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 …
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 …
timing of seasonal temperatures having a dramatic influence on aquatic species. Here, a …
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 …
Future projections of thermal regimes and mixing characteristics in a monomictic reservoir under climate change
H Wang, Y Deng, Y Yang, M Chen, X Wang… - Science of the Total …, 2024 - Elsevier
Stratified structures are basic physical characteristics of lakes and reservoirs, which play
important roles in vertical convection and mixing processes. Global warming is expected to …
important roles in vertical convection and mixing processes. Global warming is expected to …
[HTML][HTML] A simple approach to estimate lake surface water temperatures in Polish lowland lakes
Study region Lowland lakes located at Poland. Study focus There are thousands of lowland
lakes in Poland, however, many of them don't have observed data of water temperatures …
lakes in Poland, however, many of them don't have observed data of water temperatures …
Critical factors for the use of machine learning to predict lake surface water temperature
A Yousefi, M Toffolon - Journal of Hydrology, 2022 - Elsevier
Abstract Models based on Machine Learning (ML) are pervading all fields of science and
practical applications, including the problem of forecasting water temperature in lakes, a …
practical applications, including the problem of forecasting water temperature in lakes, a …
[HTML][HTML] Thermal stratification and mixing of dam reservoirs in Iran
Although numerical water quality models offer valuable insights into thermal stratification
(TSn) and mixing dynamics in lakes, they are often resource and time consuming, limiting …
(TSn) and mixing dynamics in lakes, they are often resource and time consuming, limiting …
Evaluation of methods for estimating lake surface water temperature using Landsat 8
Changes in lake water temperature, observed with the greatest intensity during the last two
decades, may significantly affect the functioning of these unique ecosystems. Currently, in …
decades, may significantly affect the functioning of these unique ecosystems. Currently, in …
How climate change affects river and lake water temperature in central-west Poland—A case study of the Warta River catchment
J Gizińska, M Sojka - Atmosphere, 2023 - mdpi.com
Climate change has a significant impact on the abiotic and biotic environment. An increase
in air temperatures translates into higher temperatures of water constituting the habitat of a …
in air temperatures translates into higher temperatures of water constituting the habitat of a …