A conditional value-at-risk based planning model for integrated energy system with energy storage and renewables. (15th July 2021)
- Record Type:
- Journal Article
- Title:
- A conditional value-at-risk based planning model for integrated energy system with energy storage and renewables. (15th July 2021)
- Main Title:
- A conditional value-at-risk based planning model for integrated energy system with energy storage and renewables
- Authors:
- Xuan, Ang
Shen, Xinwei
Guo, Qinglai
Sun, Hongbin - Abstract:
- Abstract: Owing to the potential higher energy supply efficiency and operation flexibility, integrated energy system (IES), which usually includes electric power, gas and heating/cooling systems, is considered as one of the primary forms of energy carrier in the future. However, with the increasing complexity of multiple energy devices and systems integration, IES planning is facing a significant challenge in terms of risk assessment. To this end, an energy hub (EH) planning model considering renewable energy sources (RES) and energy storage system (ESS) integration is proposed in this paper, in which the risk is measured by Conditional Value-at-Risk (CVaR). The proposed IES planning model includes two stages: 1) investment planning on equipment types and capacity (e.g., energy converters, distributed RES and ESS) and 2) optimizing the potential risk loss in operation scenarios along with confidence level and risk preference. The problem solving is accelerated by Benders Decomposition and Improved Backward Scenario Reduction Method. The numerical results illustrate the proposed method's effectiveness in balancing the potential operation risk and investment cost. Moreover, the effectiveness of reducing potential operation risk by introducing ESS and RES are also verified.
- Is Part Of:
- Applied energy. Volume 294(2021)
- Journal:
- Applied energy
- Issue:
- Volume 294(2021)
- Issue Display:
- Volume 294, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 294
- Issue:
- 2021
- Issue Sort Value:
- 2021-0294-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-07-15
- Subjects:
- Integrated energy system -- Energy hub planning -- Energy storage systems -- Renewable energy source -- Conditional value-at-risk
Power (Mechanics) -- Periodicals
Energy conservation -- Periodicals
Energy conversion -- Periodicals
621.042 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03062619 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.apenergy.2021.116971 ↗
- Languages:
- English
- ISSNs:
- 0306-2619
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1572.300000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16826.xml