Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems

In the event of a major power outage in the power systems, there is an urgent need to investigate entire-process coordinated restoration strategies for the transmission systems (TSs) and distribution systems (DSs), aiming to accelerate the restoration speed of generating units, network reconfigurati...

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Main Authors: Qingsheng Li, Changming Chen, Yongqing Zhu, Yunchu Wang, Chang Liu, Hongle Liang, Zhen Li, Zhaofeng Zhang, Li Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-11-01
Series:Frontiers in Energy Research
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fenrg.2023.1304945/full
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author Qingsheng Li
Changming Chen
Yongqing Zhu
Yunchu Wang
Chang Liu
Hongle Liang
Zhen Li
Zhaofeng Zhang
Li Yang
author_facet Qingsheng Li
Changming Chen
Yongqing Zhu
Yunchu Wang
Chang Liu
Hongle Liang
Zhen Li
Zhaofeng Zhang
Li Yang
author_sort Qingsheng Li
collection DOAJ
description In the event of a major power outage in the power systems, there is an urgent need to investigate entire-process coordinated restoration strategies for the transmission systems (TSs) and distribution systems (DSs), aiming to accelerate the restoration speed of generating units, network reconfiguration, and load restoration. Furthermore, it is imperative to address the multiple uncertainties that arise during the restoration process to mitigate potential security risks associated with the restoration. Hence, an adaptive ADMM-based entire-process distributed restoration method of TSs and DSs considering CVaR is proposed in this paper. Firstly, an entire-process distributed restoration model of TSs and DSs considering CVaR is proposed to maximize the total restoration benefits of TSs and DSs. Then, an adaptive ADMM-based distributed solving algorithm for the coordinated restoration model of the TSs and DSs is introduced, which incorporates adaptive penalty parameter adjustments, leading to faster convergence compared to the standard ADMM. Finally, case studies on an improved 179-bus transmission system are employed to verify that the proposed restoration method can achieve higher restoration benefits and faster convergence speed compared to existing restoration models.
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spelling doaj.art-c24028f2f4fa42ab8b1d991edf8c4aeb2023-11-17T08:56:16ZengFrontiers Media S.A.Frontiers in Energy Research2296-598X2023-11-011110.3389/fenrg.2023.13049451304945Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systemsQingsheng Li0Changming Chen1Yongqing Zhu2Yunchu Wang3Chang Liu4Hongle Liang5Zhen Li6Zhaofeng Zhang7Li Yang8Power Grid Planning Research Center, Guizhou Power Grid Co., Ltd., Guizhou, ChinaCollege of Electrical Engineering, Zhejiang University, Hangzhou, ChinaPower Grid Planning Research Center, Guizhou Power Grid Co., Ltd., Guizhou, ChinaCollege of Electrical Engineering, Zhejiang University, Hangzhou, ChinaCollege of Electrical Engineering, Zhejiang University, Hangzhou, ChinaCollege of Electrical Engineering, Zhejiang University, Hangzhou, ChinaPower Grid Planning Research Center, Guizhou Power Grid Co., Ltd., Guizhou, ChinaPower Grid Planning Research Center, Guizhou Power Grid Co., Ltd., Guizhou, ChinaCollege of Electrical Engineering, Zhejiang University, Hangzhou, ChinaIn the event of a major power outage in the power systems, there is an urgent need to investigate entire-process coordinated restoration strategies for the transmission systems (TSs) and distribution systems (DSs), aiming to accelerate the restoration speed of generating units, network reconfiguration, and load restoration. Furthermore, it is imperative to address the multiple uncertainties that arise during the restoration process to mitigate potential security risks associated with the restoration. Hence, an adaptive ADMM-based entire-process distributed restoration method of TSs and DSs considering CVaR is proposed in this paper. Firstly, an entire-process distributed restoration model of TSs and DSs considering CVaR is proposed to maximize the total restoration benefits of TSs and DSs. Then, an adaptive ADMM-based distributed solving algorithm for the coordinated restoration model of the TSs and DSs is introduced, which incorporates adaptive penalty parameter adjustments, leading to faster convergence compared to the standard ADMM. Finally, case studies on an improved 179-bus transmission system are employed to verify that the proposed restoration method can achieve higher restoration benefits and faster convergence speed compared to existing restoration models.https://www.frontiersin.org/articles/10.3389/fenrg.2023.1304945/fullpower system restorationentire-process restorationadaptive ADMMdistributed solvingtransmission systemdistribution system
spellingShingle Qingsheng Li
Changming Chen
Yongqing Zhu
Yunchu Wang
Chang Liu
Hongle Liang
Zhen Li
Zhaofeng Zhang
Li Yang
Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems
Frontiers in Energy Research
power system restoration
entire-process restoration
adaptive ADMM
distributed solving
transmission system
distribution system
title Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems
title_full Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems
title_fullStr Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems
title_full_unstemmed Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems
title_short Adaptive ADMM-based entire-process distributed restoration of transmission and distribution systems
title_sort adaptive admm based entire process distributed restoration of transmission and distribution systems
topic power system restoration
entire-process restoration
adaptive ADMM
distributed solving
transmission system
distribution system
url https://www.frontiersin.org/articles/10.3389/fenrg.2023.1304945/full
work_keys_str_mv AT qingshengli adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT changmingchen adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT yongqingzhu adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT yunchuwang adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT changliu adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT hongleliang adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT zhenli adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT zhaofengzhang adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems
AT liyang adaptiveadmmbasedentireprocessdistributedrestorationoftransmissionanddistributionsystems