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融合主成分分析与深度学习的地下水水位动态预测
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作者 彭胜巍 杨英杰 +3 位作者 朱华浪 张将伟 李东宸 梁修雨 《安全与环境工程》 北大核心 2026年第1期239-248,共10页
为提高地下水水位预测模型的精度与可解释性,提出了一种结合主成分分析(principal component analysis,PCA)法、沙普利加法解释(Shapley additive explanations,SHAP)法和深度学习算法的地下水水位可解释预测模型。首先,收集深汕合作区... 为提高地下水水位预测模型的精度与可解释性,提出了一种结合主成分分析(principal component analysis,PCA)法、沙普利加法解释(Shapley additive explanations,SHAP)法和深度学习算法的地下水水位可解释预测模型。首先,收集深汕合作区的地下水和气象观测数据,并采用PCA对多维数据进行了降维处理。随后,将降维后的主成分作为输入,对长短期记忆(long short-term memory,LSTM)神经网络和门控循环单元(gated recurrent unit,GRU)神经网络2种深度学习模型进行了训练。最后,使用SHAP法对模型结果进行了可解释性分析。结果表明:采用PCA法进行数据预处理可显著提升LSTM和GRU模型对地下水水位的预测精度;SHAP分析显示,研究区山坡及海岸带地下水的主要驱动因素为蒸发,山谷地区地下水的主要驱动因素为降水;SHAP分析得出的因子重要性排序与PCA结果不同,能更真实地反映水文过程机理。研究为构建高精度、强可解释性的地下水水位预测模型提供了新途径,具有良好的推广与应用前景。 展开更多
关键词 地下水水位预测 主成分分析 长短期记忆(LSTM)神经网络 门控循环单元(GRU)神经网络 可解释性分析
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Toxic effects of crude-oil-contaminated soil in aquatic environment on Carassius auratus and their hepatic antioxidant defense system 被引量:3
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作者 WANG Yuanyuan ZHOU Qixing +2 位作者 peng shengwei MA Lena Q NIU Xiaowei 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2009年第5期612-617,共6页
Under the indoor simulant conditions, toxic effects of crude-oil-contaminated soil which was put into aquatic environment on the young fishes Carassius auratus and their hepatic antioxidant system after a 20-d exposur... Under the indoor simulant conditions, toxic effects of crude-oil-contaminated soil which was put into aquatic environment on the young fishes Carassius auratus and their hepatic antioxidant system after a 20-d exposure were investigated. Results showed that the relationship between the mortality of C. auratus and the exposed doses could be divided into 3 phases: fishes exposed to the low dose groups (0.5-5.0 g/L) were dead due to the ingestion of crude-oil-contaminated soils in aquatic environment; at the medium dose groups (5.0-25.0 g/L) fishes were dead due to the penetration of toxic substances; at the high dose groups (25.0-50.0 g/L) fishes were dead due to environmental stress. The highest mortality and death speed were found in the 1.0 g/L dose group, and the death speed was sharply increased in the 50.0 g/L dose group in the late phase of exposure. The activities of superoxide dismutase (SOD), catalase (CAT) and glutathione S-transferase (GST) and the content of malaondialdehyde (MDA) in the hepatic tissues of C. auratus were induced significantly. The activity of SOD was increased and then decreased. It was significantly inhibited in the 50.0 g/L dose group. The activity of CAT was highly induced, and restored to a level which is little more than the control when the exposed doses exceeded 10.0 g/L. The activity of GST was the most sensitive, it was significantly induced in all dose groups, and the highest elevation was up to 6 times in the 0.5 g/L dose group comparing with the control. The MDA content was significantly elevated in the 50.0 g/L dose group, and the changes of the MDA content were opposite with the changes of GST activity. 展开更多
关键词 crude-oil-contaminated soil ECOTOXICOLOGY aquatic environment Carassius auratus antioxidant defense system
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远程医疗在肺移植患者居家呼吸康复中应用的研究进展
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作者 赵敬 裴永菊 +3 位作者 王卫香 倪明辉 彭胜伟 任建伟 《中国临床护理》 2024年第12期739-743,共5页
远程医疗是医疗卫生人员利用通信设施及智能化电子设备为患者进行远程疾病监测和康复指导。文章对远程医疗在肺移植患者居家呼吸康复中的主要应用形式、应用效果、应用局限及挑战等进行了综述,以期为我国进一步开展肺移植患者居家呼吸... 远程医疗是医疗卫生人员利用通信设施及智能化电子设备为患者进行远程疾病监测和康复指导。文章对远程医疗在肺移植患者居家呼吸康复中的主要应用形式、应用效果、应用局限及挑战等进行了综述,以期为我国进一步开展肺移植患者居家呼吸康复服务提供参考。 展开更多
关键词 远程医疗 肺移植 呼吸康复 综述
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