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Impedance Diagnostic for Overcharged Lithium-Ion Batteries

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A Comprehensive Review of Available Battery Datasets, RUL Prediction Approaches, and Advanced Battery Management

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Modulation of Lithium Plating in Li-Ion Batteries with External Thermal Gradient

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Timely Thermal Runaway Prognosis for Battery Systems in Real-World Electric Vehicles Based on Temperature Abnormality

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Review—Thermal Safety Management in Li-Ion Batteries: Current Issues and Perspectives

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Coupling Analysis and Performance Study of Commercial 18650 Lithium-Ion Batteries under Conditions of Temperature and Vibration

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Dynamic Electrochemical Impedance Spectroscopy: A Forward Application Approach for Lithium‐Ion Battery Status Assessment

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Strategies for Intelligent Detection and Fire Suppression of Lithium-Ion Batteries

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An insight into the errors and uncertainty of the lithium-ion battery characterisation experiments

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Data‐Driven–Based Internal Temperature Estimation for Lithium‐Ion Battery Under Variant State‐of‐Charge via Electrochemical Impedance Spectroscopy

Ouyang, K., Fan, Y., Yazdi, M., & Peng, W. (2021) · Energy Technology · doi:10.1002/ente.202100910 · Cited by 37 · see citing works

A low-cost approach to on-board electrochemical impedance spectroscopy for a lithium-ion battery

Mattia, L., Petrone, G., Pirozzi, F., & Zamboni, W. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2023.110330 · Cited by 37 · see citing works

Towards impedance‐based temperature estimation for Li‐ion battery packs

Beelen, H. P. G. J., Shivakumar, K. M., Raijmakers, L. H. J., Donkers, M. C. F., & Bergveld, H. J. (2020) · International Journal of Energy Research · doi:10.1002/er.5107 · Cited by 37 · see citing works

Impedance Based Temperature Estimation of Lithium Ion Cells Using Artificial Neural Networks

Ströbel, M., Pross-Brakhage, J., Kopp, M., & Birke, K. P. (2021) · Batteries · doi:10.3390/batteries7040085 · Cited by 36 · see citing works

Determination of the Differential Capacity of Lithium-Ion Batteries by the Deconvolution of Electrochemical Impedance Spectra

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Battery Internal Resistance Estimation Using a Battery Balancing System Based on Switched Capacitors

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Machine learning in energy chemistry: introduction, challenges and perspectives

Xu, Y., Ge, J., & Ju, C. (2023) · Energy Advances · doi:10.1039/d3ya00057e · Cited by 33 · see citing works

Determination of Internal Temperature Differences for Various Cylindrical Lithium-Ion Batteries Using a Pulse Resistance Approach

Ludwig, S., Steinhardt, M., & Jossen, A. (2022) · Batteries · doi:10.3390/batteries8070060 · Cited by 30 · see citing works

Electrochemical Impedance Spectroscopy-Based Characterization and Modeling of Lithium-Ion Batteries Based on Frequency Selection

Xiao, Y., Huang, X., Meng, J., Zhang, Y., Knap, V., & Stroe, D. (2024) · Batteries · doi:10.3390/batteries11010011 · Cited by 30 · see citing works

Investigation into State-of-Health Impedance Diagnostic for 26650 4P1S Battery Packs

Huhman, B. M., Heinzel, J. M., Mili, L., Love, C. T., & Wetz, D. A. (2017) · Journal of The Electrochemical Society · doi:10.1149/2.0631701jes · Cited by 29 · see citing works

Multi-cell sensorless internal temperature estimation based on electrochemical impedance spectroscopy with Gaussian process regression for lithium-ion batteries safety

Ezahedi, S. E., Kharrich, M., & Kim, J. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2024.112467 · Cited by 28 · see citing works

Real-Time Sensorless Temperature Estimation of Lithium-Ion Batteries Based on Online Operando Impedance Acquisition

Zheng, Y., Che, Y., Guo, J., Weinreich, N. A., Kulkarni, A., Nadeem, A., Sui, X., & Teodorescu, R. (2024) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2024.3424267 · Cited by 27 · see citing works

Monitoring and control of internal temperature in power batteries: A comprehensive review

Guo, X., Yang, Y., Shi, C., Xu, M., Liu, Y., & Zou, D. (2025) · Energy storage materials · doi:10.1016/j.ensm.2025.104051 · Cited by 28 · see citing works

Internal temperature estimation method for lithium-ion battery based on multi-frequency imaginary part impedance and GPR model

Li, J., Li, T., Qiao, Y., Tan, Z., Qiu, X.-H., Deng, H., Li, W., Qi, X., & Wu, W.-X. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.116287 · Cited by 27 · see citing works

Innovating Safe Lithium-Ion Batteries Through Basic to Applied Research

Love, C. T., Buesser, C., Johannes, M. D., & Swider‐Lyons, K. E. (2017) · Journal of Electrochemical Energy Conversion and Storage · doi:10.1115/1.4038075 · Cited by 25 · see citing works

Adaptive method for sensorless temperature estimation over the lifetime of lithium-ion batteries

Ludwig, S., Zilberman, I., Oberbauer, A., Rogge, M., Fischer, M., Rehm, M., & Jossen, A. (2022) · Journal of Power Sources · doi:10.1016/j.jpowsour.2021.230864 · Cited by 25 · see citing works

Recent advances in early warning methods and prediction of thermal runaway events in Li-ion batteries

Kumar, S., & Kim, H.-J. (2024) · Journal of Industrial and Engineering Chemistry · doi:10.1016/j.jiec.2024.10.057 · Cited by 24 · see citing works

Lithium-Ion Cell Fault Detection by Single-Point Impedance Diagnostic and Degradation Mechanism Validation for Series-Wired Batteries Cycled at 0 °C

Love, C., Dubarry, M., Reshetenko, T., Devie, A., Spinner, N. S., Swider-Lyons, K., & Rocheleau, R. (2018) · Energies · doi:10.3390/en11040834 · Cited by 23 · see citing works

Li-ion cells internal temperature estimation using medium-frequency measurements of impedance argument

Bhoir, S. S., Thenaisie, G., Brivio, C., & Paolone, M. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2024.112754 · Cited by 22 · see citing works

Battery pack condition monitoring and characteristic state estimation: Challenges, techniques, and future prospectives

Liu, S., Li, K., & Yu, J. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2024.114446 · Cited by 23 · see citing works

Impedance-based thermal runaway detection and temperature estimation for single and parallel connected large-format automotive lithium-ion batteries

Schöberl, J., Schumacher, J., Urban, R., & Lienkamp, M. (2025) · eTransportation · doi:10.1016/j.etran.2025.100424 · Cited by 19 · see citing works

Impact of temperature on Li-ion battery impedance and compensation strategies

Schinagl, M., Fasching, M., Höschele, P., & Ellersdorfer, C. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.237478 · Cited by 19 · see citing works

Operando determination of lithium-ion cell temperature based on electrochemical impedance features

Hackmann, T., Esser, S., & Danzer, M. A. (2024) · Journal of Power Sources · doi:10.1016/j.jpowsour.2024.235036 · Cited by 18 · see citing works

THERMAL SAFETY OF LITHIUM-ION BATTERIES: MECHANISM, MODELING, AND CHARACTERIZATIONS

Gao, X., Chak, C. M., Hao, Q., Zeng, D., & Xu, J. (2023) · Annual Reviews of Heat Transfer · doi:10.1615/annualrevheattransfer.2023048695 · Cited by 18 · see citing works

Perspective Chapter: Thermal Runaway in Lithium-Ion Batteries

Lalinde, I., Berrueta, A., Valera, J. J., Arza, J., Sanchis, P., & Ursúa, A. (2022) · IntechOpen eBooks · doi:10.5772/intechopen.106539 · Cited by 16 · see citing works

Dynamic response-based LEDs health and temperature monitoring

Alexeev, A., Linnartz, J. M. G., Onushkin, G. A., Arulandu, K., & Martin, G. (2020) · Measurement · doi:10.1016/j.measurement.2020.107599 · Cited by 16 · see citing works

Artificial Feature Extraction for Estimating State-of-Temperature in Lithium-Ion-Cells Using Various Long Short-Term Memory Architectures

Kopp, M., Ströbel, M., Fill, A., Pross-Brakhage, J., & Birke, K. P. (2022) · Batteries · doi:10.3390/batteries8040036 · Cited by 15 · see citing works

Online Internal Temperature Estimation for Lithium-Ion Batteries Using the Suppressed Second-Harmonic Current in Single- Phase DC/AC Converters

Chen, Z., Zhang, Y., Yang, R., Liu, C., & Chen, G. (2023) · IEEE Transactions on Industrial Electronics · doi:10.1109/tie.2023.3331090 · Cited by 15 · see citing works

Thermal monitoring of LiFePO4 batteries using switching harmonics

Gonzalez, C., Fernández, D., Guerrero, J. M., Reigosa, D., Riva, C., & Briz, F. (2020) · IEEE Transactions on Industry Applications · doi:10.1109/tia.2020.2988425 · Cited by 15 · see citing works

Online Temperature Estimation for Lithium-Ion Batteries Utilizing a Single-Frequency Impedance Unaffected by Their Peripheral Circuits

Zhao, Z., Hu, H., He, Z. Y., Iu, H. H., Davari, P., Blaabjerg, F., & Wang, H. (2024) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2024.3437159 · Cited by 13 · see citing works

Sensor-less estimation of battery temperature through impedance-based diagnostics and application of DRT

Sarwar, D., Curnick, O. J., & Amietszajew, T. (2025) · EES batteries. · doi:10.1039/d5eb00092k · Cited by 12 · see citing works

Impedance-based Thermal Runaway early detection methodology for Lithium-Ion batteries

Perez, J., Garayalde, E., Lorente, J., Arrinda, M., Oyarbide, M., Macicior, H., Iraola, U., & Grande, H. (2025) · International Journal of Electrical Power & Energy Systems · doi:10.1016/j.ijepes.2025.111053 · Cited by 12 · see citing works

Operando spatiotemporal super-resolution of thermal events monitoring in lithium metal batteries

Zhang, C., Liu, Z., Lao, Z., Zhou, Y., Xiao, X., Feng, T., Chang, C., Wang, R., Zhou, G., & Guan, X. (2025) · National Science Review · doi:10.1093/nsr/nwaf088 · Cited by 11 · see citing works

Capacity and impedance characteristics of the lithium-ion battery and mechanical properties of the battery pack under coupled temperature-vibration conditions: an experimental approach

Ran, L., He, F., Vargas, O. R., & Khan, M. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.237688 · Cited by 10 · see citing works

Online impedance-based temperature and states co-estimation for sodium-ion batteries using fractional-order model

Jiang, C. F., Wang, Y., Sun, Z., Li, M., & Chen, Z. (2025) · Energy · doi:10.1016/j.energy.2025.137427 · Cited by 9 · see citing works

Integrierte Zell-Sensorik in Lithium-Ionen-Akkus für Elektro- und Hybridfahrzeuge

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Anomaly detection in Li-ion cells using physics-based reduced-order thermal models

Mehta, M. R., Crowley, K., Khasin, M., Kulkarni, C. S., DeMattia, B., & Lawson, J. W. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.236190 · Cited by 8 · see citing works

A comprehensive review of thermal runaway for batteries: experimental; modelling, challenges and proposed framework

Pal, S., Kashyap, P., Panda, B., Gao, L., & Garg, A. (2025) · International Journal of Green Energy · doi:10.1080/15435075.2025.2462606 · Cited by 7 · see citing works

Exploring the effects of aging, temperature and hysteresis on the entropy variation of lithium-ion batteries

Reiter, A., Schütte, M., Rosenmüller, C., Stroebl, F., Lehner, S., Sauer, D. U., & Bohlen, O. S. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.118897 · Cited by 7 · see citing works

Temperature-Dependent Electrochemical Impedance Spectroscopy of Batteries

Civan, F., Zabara, M., Katırcı, G., & Ulgut, B. (2026) · ACS Electrochemistry · doi:10.1021/acselectrochem.5c00512 · Cited by 6 · see citing works

Early-Stage Heat- And Discharge-Induced Transformations in a Lithium-Ion Cell Monitored by an Advanced Battery Management System

Srinivasan, R., Demirev, P. A., & Carkhuff, B. G. (2022) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ac4ea4 · Cited by 6 · see citing works

Improving the Functional Safety of Automotive Batteries Using in-situ Impedance Spectroscopy

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Advanced thermal runaway warning methods for lithium-ion batteries: Challenges and solutions

Xiao, Y., Zhou, X., Zhang, T., Zhang, H., Su, M., Yin, S., Si, Y., Wang, Y. X., & Liu, Y. (2026) · Journal of Energy Storage · doi:10.1016/j.est.2026.121565 · Cited by 5 · see citing works

Electrochemical Impedance Spectroscopy‐Based Diagnosis of Cell Imbalances in Series‐Connected Battery Modules

Celik, S., Ma, Z., Hong, Z., Blömeke, A., Wasylowski, D., & Sauer, D. U. (2025) · Batteries & Supercaps · doi:10.1002/batt.202500284 · Cited by 4 · see citing works

Statistical analysis for robust battery state estimation: Demonstrating ANOVA-driven feature selection with electrochemical impedance spectroscopy

Gomez, M. R., Natterer, J., Fischer, M., Thielmann, J., Zonta, E., & Jossen, A. (2026) · Journal of Power Sources · doi:10.1016/j.jpowsour.2026.239526 · Cited by 4 · see citing works

Comparison of battery internal temperature using electrochemical impedance spectroscopy

Chen, L.-R., Wei, S., Hsieh, H.-Y., Shen, H.-Y., & Wu, C.-H. (2025) · International Journal of Electrochemical Science · doi:10.1016/j.ijoes.2025.101070 · Cited by 4 · see citing works

Practical considerations and limitations of online EIS-based battery internal temperature estimation in traction applications

Sailer, N., Steffan, C., & Schmidt, J. P. (2026) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.239111 · Cited by 3 · see citing works

Operando Detection of Void Formation during Lithium Stripping in Solid-State Batteries Using Single-Frequency Impedance Analysis

Kim, Y.-G., Gjerde, J., Zheng, H., Andrews, W. B., Liao, D. W., Sakamoto, J. S., Thornton, K. S., & Dasgupta, N. P. (2026) · ACS electrochemistry. · doi:10.1021/acselectrochem.5c00417 · Cited by 3 · see citing works

Li-ion Battery Internal Temperature Estimation using Electrochemical Impedance Spectroscopy

Bhoir, S. S., Thenaisie, G., & Paolone, M. (2023) · International Conference on Clean Electrical Power · doi:10.1109/iccep57914.2023.10247457 · Cited by 3 · see citing works

The imperative for sensing innovations toward lab on cell in battery technology: a holistic survey of the emerging trend of embedding sensor technologies in electrochemical cells

Thenaisie, G., & Couto, L. D. (2024) · Discover Electronics · doi:10.1007/s44291-024-00031-0 · Cited by 2 · see citing works

Development and validation of a novel online diagnostic method for solid oxide fuel cells: A theoretical and experimental study

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Evaluation of Internal Resistance Methods for Tracking Battery State of Health

Koç, Y., Dogru, U. E., & Bilir, R. A. (2022) · Global Power, Energy and Communication Conference · doi:10.1109/gpecom55404.2022.9815564 · Cited by 3 · see citing works

Single-Point Impedance Diagnostic for Internal Temperature Monitoring of Commercial Lithium-Ion Batteries

Spinner, N. S., Love, C. T., Tuttle, S. G., & Rose‐Pehrsson, S. L. (2015) · ECS Meeting Abstracts · doi:10.1149/ma2015-02/4/344

Instantaneous estimation of internal temperature in lithium‐ion battery by impedance measurement

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Experimental Analysis on Li-ion Batteries for Sensorless Temperature Estimation using Electrochemical Impedance Spectroscopy

BERNARDINI, N. (2017) · Electronic Theses and Dissertations Repository (University of Pisa)

Impedance spectroscopy-based fault diagnosis of internal short circuits in lithium-ion batteries under wide-temperature conditions

Sun, W., Dong, M., Hu, K., & Li, X. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.118867 · Cited by 5 · see citing works

Prediction of lithium-ion battery internal temperature using the imaginary part of electrochemical impedance spectroscopy

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