Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System

Integrated electrical and heating systems (IEHSs) are promising for increasing the flexibility of power systems by exploiting the heat energy storage of pipelines. With the recent development of advanced communication technology, distributed optimization is employed in the coordination of IEHSs to m...

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Main Authors: Xinyu Liang, Zhigang Li, Wenjing Huang, Q. H. Wu, Haibo Zhang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:Journal of Modern Power Systems and Clean Energy
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9198226/
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spelling doaj-aa52230b986740629f63b4c6bf45d6f62021-04-23T16:14:32ZengIEEEJournal of Modern Power Systems and Clean Energy2196-54202020-01-018587488310.35833/MPCE.2020.0001639198226Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating SystemXinyu Liang0Zhigang Li1Wenjing Huang2Q. H. Wu3Haibo Zhang4School of Electric Power Engineering, South China University of Technology,Guangzhou,China,510641School of Electric Power Engineering, South China University of Technology,Guangzhou,China,510641School of Electric Power Engineering, South China University of Technology,Guangzhou,China,510641School of Electric Power Engineering, South China University of Technology,Guangzhou,China,510641State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University,Beijing,China,102206Integrated electrical and heating systems (IEHSs) are promising for increasing the flexibility of power systems by exploiting the heat energy storage of pipelines. With the recent development of advanced communication technology, distributed optimization is employed in the coordination of IEHSs to meet the practical requirement of information privacy between different system operators. Existing studies on distributed optimization algorithms for IEHSs have seldom addressed packet loss during the process of information exchange. In this paper, a distributed paradigm is proposed for coordinating the operation of an IEHS considering communication packet loss. The relaxed alternating direction method of multipliers (R-ADMM) is derived by applying Peaceman-Rachford splitting to the Lagrangian dual of the primal problem. The proposed method is tested using several test systems in a lossy communication and transmission environment. Simulation results indicate the effectiveness and robustness of the proposed R-ADMM algorithm.https://ieeexplore.ieee.org/document/9198226/Alternating direction method of multipliers (ADMM)communication failuredistributed optimizationintegrated energy systemspacket loss
collection DOAJ
language English
format Article
sources DOAJ
author Xinyu Liang
Zhigang Li
Wenjing Huang
Q. H. Wu
Haibo Zhang
spellingShingle Xinyu Liang
Zhigang Li
Wenjing Huang
Q. H. Wu
Haibo Zhang
Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System
Journal of Modern Power Systems and Clean Energy
Alternating direction method of multipliers (ADMM)
communication failure
distributed optimization
integrated energy systems
packet loss
author_facet Xinyu Liang
Zhigang Li
Wenjing Huang
Q. H. Wu
Haibo Zhang
author_sort Xinyu Liang
title Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System
title_short Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System
title_full Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System
title_fullStr Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System
title_full_unstemmed Relaxed Alternating Direction Method of Multipliers for Hedging Communication Packet Loss in Integrated Electrical and Heating System
title_sort relaxed alternating direction method of multipliers for hedging communication packet loss in integrated electrical and heating system
publisher IEEE
series Journal of Modern Power Systems and Clean Energy
issn 2196-5420
publishDate 2020-01-01
description Integrated electrical and heating systems (IEHSs) are promising for increasing the flexibility of power systems by exploiting the heat energy storage of pipelines. With the recent development of advanced communication technology, distributed optimization is employed in the coordination of IEHSs to meet the practical requirement of information privacy between different system operators. Existing studies on distributed optimization algorithms for IEHSs have seldom addressed packet loss during the process of information exchange. In this paper, a distributed paradigm is proposed for coordinating the operation of an IEHS considering communication packet loss. The relaxed alternating direction method of multipliers (R-ADMM) is derived by applying Peaceman-Rachford splitting to the Lagrangian dual of the primal problem. The proposed method is tested using several test systems in a lossy communication and transmission environment. Simulation results indicate the effectiveness and robustness of the proposed R-ADMM algorithm.
topic Alternating direction method of multipliers (ADMM)
communication failure
distributed optimization
integrated energy systems
packet loss
url https://ieeexplore.ieee.org/document/9198226/
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AT zhigangli relaxedalternatingdirectionmethodofmultipliersforhedgingcommunicationpacketlossinintegratedelectricalandheatingsystem
AT wenjinghuang relaxedalternatingdirectionmethodofmultipliersforhedgingcommunicationpacketlossinintegratedelectricalandheatingsystem
AT qhwu relaxedalternatingdirectionmethodofmultipliersforhedgingcommunicationpacketlossinintegratedelectricalandheatingsystem
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