A LSTM-based approximate dynamic programming method for hydropower reservoir operation optimization

Zhong-kai Feng, Tao Luo,Wen-jing Niu,Tao Yang,Wen-chuan Wang

JOURNAL OF HYDROLOGY（2023）

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摘要

•ADP is proposed to avoid the redundant computation in DP’s recursive equation.•LSTM-based response surface model reduces intensive power output calculations.•ADP uses less time to provide satisfying results for hydropower reservoir operation.

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关键词

Reservoir operation,Response surface,Artificial intelligence,Dynamic programming,Long short-term memory,Curse of dimensionality

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