A review of state of health and remaining useful life estimation methods for lithium-ion battery in electric vehicles: Challenges and recommendations

M. S.Hossain Lipu, Hannan M A, Aini Hussain, M. M. Hoque, Pin J. Ker, Mohamad Hanif Md Saad, Afida Ayob

Research output: Contribution to journalReview article

29 Citations (Scopus)

Abstract

Electric vehicles (EVs) have become increasingly popular due to zero carbon emission, reduction of fossil fuel reserve, comfortable and light transport. However, EVs employing lithium-ion battery are facing difficulties in terms of predicting accurate health and remaining useful life states due to various internal and external factors. Currently, very few papers are addressed to summarize the state of health (SOH) and remaining useful life (RUL) estimation approaches. In this regard, the goal of this paper is to comprehensively review the different estimation models to predict SOH, and RUL in a comparative manner. The results identify the classifications, characteristics and evaluation processes with advantages and disadvantages for EV applications. The review also investigates the issues and challenges with possible solutions. Furthermore, the review provides some selective proposals for the further technological development of SOH, and RUL estimation for lithium-ion batteries. All the highlights insight this review will hopefully lead to the increasing efforts towards the development of the advanced SOH and RUL methods for future EV uses.

Original languageEnglish
Pages (from-to)115-133
Number of pages19
JournalJournal of Cleaner Production
Volume205
DOIs
Publication statusPublished - 20 Dec 2018

Fingerprint

electric vehicle
estimation method
Electric vehicles
lithium
Health
ion
technological development
carbon emission
Fossil fuels
fossil fuel
recommendation
health
battery
Lithium-ion batteries
Electric vehicle
Carbon

Keywords

  • Aging
  • Electric vehicle
  • Environmental impact
  • Lithium-ion battery
  • Remaining useful life
  • Safety and protection
  • State of health
  • Thermal runway

ASJC Scopus subject areas

  • Renewable Energy, Sustainability and the Environment
  • Environmental Science(all)
  • Strategy and Management
  • Industrial and Manufacturing Engineering

Cite this

@article{704e8a4bcd774f36af70aad52af9a2c0,
title = "A review of state of health and remaining useful life estimation methods for lithium-ion battery in electric vehicles: Challenges and recommendations",
abstract = "Electric vehicles (EVs) have become increasingly popular due to zero carbon emission, reduction of fossil fuel reserve, comfortable and light transport. However, EVs employing lithium-ion battery are facing difficulties in terms of predicting accurate health and remaining useful life states due to various internal and external factors. Currently, very few papers are addressed to summarize the state of health (SOH) and remaining useful life (RUL) estimation approaches. In this regard, the goal of this paper is to comprehensively review the different estimation models to predict SOH, and RUL in a comparative manner. The results identify the classifications, characteristics and evaluation processes with advantages and disadvantages for EV applications. The review also investigates the issues and challenges with possible solutions. Furthermore, the review provides some selective proposals for the further technological development of SOH, and RUL estimation for lithium-ion batteries. All the highlights insight this review will hopefully lead to the increasing efforts towards the development of the advanced SOH and RUL methods for future EV uses.",
keywords = "Aging, Electric vehicle, Environmental impact, Lithium-ion battery, Remaining useful life, Safety and protection, State of health, Thermal runway",
author = "Lipu, {M. S.Hossain} and {M A}, Hannan and Aini Hussain and Hoque, {M. M.} and Ker, {Pin J.} and {Md Saad}, {Mohamad Hanif} and Afida Ayob",
year = "2018",
month = "12",
day = "20",
doi = "10.1016/j.jclepro.2018.09.065",
language = "English",
volume = "205",
pages = "115--133",
journal = "Journal of Cleaner Production",
issn = "0959-6526",
publisher = "Elsevier Limited",

}

TY - JOUR

T1 - A review of state of health and remaining useful life estimation methods for lithium-ion battery in electric vehicles

T2 - Challenges and recommendations

AU - Lipu, M. S.Hossain

AU - M A, Hannan

AU - Hussain, Aini

AU - Hoque, M. M.

AU - Ker, Pin J.

AU - Md Saad, Mohamad Hanif

AU - Ayob, Afida

PY - 2018/12/20

Y1 - 2018/12/20

N2 - Electric vehicles (EVs) have become increasingly popular due to zero carbon emission, reduction of fossil fuel reserve, comfortable and light transport. However, EVs employing lithium-ion battery are facing difficulties in terms of predicting accurate health and remaining useful life states due to various internal and external factors. Currently, very few papers are addressed to summarize the state of health (SOH) and remaining useful life (RUL) estimation approaches. In this regard, the goal of this paper is to comprehensively review the different estimation models to predict SOH, and RUL in a comparative manner. The results identify the classifications, characteristics and evaluation processes with advantages and disadvantages for EV applications. The review also investigates the issues and challenges with possible solutions. Furthermore, the review provides some selective proposals for the further technological development of SOH, and RUL estimation for lithium-ion batteries. All the highlights insight this review will hopefully lead to the increasing efforts towards the development of the advanced SOH and RUL methods for future EV uses.

AB - Electric vehicles (EVs) have become increasingly popular due to zero carbon emission, reduction of fossil fuel reserve, comfortable and light transport. However, EVs employing lithium-ion battery are facing difficulties in terms of predicting accurate health and remaining useful life states due to various internal and external factors. Currently, very few papers are addressed to summarize the state of health (SOH) and remaining useful life (RUL) estimation approaches. In this regard, the goal of this paper is to comprehensively review the different estimation models to predict SOH, and RUL in a comparative manner. The results identify the classifications, characteristics and evaluation processes with advantages and disadvantages for EV applications. The review also investigates the issues and challenges with possible solutions. Furthermore, the review provides some selective proposals for the further technological development of SOH, and RUL estimation for lithium-ion batteries. All the highlights insight this review will hopefully lead to the increasing efforts towards the development of the advanced SOH and RUL methods for future EV uses.

KW - Aging

KW - Electric vehicle

KW - Environmental impact

KW - Lithium-ion battery

KW - Remaining useful life

KW - Safety and protection

KW - State of health

KW - Thermal runway

UR - http://www.scopus.com/inward/record.url?scp=85054827445&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85054827445&partnerID=8YFLogxK

U2 - 10.1016/j.jclepro.2018.09.065

DO - 10.1016/j.jclepro.2018.09.065

M3 - Review article

AN - SCOPUS:85054827445

VL - 205

SP - 115

EP - 133

JO - Journal of Cleaner Production

JF - Journal of Cleaner Production

SN - 0959-6526

ER -