources …, 2019 - Wiley Online Library
The rapid growth of data in water resources has created new opportunities to accelerate
knowledge discovery with the use of advanced deep learning tools. Hybrid models that …

The pace of shifting seasons in lakes

RI Woolway - Nature communications, 2023 - nature.com
Lake ecosystems are vulnerable to seasonal thermal cues, with subtle alterations in the
timing of seasonal temperatures having a dramatic influence on aquatic species. Here, a …

A framework for ensemble modelling of climate change impacts on lakes worldwide: the ISIMIP Lake Sector

M Golub, W Thiery, R Marcé, D Pierson… - Geoscientific Model …, 2022 - gmd.copernicus.org
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 …

Global lakes are warming slower than surface air temperature due to accelerated evaporation

Y Tong, L Feng, X Wang, X Pi, W Xu, RI Woolway - Nature Water, 2023 - nature.com
Widespread increases in lake surface water temperature have been documented in recent
decades. Yet our understanding of global lake warming is mainly based on summertime …

Climate‐induced warming of lakes can be either amplified or suppressed by trends in water clarity

KC Rose, LA Winslow, JS Read… - Limnology and …, 2016 - Wiley Online Library
Climate change is rapidly warming aquatic ecosystems including lakes and reservoirs.
However, variability in lake characteristics can modulate how lakes respond to climate …

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 …

Modelling of daily lake surface water temperature from air temperature: Extremely randomized trees (ERT) versus Air2Water, MARS, M5Tree, RF and MLPNN

S Heddam, M Ptak, S Zhu - Journal of Hydrology, 2020 - Elsevier
Prediction of rivers and lakes water temperature plays an important role in hydrology,
ecology, and water resources planning and management. Recently, machines learning …