Graphical Modeling for Analysis of Hourly Electricity Demand and Market Price

研究成果: Conference contribution

抄録

Recent changes in power system, e.g. large-scale penetration of renewable energy source, have led to change the behavior of the electricity demand and market price drastically; this behavior is also influenced by various factors such as weather and economic conditions. The factors that affect such demand and price are complex and the analysis of these factors enables stakeholders to construct an electricity business strategy. Therefore, a framework is needed to analyze and interpret the relationships among these demand, price, and factors. Construction of a graphical model is an attractive approach to describe the statistical relationships among these factors; the directed graphical model flexibly visualizes the direct/indirect factors affecting the demand and price. In this study, the authors applied a graphical modeling scheme using the sparse partially linear additive models for factor analysis of electricity demand and price. The scheme is applied to a real-world dataset and discussed from the viewpoint of interpretability.

本文言語English
ホスト出版物のタイトル2020 17th International Conference on the European Energy Market, EEM 2020
出版社IEEE Computer Society
ISBN(電子版)9781728169194
DOI
出版ステータスPublished - 2020 9
イベント17th International Conference on the European Energy Market, EEM 2020 - Stockholm, Sweden
継続期間: 2020 9 162020 9 18

出版物シリーズ

名前International Conference on the European Energy Market, EEM
2020-September
ISSN(印刷版)2165-4077
ISSN(電子版)2165-4093

Conference

Conference17th International Conference on the European Energy Market, EEM 2020
国/地域Sweden
CityStockholm
Period20/9/1620/9/18

ASJC Scopus subject areas

  • マーケティング
  • エネルギー工学および電力技術
  • 燃料技術

フィンガープリント

「Graphical Modeling for Analysis of Hourly Electricity Demand and Market Price」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