Intelligent Prediction of Cloud Movement Path

Shuo Kao, Yih Guang Leu*, Chia Hao Chen, Tsai Ping Chu

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Due to the proportion of solar power generation in the power grid gradual increasing, weather forecasting plays an important role in the operation of power grid. In the case of a solar eclipse, the solar power generation will be influenced severely. In order to maintain grid stability, grid operations can precisely calculate the solar shading situation by the location and time of the solar eclipse, and then prepare in advance to reduce the impact of grid ramping event. The purpose of this paper is to predict the movement path of cloud blocks and estimate the solar shading by cloud blocks, and to estimate the variation of solar irradiance through Long Short-Term Memory (LSTM) network in order to provide dispatchers or Energy Management System (EMS) to effectively respond to the impact of cloud blocks on the power grid in advance.

Original languageEnglish
Title of host publicationProceedings of 2023 International Conference on System Science and Engineering, ICSSE 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages344-347
Number of pages4
ISBN (Electronic)9798350322941
DOIs
Publication statusPublished - 2023
Event2023 International Conference on System Science and Engineering, ICSSE 2023 - Virtual, Ho Chi Minh City, Viet Nam
Duration: 2023 Aug 272023 Aug 28

Publication series

NameProceedings of 2023 International Conference on System Science and Engineering, ICSSE 2023

Conference

Conference2023 International Conference on System Science and Engineering, ICSSE 2023
Country/TerritoryViet Nam
CityVirtual, Ho Chi Minh City
Period2023/08/272023/08/28

Keywords

  • All-sky image
  • LSTM
  • Optical Flow
  • Solar irradiance

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Science Applications
  • Computer Vision and Pattern Recognition
  • Energy Engineering and Power Technology
  • Control and Systems Engineering
  • Control and Optimization

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