A novel energy management strategy for hybrid electric bus with fuel cell health and battery thermal- and health-constrained awareness. (15th May 2023)
- Record Type:
- Journal Article
- Title:
- A novel energy management strategy for hybrid electric bus with fuel cell health and battery thermal- and health-constrained awareness. (15th May 2023)
- Main Title:
- A novel energy management strategy for hybrid electric bus with fuel cell health and battery thermal- and health-constrained awareness
- Authors:
- Jia, Chunchun
Zhou, Jiaming
He, Hongwen
Li, Jianwei
Wei, Zhongbao
Li, Kunang
Shi, Man - Abstract:
- Abstract: In the field of future transportation, hydrogen fuel cell hybrid electric vehicles (FCHEVs) are regarded as the most potential renewable energy vehicles, but improper use of the Lithium-ion battery (LIB) system and the proton exchange membrane fuel cell system (PEMFCS), during vehicle operation, can significantly increase the maintenance costs of the vehicle. In order to fully utilize the economic potential of FCHEVs, a novel cost-minimization energy management strategy (EMS) is proposed in this paper. Specifically, for the first time, thermal safety and degradation awareness for on-board LIB system are integrated into the optimization framework with fuel cell aging suppression to trade-off energy sources durability and hydrogen mass consumption. In addition, an enhanced online self-learning stochastic Markov predictor is proposed in the speed prediction stage to improve the prediction accuracy for future driving conditions. Finally, the effectiveness of the proposed method is verified by comparison. The results show that the proposed strategy can reduce the battery aging rate by 34.8% and the total operating cost by 12.3% compared to the overheat-protection neglecting strategy. Highlights: An enhanced online self-learning stochastic Markov speed predictor is developed. An EMS with fuel cell health and LIB thermal health awareness is developed. An accurate electro-thermal coupling model is established. The degradation of LIB and associated cost increments areAbstract: In the field of future transportation, hydrogen fuel cell hybrid electric vehicles (FCHEVs) are regarded as the most potential renewable energy vehicles, but improper use of the Lithium-ion battery (LIB) system and the proton exchange membrane fuel cell system (PEMFCS), during vehicle operation, can significantly increase the maintenance costs of the vehicle. In order to fully utilize the economic potential of FCHEVs, a novel cost-minimization energy management strategy (EMS) is proposed in this paper. Specifically, for the first time, thermal safety and degradation awareness for on-board LIB system are integrated into the optimization framework with fuel cell aging suppression to trade-off energy sources durability and hydrogen mass consumption. In addition, an enhanced online self-learning stochastic Markov predictor is proposed in the speed prediction stage to improve the prediction accuracy for future driving conditions. Finally, the effectiveness of the proposed method is verified by comparison. The results show that the proposed strategy can reduce the battery aging rate by 34.8% and the total operating cost by 12.3% compared to the overheat-protection neglecting strategy. Highlights: An enhanced online self-learning stochastic Markov speed predictor is developed. An EMS with fuel cell health and LIB thermal health awareness is developed. An accurate electro-thermal coupling model is established. The degradation of LIB and associated cost increments are quantitatively evaluated. The effectiveness of the proposed strategy is verified by comparative analysis. … (more)
- Is Part Of:
- Energy. Volume 271(2023)
- Journal:
- Energy
- Issue:
- Volume 271(2023)
- Issue Display:
- Volume 271, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 271
- Issue:
- 2023
- Issue Sort Value:
- 2023-0271-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-05-15
- Subjects:
- Fuel cell hybrid electric vehicles -- Fuel cell health control -- Energy sources durability -- Energy management strategy -- Battery thermal- and health-constrained awareness
Power resources -- Periodicals
Power (Mechanics) -- Periodicals
Energy consumption -- Periodicals
333.7905 - Journal URLs:
- http://www.elsevier.com/journals ↗
- DOI:
- 10.1016/j.energy.2023.127105 ↗
- Languages:
- English
- ISSNs:
- 0360-5442
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3747.445000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26803.xml