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Battery Management Systems in Electric and Hybrid Vehicles
Open accessAbstract
The battery management system (BMS) is a critical component of electric and hybrid electric vehicles. The purpose of the BMS is to guarantee safe and reliable battery operation. To maintain the safety and reliability of the battery, state monitoring and evaluation, charge control, and cell balancing are functionalities that have been implemented in BMS. As an electrochemical product, a battery acts differently under different operational and environmental conditions. The uncertainty of a battery’s performance poses a challenge to the implementation of these functions. This paper addresses concerns for current BMSs. State evaluation of a battery, including state of charge, state of health, and state of life, is a critical task for a BMS. Through reviewing the latest methodologies for the state evaluation of batteries, the future challenges for BMSs are presented and possible solutions are proposed as well.
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“Other authors, such as Xing et al. [88], present a review of BMS for Battery Electric (BEVs) and Hybrid Vehicles (HVs) when considering the state of charge, the state of health, and the state of life, as the key features to be considered by BMSs.”
From A Review on Electric Vehicles: Technologies and Challenges (2021) · cites this paper as [88]
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Cites
Lithium Batteries: Status, Prospects and Future
Scrosati, B., & Garche, J. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2009.11.048 · Cited by 5,153 · cited 1×
“From the perspective of chemical characteristics, Scrosati and Garche [13] presented voltage-to-capacity profiles of several Li/Li+ materials.”
BackgroundExtended Kalman filtering for battery management systems of LiPB-based HEV battery packs
Plett, G. L. (2004) · Journal of Power Sources · doi:10.1016/j.jpowsour.2004.02.033 · Cited by 1,768
Ng, K. S., Moo, C.-S., Chen, Y.-P., & Hsieh, Y.-C. (2009) · Applied Energy · doi:10.1016/j.apenergy.2008.11.021 · Cited by 1,636 · cited 2×
“The ratio of the currently available capacity to the maximum capacity can be expressed as SOC [25], which is calculated by Equation (1):”
BackgroundA Generic Battery Model for the Dynamic Simulation of Hybrid Electric Vehicles
Tremblay, O., Dessaint, L., & Dekkiche, A. (2007) · IEEE Vehicle Power and Propulsion Conference (VPPC) · doi:10.1109/vppc.2007.4544139 · Cited by 1,309 · cited 1×
“Cheng [17] and Tremblay [18] adopted the generic battery model that was integrated in MATLAB [19].”
MethodBattery thermal models for hybrid vehicle simulations
Pesaran, A. A. (2002) · Journal of Power Sources · doi:10.1016/s0378-7753(02)00200-8 · Cited by 1,116 · cited 1×
“Thus, Pesaran [39] pointed out that it is important to reduce the temperature difference among cells, which must be monitored and operated under proper temperature conditions.”
BackgroundHe, W., Williard, N., Osterman, M., & Pecht, M. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.08.040 · Cited by 1,105 · cited 1×
“He [37] developed a degradation model for lithium-ion batteries according to a new exponential model.”
BackgroundSelf-citationTipping, M. E. (1999) · Cited by 869
Prognostics methods for battery health monitoring using a bayesian framework
Saha, B., Goebel, K., Poll, S., & Christophersen, J. (2009) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2008.2005965 · Cited by 831 · cited 1×
“Saha [36] also used an RVM regression model, which was built using internal battery parameters from EIS data.”
MethodA review on prognostics and health monitoring of Li-ion battery
Zhang, J., & Lee, J. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.03.101 · Cited by 792 · cited 3×
“Determination of SOC and SOH will be integrated into a capability assessment, which also presents the life status of the battery and sets the operating limits according to state-of-the-art algorithms, such as fuzzy logic, neural networks, state-space-based models, and so on [17,27,29].”
BackgroundMethodBattery-Management System (BMS) and SOC Development for Electrical Vehicles
Cheng, K. W. E., Divakar, B. P., Wu, H., Ding, K., & Ho, H. F. J. (2010) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2010.2089647 · Cited by 696 · cited 5×
“Cheng [17] and Tremblay [18] adopted the generic battery model that was integrated in MATLAB [19].”
BackgroundMethodInfluential
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Novák, M. (2025) · International Conference on Applied Electronics · doi:10.1109/ae66163.2025.11197818
“Among various chemistries, lithium iron phosphate (LiFePO 4 ) batteries are favored in automotive and stationary applications due to their high thermal stability, flat voltage profile, and long cycle life [3], [4].”
Online Parameter Estimation and Current Optimization for Trielectrode Zinc–Air Cell
Pineda-Rodriguez, J. D., Vlad, C., Rodríguez-Ayerbe, P., Lao-atiman, W., & Olaru, S. (2025) · International Journal of Energy Research · doi:10.1155/er/5899751
“In particular, the extensive use of batteries necessitates a reliable battery management system (BMS) that can oversee, communicate, and safeguard battery operations to enhance performance [4].”
A Faulty Cell Detection Method for Lithium-Ion Battery Systems Using Balancing Data
Baek, S., & Choi, W. (2025) · IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific) · doi:10.1109/itecasia-pacific63742.2025.11345081
Mdimegh, I., Hamzaoui, M., Bouzidi, M., Kasmi, R., Zghibi, A., & Zouari, F. (2025) · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics · doi:10.1109/smc58881.2025.11342836
“This switching mechanism was inspired by the configuration proposed in [18], where the use of dual power sources is suggested to prolong battery life and ensure system continuity.”
IoT-enabled monitoring system for battery management in inverter systems
Ben-Festus, B. N., & Falode, O. A. (2026) · Next research. · doi:10.1016/j.nexres.2026.101428 · Cited by 2
Yan, C., & Li, Y. (2026) · IEEE Journal of Emerging and Selected Topics in Power Electronics · doi:10.1109/jestpe.2026.3667597
“Passive equalization is implemented by consuming the energy of batteries with higher SOC through shunt resistors [7].”
Sensor Fault Diagnosis for Lithium-Ion Battery Management System Based on Capacity Estimation
Ma, Y., Pan, T., Xu, D., Yang, W., & Pei, J. (2025) · International Conference on Power System and Renewable Energy (PSRE) · doi:10.1109/psre67836.2025.11397866
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“The Battery Management System (BMS) monitors charge levels, temperature, and health of the battery pack [10,11], while the Vehicle Control Unit (VCU) coordinates power distribution and mode selection [12].”
Performance Evaluation of LSTM and PINN for Internal Resistance Estimation in Lithium-Ion Batteries
Khallil, M. E., Rizvi, S. A. A., & Chen, P. (2026) · IEEE SoutheastCon · doi:10.1109/southeastcon63549.2026.11476548
“However, pure data-driven models may generalize poorly outside the training set and lack consistency with physical laws [20].”
Itagi, A. R., Kallimani, R., Pai, K., Iyer, S., & López, O. L. A. (2026) · Foundations and Trends® in Electric Energy Systems · doi:10.1108/ftees-10-2025-0050
State of charge estimation of power batteries based on a multi-model fusion method
Li, J., Luo, Y., Tian, D., Sun, Z., & Zhang, Y. (2026) · Ionics · doi:10.1007/s11581-026-07182-y
Deep Koopman Observer for Lithium-Ion Battery Temperature Estimation
Abdullah, M. H., & Kandil, S. M. (2026) · World Electric Vehicle Journal · doi:10.3390/wevj17060310
Overdischarge failure mechanism of Li||Bi liquid metal batteries
Wang, M. M., Wu, X., Wang, K., Yan, S., Shi, Q., & Jiang, K. (2026) · Journal of Power Sources · doi:10.1016/j.jpowsour.2026.240864
Dual-Mode Hybrid Voltage Balancing Topology for Next-Generation Battery Management Systems
Arun, A., Sasindhar, R., Revathi, R., Sasikala, R., & Ramakrishnan, V. (2026) · International Conference on Electrical and Electronics for Sustainable Innovations (ICEESI) · doi:10.1109/iceesi68020.2026.11583096
AI Based Battery Management System in EV
Raj, J. A., Durga, R., Priya, S. S., & Sivasangari, G. (2026) · International Conference on Innovations in Emerging Technologies for Sustainable Development (ICIETSD) · doi:10.1109/icietsd68684.2026.11584851
“These robots are equipped with safety features, including proximity sensors and motion planning, enabling them to detect human presence and adjust their actions [4].”
InfluentialIoT-Enabled Multi-Battery Monitoring with Hybrid Energy-Harvesting Framework for Future Wireless BMS
Narasimman, P., Priyaniranjani, P., Gowri, S. R., Archana, S., & Shahathiya, R. (2026) · International Conference on Innovations in Emerging Technologies for Sustainable Development (ICIETSD) · doi:10.1109/icietsd68684.2026.11584785
“As battery packs scale to hundreds or thousands of cells in high-voltage EV platforms, these limitations become increasingly pronounced [10].”
Next-Generation Smart Grids: AI and IoT Enabled Sustainable Energy Systems
Mishra, D. P., Deshmukh, A. D., Mohanty, S., Preetam, P., Behera, S., Mishra, C., & Salkuti, S. R. (2026) · Lecture notes in electrical engineering · doi:10.1007/978-981-95-8773-5_35
CNN-LSTM-Based Multivariate Anomaly Pattern Detection for Battery Management System
Hong, K.-S., & Seo, S.-I. (2026) · Journal of the Korean Institute of Electrical and Electronic Material Engineers · doi:10.4313/jeem.2026.39.4.12
Bangi, M. F., Patil, S., Zope, N., & Ingalgi, G. K. (2026) · Proceedings in Technology Transfer · doi:10.1007/978-3-032-13784-5_78
Structured Verification and Validation Framework for EV Battery Management Systems
Suresh, A., Robertson, D., & Ebrahimnejad, S. (2026) · IEEE Transportation Electrification Conference and Expo · doi:10.1109/iteceats66641.2026.11593003
“The increasing complexity of Battery Management Systems (BMS) demands rigorous verification and validation practices (V&V) to ensure their safe and reliable operation under intended applications [1].”
Keçeci, M., & Oktal, H. (2026) · Aircraft Engineering and Aerospace Technology · doi:10.1108/aeat-12-2025-0439
Patel, N., Shah, A., Shrotriya, A., & Vakharia, V. (2026) · OPJU International Technology Conference on Smart Computing for Innovation and Advancement in Industry (OTCON) · doi:10.1109/otcon69332.2026.11629778
“Current market research indicates that Li-ion technology is the dominant technology in the advanced energy storage market globally and has been instrumental in the reduction of greenhouse gas emissions and the stability of the grid [1-3].”
Adaptive Physics-Informed Transformer with Dual-Gating for Li-Ion Battery RUL Prediction
Zhang, L., Zhao, D., & Li, Y. (2026) · International Conference on Electronic Engineering and Informatics (EEI) · doi:10.1109/eei70303.2026.11640693
“Conversely, model-based approaches describe battery degradation through mathematical or electrochemical equations, such as the Verhulst model [10], [11].”
Design and Implementation of a Smart Battery Management System for Renewable Energy Storage Systems
N, S. C., & Kulkarni, S. V. (2026) · International Conference on Electronics, Computing, Communication and Control Technology (ICECCC) · doi:10.1109/iceccc70334.2026.11633007
“As a result, problems like cell imbalance, overcharging, and overheating may go unnoticed, which could lead to failures or safety risks [14, 15].”
Su, J., Wei, Z., Liu, L., & Zhou, X. (2026) · International Conference on Electrical Engineering and Green Energy (CEEGE) · doi:10.1109/ceege70076.2026.11637656
“…defined as the ratio of the current available capacity to the rated beginning-of-life (BOL) capacity [7], and declines due to mechanisms including parasitic side reactions, loss of cyclable lithium, electrode structural degradation, electrolyte evaporation, and lithium dendritic growth [8], [9].”
Vieira, R., Banik, T., Wang, P., Shlensky, E., Nahidmobarakeh, L., Wadehra, K., Gross, L., Nasar, M., Ahmed, R., & Kollmeyer, P. J. (2026) · Energies · doi:10.3390/en19174133
A non-iterative method for single particle models of lithium-ion batteries with electrolyte dynamics
Choi, S., Kim, M., Gogineni, S. T., & Kim, J. (2026) · Journal of Power Sources · doi:10.1016/j.jpowsour.2026.241369
Enhanced Battery Management System Through Digital Twin Technology
Reddy, R. A., Vishnu, B., Krishna, B. V., Reddy, T. V., Prasanna, K. S., & Sangeetha, B. (2026) · IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT) · doi:10.1109/conecct68978.2026.11700729
“Knowledge of SOC is essential for range prediction, battery safety, and precise estimation of SOH is essential for battery maintenance scheduling and failure prevention [5].”
T.Rajesh, Namdeti, B. K., Velmurugan, D., Bhaskar, J. U., Marimuthu, P., & K.Malarkodi (2026) · International Conference on Secure Information Systems and Technologies (ICSIST) · doi:10.1109/icsist70215.2026.11706352
Sensors in Electric Vehicles: Design, Integration, and Challenges
Yadav, E., Chawla, V. K., Yadav, N., & Yadav, S. (2026) · Springer eBooks · doi:10.1007/978-981-96-8867-8_13-1
Lam, Q. L. (2026) · International Conference on Green Technology and Sustainable Development (GTSD) · doi:10.1109/gtsd70918.2026.11722486
“Li-ion batteries exhibit nonlinear voltage-capacity characteristics, with regions in the discharge curve where voltage changes rapidly with small changes in SoC [1]–[5], [8]– [14], [16]–[24], [26]–[30], [33], as shown in Fig.”
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“GNNs[9] can discover latent patterns of influence between nodes in IoT deployments, where every sensor or device is a part of a broader topology with relational connection.an potential of GNNs to model network topologies and complicated connections is demonstrated by literature from IoT security and smart environments…”
Manikandan, P., Jeyabharath, R., Veena, P., Jeevanatham, K., C, P. K. K., & Tharun, P. (2026) · International Conference on Smart Electronics and Communication (ICOSEC) · doi:10.1109/icosec70158.2026.11735791
“Battery management literature universally emphasizes that coordinated microcontroller supervision substantially extends lithium-ion longevity and improves safety [7][8][9][10].”
Tamboli, M. S., & Adokar, D. U. (2026) · International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI) · doi:10.1109/icoici69824.2026.11723417
“Inefficient balancing is achieved by dissipating the balancing energy as heat through passive balancing techniques [11].”
Metadata
- Authors
- Xing, Y., Ma, E. W. M., Tsui, K. L., & Pecht, M.
- Affiliations
- City University of Hong Kong (HK)
- Corresponding author
- Pecht, Michael
- Venue
- Energies
- Publisher
- MDPI AG
- Published
- 2011-10-31
- Volume
- 4
- Issue
- 11
- Pages
- 1840-1857
- ISSN
- 1996-1073 (ISSN-L)
- OpenAlex
- W2095027161
- Cited by
- 540
- References
- 33
- Citations by year
- 2026: 35 · 2025: 48 · 2024: 50 · 2023: 53 · 2022: 43 · 2021: 63 · 2020: 37 · 2019: 43 · 2018: 31 · 2017: 37 · 2016: 27 · 2015: 26 · 2014: 24 · 2013: 18 · 2012: 5
- FWCI
- 30.79
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Energies (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- CityU Scholars (submittedVersion, cc-by)
- Funders
- City University of Hong Kong
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Battery Modeling and Management
- Physical Sciences › Engineering › Automotive Engineering › Electric and Hybrid Vehicle Technologies
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advancements in Battery Materials
- Keywords
- battery management systems, electric vehicles, hybrid electric vehicles, state of charge estimation, state of health estimation, battery state monitoring, charge control, battery balancing
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