Impact Evaluation of Driving Style on Electric Vehicle Battery based on Field Testing Result

Chou, Ka Seng; Aguiari, Davide; Tse, Rita; Tang, Su-Kit; Pau, Giovanni

doi:10.1109/ccnc51644.2023.10060822

Cited by 2 publications

(1 citation statement)

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“…The BMS or ECUs would only handle the most extreme circumstances when driving due to the low production cost necessary in the majority of low-end EVs. This is further supported by current studies on the data collected from EVs [89]. Therefore, the discussions on important aging factors are made of the four primary causes-temperature, DOD, voltage and SOC, and current load-as well as the best operating conditions.…”

Section: Degradation Caused By Bevsmentioning

confidence: 76%

Recognition of Driving Behavior in Electric Vehicle’s Li-Ion Battery Aging

et al. 2023

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In the foreseeable future, electric vehicles (EVs) will play a key role in the decarbonization of transport systems. Replacing vehicles powered by internal combustion engines (ICEs) with electric ones reduces the amount of CO2 being released into the atmosphere on a daily basis. The Achilles heel of electrical transportation lies in the car battery management system (BMS) that brings challenges to lithium-ion (Li-ion) battery optimization in finding the trade-off between driving and battery health in both the long- and short-term use. In order to optimize the state-of-health (SOH) of the EV battery, this study focuses on a review of the common Li-ion battery aging process and behavior detection methods. To implement the driving behavior approaches, a study of the public dataset produced by real-world EVs is also provided. This research clarifies the specific battery aging process and factors brought on by EVs. According to the battery aging factors, the unclear meaning of driving behavior is also clarified in an understandable manner. This work concludes by highlighting some challenges to be researched in the future to encourage the industry in this area.

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Section: Degradation Caused By Bevsmentioning

confidence: 76%