Net load forecasting method and apparatus for new energy electric power market

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United States of America Patent

PATENT NO 12100950
APP PUB NO 20240055856A1
SERIAL NO

17762366

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Abstract

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Disclosed are a net load forecasting method and apparatus for a new energy electric power market. The method includes: obtaining and performing data preprocessing on new energy output data and external environmental data, and extracting strongly correlated features from the new energy output data and the external environmental data after the data preprocessing; performing feature expansion on the strongly correlated features, and inputting the strongly correlated features after the feature expansion into a preconstructed regression forecasting model, to obtain a first forecast value; obtaining and performing data preprocessing on user load data and load influencing factor data, and inputting the user load data and the load influencing factor data after the data preprocessing into a FNN-LSTM hybrid model, to obtain a second forecast value; and calculating a difference between the second forecast value and the first forecast value, to obtain a net load forecasting result.

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Patent Owner(s)

Patent OwnerAddress
STATE GRID ZHEJIANG ELECTRIC POWER CO LTD TAIZHOU POWER SUPPLY COMPANY317000 NO 809 DOWNTOWN AVENUE ZHEJIANG TAIZHOU TAIZHOU CITY ZHEJIANG PROVINCE 317000

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Guo, Feng Zhejiang, CN 198 1546
Hong, Lei Zhejiang, CN 21 77
Luo, Yefeng Zhejiang, CN 2 0
Qiu, Yuyin Zhejiang, CN 1 0
Ren, Ying Zhejiang, CN 19 187
Si, Jiandong Zhejiang, CN 3 2
Tu, Yuxi Zhejiang, CN 2 1
Wang, Binren Zhejiang, CN 2 0
Wang, Lintong Zhejiang, CN 3 1
Wang, Zhouhong Zhejiang, CN 8 104
Xie, Huili Zhejiang, CN 1 0
Yu, Jie Zhejiang, CN 218 4360
Yu, Zhijian Zhejiang, CN 5 1
Zhang, Dongbo Zhejiang, CN 16 18
Zheng, Yuande Zhejiang, CN 7 3
Zheng, Zihuai Zhejiang, CN 4 1
Zhou, Jiahao Zhejiang, CN 6 1

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