A distributed robust optimization approach for the economic dispatch of flexible resources. (January 2021)
- Record Type:
- Journal Article
- Title:
- A distributed robust optimization approach for the economic dispatch of flexible resources. (January 2021)
- Main Title:
- A distributed robust optimization approach for the economic dispatch of flexible resources
- Authors:
- Chang, Xinyue
Xu, Yinliang
Sun, Hongbin
Khan, Irfan - Abstract:
- Highlights: A robust optimization model is proposed to handle economic dispatch problems with uncertainties. An improved distributed approach with self-adaptive step-size and a polynomial filter is proposed. It has faster convergence performances and robustness to random communication failures. Abstract: Power systems are confronted with prodigious challenges of scheduling and operation incurred by the high penetration of distributed renewable energy with intermittency and uncertainty. Therefore, this paper proposes an improved distributed robust optimization approach with self-adaptive step-sizes based on the line search method and a polynomial filter, to minimize the overall costs of flexible resources including conventional generators, energy storage systems, renewable energy curtailments, deferrable loads and tie-line power exchanges, while considering various constraints, such as supply-demand power balance, line congestion constraints and power output limits. Numerical case studies conducted in a modified IEEE 14-bus system and a modified IEEE 118-bus system demonstrate the reliability, robustness and extensibility of the proposed approach. In addition, the effectiveness and accuracy of the proposed distributed robust optimization approach are validated through comparisons with the traditional centralized gradient method and the convergence performance is better in contrast to other distributed optimization algorithm.
- Is Part Of:
- International journal of electrical power & energy systems. Volume 124(2021)
- Journal:
- International journal of electrical power & energy systems
- Issue:
- Volume 124(2021)
- Issue Display:
- Volume 124, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 124
- Issue:
- 2021
- Issue Sort Value:
- 2021-0124-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-01
- Subjects:
- Flexible resources -- Renewable energy -- Economic dispatch -- Distributed optimization -- Robust optimization
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.2020.106360 ↗
- 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:
- 14033.xml