Short-term water demand forecast based on automatic feature extraction by one-dimensional convolution

Lei Chen,Hexiang Yan,Jieru Yan, Jiaying Wang,Tao Tao,Kunlun Xin,Shuping Li,Zhengheng Pu, Jian Qiu

Journal of Hydrology（2022）

引用 16|浏览9

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摘要

•A water demand forecast model based on automatic feature extraction is proposed.•The impact of data cleaning on water demand forecast is studied for the first time.•Methods for optimizing water demand forecast training is proposed.

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关键词

Water distribution system,Water demand forecast,Deep learning,Automatic feature extraction,One-dimensional convolution,Gated recurrent unit

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