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 …

[HTML][HTML] Large-scale modeled contemporary and future water temperature estimates for 10774 Midwestern US Lakes

LA Winslow, GJA Hansen, JS Read, M Notaro - Scientific data, 2017 - nature.com
Climate change has already influenced lake temperatures globally, but understanding future
change is challenging. The response of lakes to changing climate drivers is complex due to …

On the predictability of lake surface temperature using air temperature in a changing climate: A case study for Lake Tahoe (USA)

S Piccolroaz, NC Healey, JD Lenters… - Limnology and …, 2018 - Wiley Online Library
Can we predict long‐term trends of lake surface temperature based on air temperature
alone? We explore this question by analyzing the performance of a hybrid model (air2water) …

Prediction of lake surface temperature using the air2water model: guidelines, challenges, and future perspectives

S Piccolroaz - Advances in Oceanography and Limnology, 2016 - pagepressjournals.org
Water temperature plays a primary role in controlling a wide range of physical, geochemical
and ecological processes in lakes, with considerable influences on lake water quality and …

Calibration of Landsat thermal data and application to water resource studies

JR Schott, JA Barsi, BL Nordgren, NG Raqueno… - Remote Sensing of …, 2001 - Elsevier
The newest in the Landsat series of satellites was launched April 15, 1999. The imagery
collected by Landsat is used for a myriad of applications, from coral reef studies to land …

Forecasting surface water temperature in lakes: A comparison of approaches

S Zhu, M Ptak, ZM Yaseen, J Dai, B Sivakumar - Journal of hydrology, 2020 - Elsevier
Accurate water temperature forecasting in lake systems is important for environmental
impact assessment and fisheries management, among others. In this study, two models are …

Physics-guided machine learning for scientific discovery: An application in simulating lake temperature profiles

X Jia, J Willard, A Karpatne, JS Read, JA Zwart… - ACM/IMS Transactions …, 2021 - dl.acm.org
Physics-based models are often used to study engineering and environmental systems. The
ability to model these systems is the key to achieving our future environmental sustainability …

Daily surface temperatures for 185,549 lakes in the conterminous United States estimated using deep learning (1980–2020)

JD Willard, JS Read, S Topp… - Limnology and …, 2022 - Wiley Online Library
The dataset described here includes estimates of historical (1980–2020) daily surface water
temperature, lake metadata, and daily weather conditions for lakes bigger than 4 ha in the …

Climate change drives rapid warming and increasing heatwaves of lakes

X Wang, K Shi, Y Zhang, B Qin, Y Zhang, W Wang… - Science bulletin, 2023 - Elsevier
Climate change could seriously threaten global lake ecosystems by warming lake surface
water and increasing the occurrence of lake heatwaves. Yet, there are great uncertainties in …

[HTML][HTML] Global lake thermal regions shift under climate change

SC Maberly, RA O'Donnell, RI Woolway… - Nature …, 2020 - nature.com
Water temperature is critical for the ecology of lakes. However, the ability to predict its spatial
and seasonal variation is constrained by the lack of a thermal classification system. Here we …