Invention Grant
- Patent Title: Method and apparatus for photovoltaic power forecast based on numerical weather prediction
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Application No.: US15992244Application Date: 2018-05-30
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Publication No.: US10910840B2Publication Date: 2021-02-02
- Inventor: Haiwang Zhong , Jianxiao Wang , Yang Wang , Xiaowen Lai , Qing Xia , Chongqing Kang
- Applicant: TSINGHUA UNIVERSITY , BEIJING TSINTERGY TECHNOLOGY CO., LTD.
- Applicant Address: CN Beijing; CN Beijing
- Assignee: TSINGHUA UNIVERSITY,BEIJING TSINTERGY TECHNOLOGY CO., LTD.
- Current Assignee: TSINGHUA UNIVERSITY,BEIJING TSINTERGY TECHNOLOGY CO., LTD.
- Current Assignee Address: CN Beijing; CN Beijing
- Agency: Hodgson Russ LLP
- Priority: CN201710492720 20170626
- Main IPC: H02J3/38
- IPC: H02J3/38 ; G01W1/10 ; G01W1/12 ; H02J3/00 ; G06N7/00 ; G06N3/02 ; G06N20/10

Abstract:
The present disclosure provides a method and an apparatus for photovoltaic power forecast based on numerical weather prediction. The method includes: determining a historical key weather feature matrix and a prediction key weather feature matrix; determining a historical weather data matrix and a prediction weather data matrix; determining a historical input matrix and a prediction input matrix; combining the historical input matrix and the prediction input matrix; performing singular value decomposition on the combined input matrix to obtain a principal component feature matrix; determining K principal component features corresponding to K historical time periods having the nearest Manhattan distances with the prediction time period; acquiring a fitting relationship according to the K principal component features and K photovoltaic powers corresponding to the K historical time periods; inputting the principal component feature corresponding to the prediction time period to the fitting relationship to obtain a photovoltaic power.
Public/Granted literature
- US20180375334A1 METHOD AND APPARATUS FOR PHOTOVOLTAIC POWER FORECAST BASED ON NUMERICAL WEATHER PREDICTION Public/Granted day:2018-12-27
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