Multi-objective optimal energy management of microgrids including plug-in electric vehicles with the vehicle to grid capability for energy resources scheduling. (May 2021)
- Record Type:
- Journal Article
- Title:
- Multi-objective optimal energy management of microgrids including plug-in electric vehicles with the vehicle to grid capability for energy resources scheduling. (May 2021)
- Main Title:
- Multi-objective optimal energy management of microgrids including plug-in electric vehicles with the vehicle to grid capability for energy resources scheduling
- Authors:
- Jiao, Feixiang
Zou, Yuan
Zhang, Xudong
Zou, Runnan - Abstract:
- As more battery electric vehicles and plug-in hybrid electric vehicles are connected to the microgrid, plug-in electric vehicles have a major impact on the microgrid. This paper proposes a multi-objective optimization energy management model including plug-in electric vehicles and other distributed generations. By analyzing the powertrain structure of different kinds of plug-in electric vehicles, the engine fuel consumption model, the charging model, the discharge model, and the battery state of charge model of plug-in electric vehicle in microgrids are given. The proposed model considers the plug-in electric vehicle battery state of charge constraints to prevent the battery from overcharging and over-discharging and gives the state of charge curve in microgrids. Simultaneously, an improved gray wolf algorithm, introducing optimization control factors and greedy strategies to better balance the mining and exploration capabilities of the gray wolf algorithm, is proposed to solve this multi-objective optimization energy management model. Compared with particle swarm optimization and traditional gray wolf algorithm, the improved algorithm further improves the accuracy and convergence speed. Besides, the improved algorithm is applied to three scheduling schemes, and the results show that plug-in hybrid electric vehicles have more advantages in energy economy in some special cases.
- Is Part Of:
- Proceedings of the Institution of Mechanical Engineers. Volume 235:Number 3(2021)
- Journal:
- Proceedings of the Institution of Mechanical Engineers
- Issue:
- Volume 235:Number 3(2021)
- Issue Display:
- Volume 235, Issue 3 (2021)
- Year:
- 2021
- Volume:
- 235
- Issue:
- 3
- Issue Sort Value:
- 2021-0235-0003-0000
- Page Start:
- 563
- Page End:
- 580
- Publication Date:
- 2021-05
- Subjects:
- Microgrid -- energy management -- plug-in electric vehicle -- the gray wolf
Mechanical engineering -- Periodicals
Power (Mechanics) -- Periodicals
Production engineering -- Periodicals
621 - Journal URLs:
- http://pia.sagepub.com/ ↗
http://www.uk.sagepub.com/home.nav ↗
http://journals.pepublishing.com/content/119773 ↗ - DOI:
- 10.1177/0957650920942998 ↗
- Languages:
- English
- ISSNs:
- 0957-6509
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 15440.xml