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Hai Zhou

China Electric Power Research Institute

SCHOLARLY PAPERS

4

DOWNLOADS

178

TOTAL CITATIONS

4

Scholarly Papers (4)

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1.

Intelligent Clustering-Based Interval Forecasting Method for Photovoltaic Power Generation Using Cnn-Lstm Neural Network

Downloads 78 (816,709)
Citation 4

Intelligent Clustering-Based Interval Forecasting Method for Photovoltaic Power Generation Using Cnn-Lstm Neural Network

Number of pages: 32 Posted: 19 Oct 2023
honglu zhu, Yahui Sun, Hai Zhou, Yifei Guan, Nan Wang and Wenwen Ma
North China Electric Power University, North China Electric Power University, China Electric Power Research Institute, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 42 (1,183,247)
Citation 4

Abstract:

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PV power generation, output features, interval forecasting, CNN-LSTM, multi-model

Intelligent Clustering-Based Interval Forecasting Method for Photovoltaic Power Generation Using Cnn-Lstm Neural Network

Number of pages: 32 Posted: 28 Sep 2023
honglu zhu, Yahui Sun, Hai Zhou, Yifei Guan, Nan Wang and Wenwen Ma
North China Electric Power University, North China Electric Power University, China Electric Power Research Institute, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 36 (1,267,060)

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PV power generation, output features, interval forecasting, CNN-LSTM, multi-model

2.

Improved Reference Condition Independent Method for Output Performance Estimation of Pv Modules Under Varying Operating Conditions

Number of pages: 41 Posted: 19 Nov 2023
Guorong Li, Yunpeng Zhang, Jiao Ma, Hai Zhou, Ji Wu, Shumin Sun, Daning you and Yuanpeng Zhang
Shandong University, Shandong University, Shandong University, China Electric Power Research Institute, China Electric Power Research Institute, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 45 (1,121,190)

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Photovoltaic, Parameters extraction, Reference condition, Transforming equations

3.

Gaussian Noise Injection and Emd-Based Feature Selection for Photovoltaic Power Prediction: Dynamic Importance Evaluation and Multi-Dimensional Accuracy Comparison with Pearson Correlation Methods

Number of pages: 36 Posted: 26 Apr 2025
Chang Liu, Yunpeng Zhang, Xianhong Yu, Chengjin Zhang, honglu zhu, Hai Zhou, Jun Liu and Shuai Yuan
Shandong University, Shandong University, Shandong University, Shandong University, North China Electric Power University, China Electric Power Research Institute, State Grid Shandong Electric Power Company and State Grid Shandong Electric Power Company
Downloads 37 (1,222,651)

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Empirical mode decomposition (EMD), Gaussian noise injection, feature importance evaluation

4.

Improving Photovoltaic Output Characteristics Modeling Via Reference Condition Optimization Based on Operating Condition Space Clustering

Number of pages: 26 Posted: 21 Jun 2025
Xianhong Yu, Yunpeng Zhang, Guorong Li, Jiao Ma, honglu zhu and Hai Zhou
Shandong University, Shandong University, Shandong University, Shandong University, North China Electric Power University and China Electric Power Research Institute
Downloads 18 (1,470,786)

Abstract:

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photovoltaic, single-diode model, reference condition, clustering, output characteristics