Modeling and control of heat pump system for battery electric buses. (December 2022)
- Record Type:
- Journal Article
- Title:
- Modeling and control of heat pump system for battery electric buses. (December 2022)
- Main Title:
- Modeling and control of heat pump system for battery electric buses
- Authors:
- Haddad, Rabih Al
Basma, Hussein
Mansour, Charbel - Abstract:
- Given the continuous tightening of emissions regulations on vehicles, battery-electric buses (BEB) play an essential role in the transition toward cleaner transport technologies, as they represent the most promising solution to replace diesel buses and reduce their environmental impact in the short term. However, heating the bus cabin leads to a considerable increase in energy consumption under cold weather conditions, which significantly reduces the driving range, given the limited battery capacity. Heat pumps (HP) are the primary heating technology used in BEB for their improved consumption performance compared to other technologies. Therefore, this study aims at optimizing the coefficient of performance (COP) of an HP system in a BEB for maximizing the bus electric driving range under cold weather conditions while maintaining satisfactory thermal comfort levels for passengers. Accordingly, an HP model is developed and integrated into an electric bus model using Dymola. A genetic algorithm (GA) based controller is proposed to find the optimal combination of the HP operating parameters, namely the compressor speed, the air mass flow rate at the inlet of the condenser, and the recirculation rate in order to maximize the system's COP, and extend the BEB driving at different external temperatures, and as a function of the passengers' occupancy levels. Results are carried under transient and steady-state operating conditions and show that the proposed GA-based controller savesGiven the continuous tightening of emissions regulations on vehicles, battery-electric buses (BEB) play an essential role in the transition toward cleaner transport technologies, as they represent the most promising solution to replace diesel buses and reduce their environmental impact in the short term. However, heating the bus cabin leads to a considerable increase in energy consumption under cold weather conditions, which significantly reduces the driving range, given the limited battery capacity. Heat pumps (HP) are the primary heating technology used in BEB for their improved consumption performance compared to other technologies. Therefore, this study aims at optimizing the coefficient of performance (COP) of an HP system in a BEB for maximizing the bus electric driving range under cold weather conditions while maintaining satisfactory thermal comfort levels for passengers. Accordingly, an HP model is developed and integrated into an electric bus model using Dymola. A genetic algorithm (GA) based controller is proposed to find the optimal combination of the HP operating parameters, namely the compressor speed, the air mass flow rate at the inlet of the condenser, and the recirculation rate in order to maximize the system's COP, and extend the BEB driving at different external temperatures, and as a function of the passengers' occupancy levels. Results are carried under transient and steady-state operating conditions and show that the proposed GA-based controller saves up to 39% of the HP energy consumption as compared to the conventional HP control strategy, and therefore, enhances the BEB driving range up to 17%. … (more)
- Is Part Of:
- Proceedings of the Institution of Mechanical Engineers. Volume 236:Number 14(2022)
- Journal:
- Proceedings of the Institution of Mechanical Engineers
- Issue:
- Volume 236:Number 14(2022)
- Issue Display:
- Volume 236, Issue 14 (2022)
- Year:
- 2022
- Volume:
- 236
- Issue:
- 14
- Issue Sort Value:
- 2022-0236-0014-0000
- Page Start:
- 3201
- Page End:
- 3220
- Publication Date:
- 2022-12
- Subjects:
- Heat pump -- battery electric bus -- genetic algorithm -- driving range -- control strategy -- coefficient of performance
Mechanical engineering -- Congresses
Transportation engineering -- Congresses
629.2 - Journal URLs:
- http://pid.sagepub.com/ ↗
http://www.uk.sagepub.com/home.nav ↗
http://journals.pepublishing.com/content/119783 ↗ - DOI:
- 10.1177/09544070211069465 ↗
- Languages:
- English
- ISSNs:
- 0954-4070
- 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:
- 23704.xml