基于CE-QUAL-W2和CMIP6的溪洛渡库区未来水温预测OA
Future water temperature prediction for Xiluodu Reservoir area based on CE-QUAL-W2 and CMIP6
为探究未来气候变化背景下溪洛渡库区水温分层结构的演变特征,基于 CMIP6 气候情景数据,提出了耦合 CE-QUAL-W2 与 LSTM 模型的水温模拟方法.该方法采用 LSTM 模型模拟水库入流边界条件,利用 CE-QUAL-W2 模型预测不同排放情景下溪洛渡库区水温分布,并引入施密特稳定性指数(SSI)与垂向温度梯度(VTG)两种指标,对水温分层结构的演变趋势进行预测分析.结果表明:不同排放情景下,溪洛渡水库 SSI 呈逐年增强趋势,分层稳定性逐渐提高;VTG 表现出初期上升、后期下降的变化特征;排放强度越高,表层水温的线性拟合优度和升温速率越大,水体对气候变暖的热响应更为显著;表层至底层水体对气候变化的响应程度逐渐减弱,但深层水体的长期热积累趋势仍不容忽视.
To investigate the evolution characteristics of the water temperature stratification structure in the Xiluodu Reservoir under future climate change,this study proposed a water temperature simulation method coupling the CE-QUAL-W2 model with the LSTM model based on CMIP6 climate scenario data.The LSTM model was used to simulate the reservoir inflow boundary conditions,enabling the CE-QUAL-W2 model to predict water temperature distribution in the Xiluodu Reservoir under different emission scenarios.In addition,the Schmidt stability index(SSI)and vertical temperature gradient(VTG)were introduced to predict and analyze the evolutionary trends of the water temperature stratification structure.The results show that,under different emission scenarios,SSI of the Xiluodu Reservoir exhibits an increasing trend over time,indicating a gradual enhancement of stratification stability,and VTG shows an initial increase followed by a subsequent decrease.Higher emission intensities correspond to greater linear fitting goodness and higher warming rates of surface water temperature,suggesting a more pronounced thermal response of the water body to climate warming.The response intensity to climate change gradually weakens from the surface layer to the bottom layer;however,the long-term heat accumulation trend in deep water remains non-negligible.
王远坤;王森;赵磊;尤扬;赵忠伟;覃书豪;张验科
华北电力大学水利与水电工程学院华北电力大学水利与水电工程学院华北电力大学水利与水电工程学院华北电力大学水利与水电工程学院河海大学港口海岸与近海工程学院华北电力大学水利与水电工程学院华北电力大学水利与水电工程学院
水温预测水温分层结构CE-QUAL-W2模型CMIP6溪洛渡水库
water temperature predictionwater temperature stratification structureCE-QUAL-W2 modelCMIP6Xiluodu Reservoir
《水资源保护》 2026 (3)
182-190,9
国家自然科学基金项目(52279064,52579010)
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