A study on global solar radiation forecasting using weather forecast data

Fumitoshi Nomiyama, Joji Asai, Takuma Murakami, Junichi Murata

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

5 Citations (Scopus)

Abstract

A set of three methods are proposed for forecasting amounts of global solar radiation. The forecasts are used to predict the output power of photovoltaic systems installed in power systems and control the output of other generators to meet the electricity demand. The methods forecast two-day-ahead, one-day-ahead and three-hour-ahead global solar radiation, respectively, based on weather information using descriptive statistics, factor analysis and binary trees. The main focus is on estimation of the anticipated variations in the forecasts, finding relevant input variables or signal components, and dealing with the nonlinearity of the relationship between the global solar radiation and the input variables. The methods have been tested on the meteorological and global solar radiation data obtained at an observation site, and the results show that they are 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
Title of host publication54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011
DOIs
Publication statusPublished - Oct 13 2011
Event54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011 - Seoul, Korea, Republic of
Duration: Aug 7 2011Aug 10 2011

Publication series

NameMidwest Symposium on Circuits and Systems
ISSN (Print)1548-3746

Other

Other54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011
CountryKorea, Republic of
CitySeoul
Period8/7/118/10/11

Fingerprint

Weather forecasting
Solar radiation
Binary trees
Factor analysis
Electricity
Statistics

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Electrical and Electronic Engineering

Cite this

Nomiyama, F., Asai, J., Murakami, T., & Murata, J. (2011). A study on global solar radiation forecasting using weather forecast data. In 54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011 [6026332] (Midwest Symposium on Circuits and Systems). https://doi.org/10.1109/MWSCAS.2011.6026332

A study on global solar radiation forecasting using weather forecast data. / Nomiyama, Fumitoshi; Asai, Joji; Murakami, Takuma; Murata, Junichi.

54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011. 2011. 6026332 (Midwest Symposium on Circuits and Systems).

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

Nomiyama, F, Asai, J, Murakami, T & Murata, J 2011, A study on global solar radiation forecasting using weather forecast data. in 54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011., 6026332, Midwest Symposium on Circuits and Systems, 54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011, Seoul, Korea, Republic of, 8/7/11. https://doi.org/10.1109/MWSCAS.2011.6026332
Nomiyama F, Asai J, Murakami T, Murata J. A study on global solar radiation forecasting using weather forecast data. In 54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011. 2011. 6026332. (Midwest Symposium on Circuits and Systems). https://doi.org/10.1109/MWSCAS.2011.6026332
Nomiyama, Fumitoshi ; Asai, Joji ; Murakami, Takuma ; Murata, Junichi. / A study on global solar radiation forecasting using weather forecast data. 54th IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2011. 2011. (Midwest Symposium on Circuits and Systems).
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