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Revealing Generalized Load Characteristics with Variable Scale User Portrait

  • Xi'an Jiaotong University

科研成果: 书/报告/会议事项章节会议稿件同行评审

2 引用 (Scopus)

摘要

With the development of distributed energy technologies, the proportion of generalized load in electric load has greatly increased. Traditional research methods lack variation among different scales and efficiency in big data processing. This paper proposes variable scale user portrait to visually reveal temporal distribution characteristics of generalized load. We adopt it to the data of 3500 customers of Australian Smart Grid, Smart City(SGSC) program. We first set up the label system which is key to user portrait. With Euclidean distance based distributed clustering(EDBDC), the typical users are obtained quickly and efficiently. Then we construct the user portrait with variable time scale load curves for each customer category. The result pattern can provide exploitable information to utilities and retailers for efficient design and implementation of energy service targeted to various customer categories.

源语言英语
主期刊名2018 International Conference on Power System Technology, POWERCON 2018 - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
4062-4070
页数9
ISBN(电子版)9781538664612
DOI
出版状态已出版 - 2 7月 2018
活动2018 International Conference on Power System Technology, POWERCON 2018 - Guangzhou, 中国
期限: 6 11月 20189 11月 2018

出版系列

姓名2018 International Conference on Power System Technology, POWERCON 2018 - Proceedings

会议

会议2018 International Conference on Power System Technology, POWERCON 2018
国家/地区中国
Guangzhou
时期6/11/189/11/18

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源
  2. 可持续发展目标 11 - 可持续城市和社区
    可持续发展目标 11 可持续城市和社区

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