New scenario-based stochastic programming problem for long-term allocation of renewable distributed generations

Ikki Tanaka, Hiromitsu Ohmori

研究成果: Conference contribution

抄録

Large installation of distributed generations (DGs) of renewable energy sources (RESs) on distribution network has been one of the challenging tasks in the last decade. According to the installation strategy of Japan, long-term visions for high penetration of RESs have been announced. However, specific installation plans have not been discussed and determined. In this paper, for supporting the decision-making of the investors, a new scenario-based two-stage stochastic programming problem for long-term allocation of DGs is proposed. This problem minimizes the total system cost under the power system constraints in consideration of incentives to promote DG installation. At the first stage, before realizations (scenarios) of the random variables are known, DGs’ investment variables are determined. At the second stage, after scenarios become known, operation and maintenance variables that depend on scenarios are solved. Furthermore, a new scenario generation procedure with clustering algorithm is developed. This method generates many scenarios by using historical data. The uncertainties of demand, wind power, and photovoltaic (PV) are represented as scenarios, which are used in the stochastic problem. The proposed model is tested on a 34 bus radial distribution network. The results provide the optimal long-term investment of DGs and substantiate the effectiveness of DGs.

本文言語English
ホスト出版物のタイトルICORES 2017 - Proceedings of the 6th International Conference on Operations Research and Enterprise Systems
編集者Federico Liberatore, Greg H. Parlier, Marc Demange
出版社SciTePress
ページ96-107
ページ数12
ISBN(電子版)9789897582189
DOI
出版ステータスPublished - 2017
イベント6th International Conference on Operations Research and Enterprise Systems, ICORES 2017 - Porto, Portugal
継続期間: 2017 2月 232017 2月 25

出版物シリーズ

名前ICORES 2017 - Proceedings of the 6th International Conference on Operations Research and Enterprise Systems
2017-January

Other

Other6th International Conference on Operations Research and Enterprise Systems, ICORES 2017
国/地域Portugal
CityPorto
Period17/2/2317/2/25

ASJC Scopus subject areas

  • 計算理論と計算数学
  • コンピュータ サイエンスの応用
  • 制御およびシステム工学
  • 経営科学およびオペレーションズ リサーチ

フィンガープリント

「New scenario-based stochastic programming problem for long-term allocation of renewable distributed generations」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル