Solar Irradiance Forecasting Based on Electromagnetism-like Neural Networks

Ke Hung Lee, Ming Wei Hsu, Yih Guang Leu

研究成果: 書貢獻/報告類型會議論文篇章

3 引文 斯高帕斯(Scopus)

摘要

This paper studies the forecasting of solar irradiance using electromagnetism-like neural networks. First, a solar irradiance information platform is set up to collect the relevant data for the solar irradiance forecasting. The solar irradiance information platform includes a pyranometer, a single board computer, a camera and a cloud server. By integrating the software and hardware of the solar irradiance information platform, real-time solar irradiances and sky images can be captured and stored in the MySQL database of the cloud server. Then, these solar irradiances and sky images are used to establish a neural network forecasting system. An improved electromagnetism-like algorithm is used to optimize the neural network prediction system. Finally, some comparison results are given to verify the effectiveness of the method proposed in this paper.

原文英語
主出版物標題1st IEEE International Conference on Knowledge Innovation and Invention, ICKII 2018
編輯Teen-Hang Meen
發行者Institute of Electrical and Electronics Engineers Inc.
頁面365-368
頁數4
ISBN(電子)9781538652671
DOIs
出版狀態已發佈 - 2018 十二月 7
對外發佈Yes
事件1st IEEE International Conference on Knowledge Innovation and Invention, ICKII 2018 - Jeju Island, 大韓民國
持續時間: 2018 七月 232018 七月 27

出版系列

名字1st IEEE International Conference on Knowledge Innovation and Invention, ICKII 2018

會議

會議1st IEEE International Conference on Knowledge Innovation and Invention, ICKII 2018
國家大韓民國
城市Jeju Island
期間2018/07/232018/07/27

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Graphics and Computer-Aided Design
  • Computer Networks and Communications
  • Computer Science Applications
  • Information Systems and Management
  • Media Technology

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