Development of Simple Estimation Model for Aggregated Residential Load by using Temperature Data in Multi-Region

Eiki Arai, Yuzuru Ueda

研究成果: Conference contribution査読

5 被引用数 (Scopus)

抄録

With spread of photovoltaic (PV) system in power systems, it will become more difficult to keep supply-demand balance of the power in multi-region by control of only the system side. Cooperation between the centralized energy management and distributed energy management is important for improving the supply-demand balance. For this purpose, it is necessary to accurately forecast the load and the PV power generation in a region. However, forecasting of residential load is very difficult because of steep fluctuations. In addition, we cannot obtain every residential load data. So we need to develop a basic model that forecasts the load of multi-regions without using actual measured data in all of the regions. In this paper, we analyzed the main component of the load to create a load estimation model. The load response associated with temperature fluctuations was modeled per time resolution of one hour by the main component analysis. We also estimated aggregated residential loads of multi-region. On the other hand, PV power generation was chosen from a similar day based on irradiance and temperature of multi-region. As a result, a dataset for large-scale power system control simulation was made, and a stable power supply from the system side will be possible by demand response (DR) using demand-side storage batteries.

本文言語English
ホスト出版物のタイトル2015 International Conference on Renewable Energy Research and Applications, ICRERA 2015
出版社Institute of Electrical and Electronics Engineers Inc.
ページ772-776
ページ数5
ISBN(電子版)9781479999828
DOI
出版ステータスPublished - 2015
イベント4th International Conference on Renewable Energy Research and Applications, ICRERA 2015 - Palermo, Italy
継続期間: 22 11月 201525 11月 2015

出版物シリーズ

名前2015 International Conference on Renewable Energy Research and Applications, ICRERA 2015

Conference

Conference4th International Conference on Renewable Energy Research and Applications, ICRERA 2015
国/地域Italy
CityPalermo
Period22/11/1525/11/15

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