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On Distributed Optimization for Supply Demand Coordination in Cyber Physical Energy Systems

  • Tsinghua University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

It is of great practical interest to coordinate the stochastic supply and uncertain demand on electricity in a cyber physical energy system (CPES) such as urban energy internet and micro grid of buildings, especially by scalable distributed optimization algorithms. We consider this important problem in this paper and make the following major contributions. First, we consider the coordination between the supply of wind power generation and the charging demand from a fleet of shared electric vehicles in urban cities. The problem is formulated as a Markov decision process with average cost over finite stages. Second, we propose index policy, which is suitable for distributed implementation. Third, we numerically compare the index policy with Q-learning algorithms on case studies. The results show that index policies are scalable and achieve good performance in general. We hope this work sheds insight on distributed optimization for supply demand coordination in CPES in general.

Original languageEnglish
Title of host publication2018 IEEE 14th International Conference on Automation Science and Engineering, CASE 2018
PublisherIEEE Computer Society
Pages553-558
Number of pages6
ISBN (Electronic)9781538635933
DOIs
StatePublished - 4 Dec 2018
Event14th IEEE International Conference on Automation Science and Engineering, CASE 2018 - Munich, Germany
Duration: 20 Aug 201824 Aug 2018

Publication series

NameIEEE International Conference on Automation Science and Engineering
Volume2018-August
ISSN (Print)2161-8070
ISSN (Electronic)2161-8089

Conference

Conference14th IEEE International Conference on Automation Science and Engineering, CASE 2018
Country/TerritoryGermany
CityMunich
Period20/08/1824/08/18

Keywords

  • Distributed optimization
  • Markov decision process
  • cyber physical energy system
  • index policy

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