A two-stage eco-cooling control strategy for electric vehicle thermal management system considering multi-source information fusion

Yihang Zhao, Dan Dan, Siyu Zheng, Mingshan Wei and Yi Xie

Energy, 2023, vol. 267, issue C

Abstract: Thermal management systems (TMS) of electric vehicles (EV) have a significant impact on cabin thermal comfort and battery life, and few studies have adequately considered it. This study proposes a two-stage eco-cooling (TSEC) control strategy to reduce TMS energy consumption while improving cabin thermal comfort and extending battery life. Multi-source information, such as vehicle speed, weather conditions, passenger characteristics, and battery conditions, are all considered. In the first stage, the passenger characteristics and battery conditions are used to calculate the cabin comfort temperature and the battery's optimal operating temperature, respectively. The dynamic programming (DP) algorithm is used to optimize cabin and battery temperature trajectories. Fuzzy PID-based controllers are used in the second stage to achieve the desired temperature. The air conditioning (AC)-cabin thermal model and the battery thermal-electro-aging model have been developed and validated. The proposed TSEC control strategy can improve cabin thermal comfort by automatically adjusting the calculated comfort temperature. Compared with the on-off and PID controllers, the battery life under the TSEC control strategy is improved by 21.48% and 8.55%, respectively, and the energy consumption is reduced by 42.86% and 18.54%, respectively. The proposed control strategy may provide new insight into the TMS of electric vehicles.

Keywords: Thermal management system; Intelligent control strategy; Multi-source information fusion; Thermal comfort; Battery health; Energy saving (search for similar items in EconPapers)
Date: 2023
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (5)

Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0360544222034934
Full text for ScienceDirect subscribers only

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:eee:energy:v:267:y:2023:i:c:s0360544222034934

DOI: 10.1016/j.energy.2022.126606

Access Statistics for this article

Energy is currently edited by Henrik Lund and Mark J. Kaiser

More articles in Energy from Elsevier
Bibliographic data for series maintained by Catherine Liu ().