Long-term daily water temperatures unveil escalating water warming and intensifying heatwaves in the Odra river Basin, Central Europe

被引:3
|
作者
Sun, Jiang [1 ]
Di Nunno, Fabio [2 ]
Sojka, Mariusz [4 ]
Ptak, Mariusz [3 ,4 ]
Zhou, Quan [1 ]
Luo, Yi [5 ]
Zhu, Senlin [1 ]
Granata, Francesco [2 ]
机构
[1] Yangzhou Univ, Coll Hydraul Sci & Engn, Yangzhou, Peoples R China
[2] Univ Cassino & Southern Lazio, Dept Civil & Mech Engn DICEM, Via Biasio 43, I-03043 Cassino, Frosinone, Italy
[3] Poznan Univ Life Sci, Dept Land Improvement Environm Dev & Spatial Manag, Piatkowska 94E, PL-60649 Poznan, Poland
[4] Adam Mickiewicz Univ, Dept Hydrol & Water Management, B Krygowskiego 10, PL-61680 Poznan, Poland
[5] Yunnan Normal Univ, GIS Technol Res Ctr Resource & Environm Western Ch, Kunming, Peoples R China
基金
美国国家科学基金会;
关键词
River water temperature; Ensemble modeling; Annual variation; Seasonal pattern; River heatwaves; EXTREME HYDROLOGICAL EVENTS; CLIMATE-CHANGE; RIPARIAN VEGETATION; THERMAL REGIME; STREAM; DRIVERS; MODEL; FLOW;
D O I
10.1016/j.gsf.2024.101916
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Water temperature is a critical indicator and weathervane of aquatic ecosystems. However, the vast majority of rivers lack long-term continuous and complete water temperature datasets. In this study, ensemble models by combining NARX (nonlinear autoregressive network with exogenous inputs) and air2stream were used to reconstruct daily river water temperatures for 27 hydrological stations in the Odra River Basin, one of the largest river systems in Europe. For each hydrological station, both the NARX and air2stream models were calibrated and validated, and the better-performed model was selected to reconstruct daily river water temperatures from 1985 to 2022. The results showed that hybrid modeling by combining NARX and air2stream is promising for reconstructing daily river water temperatures. Based on the reconstructed dataset, annual and seasonal trends of water temperature and characteristics of river heatwaves were evaluated. The results indicated that annual river water temperatures showed a consistent warming trend over the past 40 years with an average warming rate of 0.315 degrees C/decade. Seasonal river water temperatures indicated that summer warms faster, followed by autumn and spring, and winter river water temperatures showed an insignificant warming trend. River heatwaves are increased in frequency, duration, and intensity in the Odra River Basin, and 6 out of 27 hydrological stations have river heatwaves categorized as 'severe' and 'extreme', suggesting that mitigation measures are needed to reduce the impact of climate warming on aquatic systems. Moreover, results showed that air temperature is the major controller of river heatwaves, and river heatwaves tend to intensify with the warming of air temperatures. (c) 2024 China University of Geosciences (Beijing) and Peking University. Published by Elsevier B.V. on behalf of China University of Geosciences (Beijing).
引用
收藏
页数:15
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