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 …

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 …

Warming of Central European lakes and their response to the 1980s climate regime shift

RI Woolway, MT Dokulil, W Marszelewski, M Schmid… - Climatic Change, 2017 - Springer
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 …

Intralake heterogeneity of thermal responses to climate change: a study of large northern hemisphere lakes

RI Woolway, CJ Merchant - Journal of Geophysical Research …, 2018 - Wiley Online Library
Lake surface water temperature (LSWT) measurements from various sources illustrate that
lakes are warming in response to climate change. Most previous studies of geographical …

Modeling daily water temperature for rivers: comparison between adaptive neuro-fuzzy inference systems and artificial neural networks models

S Zhu, S Heddam, EK Nyarko… - … Science and Pollution …, 2019 - Springer
River water temperature is a key control of many physical and bio-chemical processes in
river systems, which theoretically depends on multiple factors. Here, four different machine …

Amplified surface temperature response of cold, deep lakes to inter-annual air temperature variability

RI Woolway, CJ Merchant - Scientific Reports, 2017 - nature.com
Summer lake surface water temperatures (LSWTs) have previously been shown to respond
more rapidly to climatic warming compared to local summer surface air temperatures (SATs) …

Recent accelerated warming of the Laurentian Great Lakes: Physical drivers

Y Zhong, M Notaro, SJ Vavrus… - Limnology and …, 2016 - Wiley Online Library
The primary drivers of the recent accelerated warming of the Laurentian Great Lakes from
1982 to 2012 are explored through observations, remote sensing, and regional climate …

Excess warming of a C entral E uropean lake driven by solar brightening

M Schmid, O Köster - Water Resources Research, 2016 - Wiley Online Library
Recent trends in summer surface temperatures of many lakes exceed the corresponding air
temperature trends. This disagrees with expectations from lake surface heat budgets, which …

Global reconstruction of twentieth century lake surface water temperature reveals different warming trends depending on the climatic zone

S Piccolroaz, RI Woolway, CJ Merchant - Climatic Change, 2020 - Springer
Lake surface water temperatures (LSWTs) are sensitive to climate change, but previous
studies have typically focused on temperatures from only the last few decades. Thus, while …