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Machine learning for solving charging infrastructure planning : a comprehensive review
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Deb, Sanchari (2021) Machine learning for solving charging infrastructure planning : a comprehensive review. In: 2021 5th International Conference on Smart Grid and Smart Cities (ICSGSC), Tokyo, Japan, 18-20 Jun 2021. Published in: 2021 5th International Conference on Smart Grid and Smart Cities (ICSGSC) pp. 16-22. ISBN 9781665401340. doi:10.1109/ICSGSC52434.2021.9490407
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Official URL: http://dx.doi.org/10.1109/ICSGSC52434.2021.9490407
Abstract
The ever-growing energy demand accompanied with environmental pollution has initiated a paradigm shift towards Electric Vehicles (EVs) from conventional vehicles. Public acceptance of EVs call for availability of charging infrastructure. Charging infrastructure planning is an intricate process involving various activities such as charging station placement, charging demand prediction, charging scheduling etc and interaction of power distribution as well as road network. In recent years, the advent of machine learning has made data driven approaches popular for solving charging infrastructure planning problem. Consequently, researchers have started using machine learning techniques for solving problems associated with charging infrastructure planning such as charging station placement, charging demand prediction, charging scheduling etc. This work aims to provide a comprehensive review of machine learning applications for solving charging infrastructure planning.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Divisions: | Other > Institute of Advanced Study | ||||
| Journal or Publication Title: | 2021 5th International Conference on Smart Grid and Smart Cities (ICSGSC) | ||||
| Publisher: | IEEE | ||||
| ISBN: | 9781665401340 | ||||
| Book Title: | 2021 5th International Conference on Smart Grid and Smart Cities (ICSGSC) | ||||
| Official Date: | 2 August 2021 | ||||
| Dates: |
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| Page Range: | pp. 16-22 | ||||
| DOI: | 10.1109/ICSGSC52434.2021.9490407 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | 2021 5th International Conference on Smart Grid and Smart Cities (ICSGSC) | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Tokyo, Japan | ||||
| Date(s) of Event: | 18-20 Jun 2021 |
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