A stabilizing benders decomposition method for the accessibility-oriented charging station location problem. (July 2023)
- Record Type:
- Journal Article
- Title:
- A stabilizing benders decomposition method for the accessibility-oriented charging station location problem. (July 2023)
- Main Title:
- A stabilizing benders decomposition method for the accessibility-oriented charging station location problem
- Authors:
- Song, Maocan
Cheng, Lin
Ge, Huimin
Li, Yan
Sun, Chao - Abstract:
- Highlights: Study the accessibility-oriented charging station location problem. Formulate a model in space-time-electricity network. Develop a benders decomposition scheme with stabilizing techniques. Abstract: Electric vehicles are a promising selection to deal with climate change and energy crises. However, the development of electric vehicles is impeded by various barriers including shortened driving range, lack of charging facilities, and long recharging periods. Setting additional charging facilities is essential to construct an efficient charging network. Previous studies neglected accessibility-oriented indicators to locate charging stations. This study locates charging stations by maximizing the space-time-electricity accessibility of electric vehicle travelers. For the accessibility-oriented charging station location problem, we formulate a multi-commodity network flow model in the space-time-electricity network. Then, we reformulate this model into a two-stage integer program and develop a Benders decomposition method with stabilizing techniques. At each iteration, a relaxed Benders master problem (RMP) and a set of dual routing subproblems (DSPs) are solved. The RMP provides an ascending lower bound and a feasible charging station location scheme. These DSPs generate a set of Benders optimality cuts for RMP and a feasible solution to update the upper bound. All instances in three transportation networks are solved optimally, showing that the stabilizing techniquesHighlights: Study the accessibility-oriented charging station location problem. Formulate a model in space-time-electricity network. Develop a benders decomposition scheme with stabilizing techniques. Abstract: Electric vehicles are a promising selection to deal with climate change and energy crises. However, the development of electric vehicles is impeded by various barriers including shortened driving range, lack of charging facilities, and long recharging periods. Setting additional charging facilities is essential to construct an efficient charging network. Previous studies neglected accessibility-oriented indicators to locate charging stations. This study locates charging stations by maximizing the space-time-electricity accessibility of electric vehicle travelers. For the accessibility-oriented charging station location problem, we formulate a multi-commodity network flow model in the space-time-electricity network. Then, we reformulate this model into a two-stage integer program and develop a Benders decomposition method with stabilizing techniques. At each iteration, a relaxed Benders master problem (RMP) and a set of dual routing subproblems (DSPs) are solved. The RMP provides an ascending lower bound and a feasible charging station location scheme. These DSPs generate a set of Benders optimality cuts for RMP and a feasible solution to update the upper bound. All instances in three transportation networks are solved optimally, showing that the stabilizing techniques can significantly improve the performance of the standard Benders decomposition method. … (more)
- Is Part Of:
- Sustainable cities and society. Volume 94(2023)
- Journal:
- Sustainable cities and society
- Issue:
- Volume 94(2023)
- Issue Display:
- Volume 94, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 94
- Issue:
- 2023
- Issue Sort Value:
- 2023-0094-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-07
- Subjects:
- Electric vehicle -- Charging station location -- Accessibility -- Space-time-electricity network -- Benders decomposition -- Stabilizing techniques
Sustainable urban development -- Periodicals
Sustainable buildings -- Periodicals
Urban ecology (Sociology) -- Periodicals
307.76 - Journal URLs:
- http://www.sciencedirect.com/science/journal/22106707/ ↗
http://www.sciencedirect.com/ ↗
http://www.journals.elsevier.com/sustainable-cities-and-society ↗ - DOI:
- 10.1016/j.scs.2023.104558 ↗
- Languages:
- English
- ISSNs:
- 2210-6707
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
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- 27052.xml