A scalable distributed online algorithm for optimal power flow in distribution system. (July 2021)
- Record Type:
- Journal Article
- Title:
- A scalable distributed online algorithm for optimal power flow in distribution system. (July 2021)
- Main Title:
- A scalable distributed online algorithm for optimal power flow in distribution system
- Authors:
- Zhu, Xingxu
Han, Xueshan
Yang, Ming
Xu, Yijing
Sun, Donglei
Li, Wensheng - Abstract:
- Highlights: A distributed online algorithm is proposed for solving optimal power flow (OPF). It can drive the operation of distribution systems to OPF solutions continuously. It does not need the operation details of each distribution area. It applies to the distribution systems with arbitrary topologies for each area. It reduces the calculation time sharply compared with the centralized methods. Abstract: In this paper, a scalable distributed online algorithm is proposed for solving optimal power flow (OPF) in real time. The operation of distribution systems can be continuously driven towards given OPF targets only depending on local and some aggregated information of each distribution area. Particularly, the proposed algorithm is applicable to the distribution system where each area operates in arbitrary topologies. The algorithm uses the primal-dual gradient method to update DER set-points recurrently based on the sensitivities of the OPF targets; moreover, we decompose the sensitivities into several separate items and give the method to calculate these separate items in a distributed way. The decomposition and distributed calculation methods are all deduced under the general power flow model that completely specifies the physics of electrical networks with arbitrary topologies. The effectiveness of the algorithm is verified using a modified 502-node distribution system. Compared with the online algorithms requiring to process some operation details in a centralized way,Highlights: A distributed online algorithm is proposed for solving optimal power flow (OPF). It can drive the operation of distribution systems to OPF solutions continuously. It does not need the operation details of each distribution area. It applies to the distribution systems with arbitrary topologies for each area. It reduces the calculation time sharply compared with the centralized methods. Abstract: In this paper, a scalable distributed online algorithm is proposed for solving optimal power flow (OPF) in real time. The operation of distribution systems can be continuously driven towards given OPF targets only depending on local and some aggregated information of each distribution area. Particularly, the proposed algorithm is applicable to the distribution system where each area operates in arbitrary topologies. The algorithm uses the primal-dual gradient method to update DER set-points recurrently based on the sensitivities of the OPF targets; moreover, we decompose the sensitivities into several separate items and give the method to calculate these separate items in a distributed way. The decomposition and distributed calculation methods are all deduced under the general power flow model that completely specifies the physics of electrical networks with arbitrary topologies. The effectiveness of the algorithm is verified using a modified 502-node distribution system. Compared with the online algorithms requiring to process some operation details in a centralized way, the proposed algorithm can achieve almost the same convergence properties with reducing the calculation time sharply. … (more)
- Is Part Of:
- International journal of electrical power & energy systems. Volume 129(2021)
- Journal:
- International journal of electrical power & energy systems
- Issue:
- Volume 129(2021)
- Issue Display:
- Volume 129, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 129
- Issue:
- 2021
- Issue Sort Value:
- 2021-0129-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-07
- Subjects:
- Scalable distributed online algorithm -- Arbitrary topology -- Optimal power flow -- Distribution system -- Distributed energy resource
Electrical engineering -- Periodicals
Electric power systems -- Periodicals
Électrotechnique -- Périodiques
Réseaux électriques (Énergie) -- Périodiques
Electric power systems
Electrical engineering
Periodicals
621.3 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01420615 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ijepes.2020.106559 ↗
- Languages:
- English
- ISSNs:
- 0142-0615
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.220000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23742.xml