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Task-Oriented Communication for Real-Time Demand Response in Smart Grids

  • Junjie Wu*
  • , Wei Chen*
  • *此作品的通讯作者
  • Tsinghua University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

With the rapid development of smart grids, Demand Response Management (DRM) is expected to become the most effective and reliable solution to reduce peak load in electricity grids for adaptation of fluctuating electricity supply. It aims to shape the users' electricity loads by exchanging information in real time between the power utility and demand sides. Thus, a real-time communication mechanism needs to be designed for information transmission in demand response. In this paper, we propose a task-oriented communication mechanism to balance the electricity load and supply as quickly as possible in real-time demand response. The cumulative mean square error (MSE) between the electricity load and supply is defined as the performance metric of the designed communication mechanism. On this basis, both centralized direct control and distributed control through electricity price have been considered in demand response. Under these control mechanisms, task-oriented incremental source coding is introduced for the minimization of cumulative MSE between the electricity load and supply. Finally, numerical results are presented to show the potential of our proposed incremental source coding mechanism for real-time demand response.

源语言英语
主期刊名ICC 2023 - IEEE International Conference on Communications
主期刊副标题Sustainable Communications for Renaissance
编辑Michele Zorzi, Meixia Tao, Walid Saad
出版商Institute of Electrical and Electronics Engineers Inc.
2982-2987
页数6
ISBN(电子版)9781538674628
DOI
出版状态已出版 - 2023
已对外发布
活动2023 IEEE International Conference on Communications, ICC 2023 - Rome, 意大利
期限: 28 5月 20231 6月 2023

出版系列

姓名IEEE International Conference on Communications
2023-May
ISSN(印刷版)1550-3607

会议

会议2023 IEEE International Conference on Communications, ICC 2023
国家/地区意大利
Rome
时期28/05/231/06/23

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

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