Day ahead global solar radiation forecasting using binary trees and factor analysis

Fumitoshi Nomiyama, Takuma Murakami, Joji Asai, Hirotaka Takano, Junichi Murata

Research output: Contribution to journalArticle

1 Citation (Scopus)

Abstract

A method is proposed for forecasting global solar radiation. The method is based on weather information using binary trees and factor analysis. The feature of this method is that it is possible to use a simple linear forecasting equation. The method has been tested on the meteorological and global solar radiation data obtained at several observation sites, and the results show that it is promising to be used to keep the balance between demand and supply of electric power in the near future power systems with a large number of photovoltaic systems installed.

Original languageEnglish
Pages (from-to)353-359
Number of pages7
JournalIEEJ Transactions on Power and Energy
Volume134
Issue number4
DOIs
Publication statusPublished - 2014

Fingerprint

Binary trees
Factor analysis
Solar radiation

All Science Journal Classification (ASJC) codes

  • Energy Engineering and Power Technology
  • Electrical and Electronic Engineering

Cite this

Day ahead global solar radiation forecasting using binary trees and factor analysis. / Nomiyama, Fumitoshi; Murakami, Takuma; Asai, Joji; Takano, Hirotaka; Murata, Junichi.

In: IEEJ Transactions on Power and Energy, Vol. 134, No. 4, 2014, p. 353-359.

Research output: Contribution to journalArticle

Nomiyama, Fumitoshi ; Murakami, Takuma ; Asai, Joji ; Takano, Hirotaka ; Murata, Junichi. / Day ahead global solar radiation forecasting using binary trees and factor analysis. In: IEEJ Transactions on Power and Energy. 2014 ; Vol. 134, No. 4. pp. 353-359.
@article{b1ff6ab896064b359bd68705e6d86295,
title = "Day ahead global solar radiation forecasting using binary trees and factor analysis",
abstract = "A method is proposed for forecasting global solar radiation. The method is based on weather information using binary trees and factor analysis. The feature of this method is that it is possible to use a simple linear forecasting equation. The method has been tested on the meteorological and global solar radiation data obtained at several observation sites, and the results show that it is promising to be used to keep the balance between demand and supply of electric power in the near future power systems with a large number of photovoltaic systems installed.",
author = "Fumitoshi Nomiyama and Takuma Murakami and Joji Asai and Hirotaka Takano and Junichi Murata",
year = "2014",
doi = "10.1541/ieejpes.134.353",
language = "English",
volume = "134",
pages = "353--359",
journal = "IEEJ Transactions on Power and Energy",
issn = "0385-4213",
publisher = "The Institute of Electrical Engineers of Japan",
number = "4",

}

TY - JOUR

T1 - Day ahead global solar radiation forecasting using binary trees and factor analysis

AU - Nomiyama, Fumitoshi

AU - Murakami, Takuma

AU - Asai, Joji

AU - Takano, Hirotaka

AU - Murata, Junichi

PY - 2014

Y1 - 2014

N2 - A method is proposed for forecasting global solar radiation. The method is based on weather information using binary trees and factor analysis. The feature of this method is that it is possible to use a simple linear forecasting equation. The method has been tested on the meteorological and global solar radiation data obtained at several observation sites, and the results show that it is promising to be used to keep the balance between demand and supply of electric power in the near future power systems with a large number of photovoltaic systems installed.

AB - A method is proposed for forecasting global solar radiation. The method is based on weather information using binary trees and factor analysis. The feature of this method is that it is possible to use a simple linear forecasting equation. The method has been tested on the meteorological and global solar radiation data obtained at several observation sites, and the results show that it is promising to be used to keep the balance between demand and supply of electric power in the near future power systems with a large number of photovoltaic systems installed.

UR - http://www.scopus.com/inward/record.url?scp=84898003751&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84898003751&partnerID=8YFLogxK

U2 - 10.1541/ieejpes.134.353

DO - 10.1541/ieejpes.134.353

M3 - Article

VL - 134

SP - 353

EP - 359

JO - IEEJ Transactions on Power and Energy

JF - IEEJ Transactions on Power and Energy

SN - 0385-4213

IS - 4

ER -