Estimating state of charge and health of lithium-ion batteries with guided waves using built-in piezoelectric sensors/actuators

Information Theory and an Extension of the Maximum Likelihood Principle

Akaike, H. (1998) · Springer series in statistics · doi:10.1007/978-1-4612-1694-0_15 · Cited by 18,636

Matching pursuits with time-frequency dictionaries

Mallat, S., & Zhang, Z. (1993) · IEEE Transactions on Signal Processing · doi:10.1109/78.258082 · Cited by 9,023

The Li-ion rechargeable battery: a perspective.

Goodenough, J., & Park, K. (2013) · Journal of the American Chemical Society · doi:10.1021/ja3091438 · Cited by 8,764

Generalized Additive Models.

Brown, R. A., Hastie, T. J., & Tibshirani, R. J. (1991) · Biometrics · doi:10.2307/2532174 · Cited by 8,263

Generalized Additive Models.

Koyak, R. A., Hastie, T. J., & Tibshirani, R. J. (1991) · Journal of the American Statistical Association · doi:10.2307/2290538 · Cited by 7,717

Fast Stable Restricted Maximum Likelihood and Marginal Likelihood Estimation of Semiparametric Generalized Linear Models

Wood, S. N. (2010) · Journal of the Royal Statistical Society Series B (Statistical Methodology) · doi:10.1111/j.1467-9868.2010.00749.x · Cited by 7,538

Challenges in the development of advanced Li-ion batteries: a review

Etacheri, V., Marom, R., Elazari, R., Salitra, G., & Aurbach, D. (2011) · Energy & Environmental Science · doi:10.1039/c1ee01598b · Cited by 6,776

A review on the key issues for lithium-ion battery management in electric vehicles

Lu, L., Han, X., Li, J., Hua, J., & Ouyang, M. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.10.060 · Cited by 4,837

Thin plate regression splines

Wood, S. (2003) · Journal of the Royal Statistical Society Series B (Statistical Methodology) · doi:10.1111/1467-9868.00374 · Cited by 2,580

A comparative study of equivalent circuit models for Li-ion batteries

Hu, X., Li, S., & Peng, H. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.10.013 · Cited by 2,179

Identifying ultrasonic scattering from multi-layered lithium-ion battery cells: Mechanical modeling and experimental validation

Ma, P.-S., Lee, H., & Seo, Y.-H. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2024.112077 · Cited by 13

Non-destructive estimation of internal state for lithium-ion batteries by ultrasonic phased array scanning and imaging technologies

Liu, X., Lyu, Y., Gao, J., Geng, M., Fan, M., Han, Z., & Zhang, C. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.116155 · Cited by 13

Ultrasonic Assessment of Aging in Lithium Metal Pouch Cells

Webster, M., Frankforter, E. L., Zuercher, A., Deshpande, S., Lam, W.-C. A., Caicedo, D., DeMattia, B., Lin, Y. X., & Perey, D. F. (2024) · Journal of Power Sources · doi:10.1016/j.jpowsour.2024.234552 · Cited by 13

From in-situ experimentation to in-line metrology: Advanced imaging characterization for battery research and manufacturing

Qian, G., Kuppan, S., Gallo, A., Zhou, J., Liu, Z., & Liu, Y. (2024) · Energy storage materials · doi:10.1016/j.ensm.2024.103819 · Cited by 13

Acoustic time-of-flight imaging of polymer electrolyte membrane water electrolysers to probe internal structure and flow characteristics

Maier, M., Owen, R. E., Pham, M., Dodwell, J., Majasan, J. O., Robinson, J. B., Hinds, G., Shearing, P. R., & Brett, D. J. L. (2021) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2021.01.077 · Cited by 13

Acoustic Response Characteristics of Lithium Cobaltate/Graphite Battery during Cycling

Sun, B., Zhang, C., Liu, S., Jin, L., & Yang, Q. (2022) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ac5061 · Cited by 13

Determination of Lamb Wave Modes on Lithium-Ion Batteries Using Piezoelectric Transducers

Koller, M., Glanz, G., Bergmann, A., & Popp, H. (2022) · Sensors · doi:10.3390/s22134748 · Cited by 13

Correlative Electrochemical Acoustic Time-of-Flight Spectroscopy and X-Ray Imaging to Monitor the Performance of Single-Crystal and Polycrystalline Nmc811/Gr Lithium-Ion Batteries

Michael, H., Owen, R. E., Robinson, J. B., Heenan, T. M. M., Tan, C., Wade, A., Jervis, R., Brett, D. J. L., & Shearing, P. R. (2022) · Journal of Power Sources · doi:10.1016/j.jpowsour.2022.231775 · Cited by 13

Ultrasonic estimation of lithium-ion battery state parameters using hybrid sparrow search algorithm and relevance vector machine

Binpeng, Z., Yang, Z., Jie, G., Yan, L., Liangcai, C., & Cunfu, H. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.236469 · Cited by 12

Molecular Design of Intrinsically Safe and Stable Electrolytes for Lithium-ion batteries

Ullah, S., Song, B., Gao, W., Lu, J., Khan, A., Wu, Y., & He, J. (2026) · Coordination Chemistry Reviews · doi:10.1016/j.ccr.2026.217791 · Cited by 12

An efficient feature search approach for robust state of health estimation of Li-ion battery

Chen, X., Yang, H., Yang, Y., Li, H., Chen, Y., Zhang, C., Wu, L., & Yan, L. (2025) · Green Energy and Intelligent Transportation · doi:10.1016/j.geits.2025.100339 · Cited by 12

Overcoming the Intrinsic Limitations of Fast Charging Lithium‐Ion Batteries Using Integrated Acoustic Streaming

Huang, A., Liu, H., Liu, P., & Friend, J. R. (2022) · Advanced Energy and Sustainability Research · doi:10.1002/aesr.202200112 · Cited by 12

Estimating state of charge of cylindrical lithium-ion cells using multiple random convolutional kernel transform and low-frequency stress waves

Chen, J., Hannan, T., Yao, Y., & Song, G. (2024) · Energy storage materials · doi:10.1016/j.ensm.2024.103730 · Cited by 11

Contactless ultrasound spectroscopy for testing state-of-charge and integrity in lithium-ion batteries

Fariñas, L., Muñoz, M., & Álvarez-Arenas, T. E. G. (2024) · iScience · doi:10.1016/j.isci.2024.111046 · Cited by 11

Second harmonic generation for estimating state of charge of lithium-ion batteries

Sun, H., Ramuhalli, P., Amin, R., & Belharouak, I. (2024) · Applied Physics Letters · doi:10.1063/5.0187829 · Cited by 10

Ultrasonic Non-Destructive Testing on Fast-Charging Lithium-Ion Battery’s Capacity Fading

Sun, B., Zhang, C., Liu, S., Xu, Z., & Zhao, Z. (2024) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ad30d9 · Cited by 11

Fast and Smart State Characterization of Large-Format Lithium-Ion Batteries via Phased-Array Ultrasonic Sensing Technology

Zhou, Z., Hua, W., Peng, S., Tian, Y., Tian, J., & Li, X. (2024) · Sensors · doi:10.3390/s24217061 · Cited by 10

Estimating State of Charge of Lithium-ion Batteries by Using Ultrasonic Guided Waves Detection Technology

Gao, J., Lyu, Y., & He, C. (2022) · Journal of Physics Conference Series · doi:10.1088/1742-6596/2198/1/012015 · Cited by 10

Ultrasonic Nondestructive Diagnosis of Cylindrical Batteries Under Various Charging Rates

Nguyen, T. D., Sun, H., Amin, R., Ramuhalli, P., Kweon, C.-B., & Belharouak, I. (2024) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ad2642 · Cited by 9

Ultrasound-based intelligent identification method for regions and defects of lithium-ion batteries using a random forest model

Zhang, X., Wang, Y., Lai, X., Han, X., Chen, T., Lu, L., Ouyang, M., Zheng, Y., Yi, M., Liu, S., et al. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.117746 · Cited by 9

Ultrasonic testing in battery research and production

Amsterdam, S. H., Ponnekanti, A., Nanni, N., Hsieh, A. G., James, R., Huemiller, E., Steingart, D. A., & Chang, W. (2026) · Joule · doi:10.1016/j.joule.2026.102402 · Cited by 10

Estimation of NCM111 /graphite acoustic properties under different lithium stoichiometry based on nondestructive acoustic in situ testing

Yi, M., Jiang, F., Lu, L., Ren, J., Jin, M.-X., Yuan, Y., Xiang, Y., Geng, X., Zhang, X., Han, X., et al. (2021) · International Journal of Energy Research · doi:10.1002/er.7336 · Cited by 9

Dispersion of thermoelastic guided waves in multi-layered porous media

Lin, X., Lyu, Y., Gao, J., Zheng, Y., & He, C. (2024) · Mechanics of Advanced Materials and Structures · doi:10.1080/15376494.2024.2394632 · Cited by 9

An Electromagnetic Acoustic Transducer for Generating Acoustic Waves in Lithium-Ion Pouch Cells

Siegl, A., Schweighofer, B., Bergmann, A., & Wegleiter, H. (2022) · IEEE International Instrumentation and Measurement Technology Conference · doi:10.1109/i2mtc48687.2022.9806669 · Cited by 9

Ultrasonic reflection/transmission characteristics for state of charge of li-ion battery

Zhang, B., Lyu, Y., Jie, G., Guorong, S., Lee, Y.-C., He, C., Weili, S., & Haosen, C. (2023) · Applied Acoustics · doi:10.1016/j.apacoust.2023.109687 · Cited by 9

Li-ion Battery Health Estimation Using Ultrasonic Guided Wave Data and an Extended Kalman Filter

Bombik, A., Ha, S. Y. S., Haider, M. F., Nasrollahi, A., & Chang, F. (2021) · Conference proceedings/Conference proceedings - IEEE Applied Power Electronics Conference and Exposition · doi:10.1109/apec42165.2021.9487367 · Cited by 8

Application of machine learning in ultrasonic diagnostics for prismatic lithium-ion battery degradation evaluation

Wang, Q., Song, D. F., Lin, X., Wu, H., & Shen, H. (2024) · Frontiers in Energy Research · doi:10.3389/fenrg.2024.1379408 · Cited by 8

Investigation of Acoustic Attenuation and Resonances in Lithium‐Ion Batteries Using Ultrasound Spectroscopy

Feiler, S., Gold, L., Hartmann, S., & Giffin, G. A. (2024) · Batteries & Supercaps · doi:10.1002/batt.202400212 · Cited by 8

Sensors for Next-Generation Smart Batteries in Automotive: a Review

Ramilli, R., Crescentini, M., & Traverso, P. A. (2021) · IEEE International Workshop on Metrology for Automotive (MetroAutomotive) · doi:10.1109/metroautomotive50197.2021.9502880 · Cited by 8

Mapping of state of charge and cathode material in NCM Li-ion batteries: an in-situ study based on the quasi-static component of nonlinear guided wave

Lin, X., Li, X., Deng, M., & Li, W. (2025) · Energy storage materials · doi:10.1016/j.ensm.2025.104298 · Cited by 7

A State of Charge Estimation Method of Lithium-Ion Batteries Using Ultrasonic Multifeature Stacking Models

Han, J., Chen, C., Lin, M., & Long, J. (2025) · IEEE Transactions on Industrial Electronics · doi:10.1109/tie.2025.3579061 · Cited by 7

Monitoring of Lithium-Ion Cells with Elastic Guided Waves

Gaul, T., Lieske, U., Nikolowski, K., Marcinkowski, P., Wolter, M., & Schubert, L. (2021) · Lecture notes in civil engineering · doi:10.1007/978-3-030-64908-1_69 · Cited by 7

Design of a Novel Pulser for Frequency Selective-based Power and Data Transmission

Taccetti, S., Peppi, L. M., Zonzini, F., Mohammadgholiha, M., Zauli, M., & Marchi, L. D. (2023) · IEEE International Workshop on Metrology for Automotive (MetroAutomotive) · doi:10.1109/metroautomotive57488.2023.10219099 · Cited by 7

Advanced Fault Diagnosis for Lithium-Ion Battery SystemsPreprint

Hu, X., Zhang, K., Liu, K., Lin, X., Dey, S., & Onori, S. (2020) · doi:10.36227/techrxiv.11777448 · Cited by 7

Estimating the State of Charge in Lithium Primary Batteries: Recent Advances and Critical Insights

Roth, S., Wesolowski, D. E., Schrock, D. J., Schorr, N. B., & Chabi, S. (2025) · Advanced Energy and Sustainability Research · doi:10.1002/aesr.202400407 · Cited by 6

Online detection and in-situ characterization of lithium plating in lithium-ion batteries based on ultrasonic signals

Xu, Z., Chen, X., Liu, S., Zhang, C., & Jiang, K. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.116041 · Cited by 6

Enhanced SOC estimation for lithium-ion batteries via ultrasonic paths fusion and spatio-temporal neural network

You, Y., Ji, X., Liu, Q., & Qing, X. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.118295 · Cited by 6

Large format battery SoC estimation: An ultrasonic sensing and deep transfer learning predictions for heterogeneity

Tolie, H. F., Reichmann, B., Marco, J., Khodaei, Z. S., & Niri, M. F. (2025) · Energy and AI · doi:10.1016/j.egyai.2025.100662 · Cited by 6

A Sensor Model to Simulate the Excitation and Propagation of Lamb Waves in Lithium-Ion Pouch Cells

Siegl, A., Schweighofer, B., & Wegleiter, H. (2023) · IEEE Sensors Letters · doi:10.1109/lsens.2023.3300805 · Cited by 6

Investigation into Impedance Measurements for Rapid Capacity Estimation of Lithium-ion Batteries in Electric Vehicles

Zhao, X., Wang, Z., Li, E., & Miao, H. (2024) · Journal of Dynamics Monitoring and Diagnostics · doi:10.37965/jdmd.2024.475 · Cited by 6

Improved Compound Correction‐Electrical Equivalent Circuit Modeling and Double Transform‐Unscented Kalman Filtering for the High‐Accuracy Closed‐Circuit voltage and State‐of‐Charge Co‐Estimation of Whole‐Life‐Cycle Lithium‐Ion batteries

Wang, S., Takyi‐Aninakwa, P., Yu, C., Jin, S., & Fernández, C. (2022) · Energy Technology · doi:10.1002/ente.202200921 · Cited by 6

Estimating state of charge of lithium-ion batteries using ultrasonic reflection and transmission coefficients by Legendre orthogonal polynomial method

Guorong, S., Li, Y., Lyu, Y., Jie, G., & He, C. (2019) · IEEE International Conference on Electronic Measurement & Instruments · doi:10.1109/icemi46757.2019.9101585 · Cited by 6

Rapid State of Health Estimation of Lithium-ion Batteries based on An Active Acoustic Emission Sensing Method

Wang, Z., Lu, K., Chen, X., Zhen, D., Gu, F., & Ball, A. D. (2022) · International Conference on Automation and Computing (ICAC) · doi:10.1109/icac55051.2022.9911094 · Cited by 5

Excitation of Mechanical Resonances in the Stationary Ring of a Mechanical Seal by a Continuously Operated Electromagnetic Acoustic Transducer

Siegl, A., Leithner, S., Schweighofer, B., & Wegleiter, H. (2023) · Sensors · doi:10.3390/s23021015 · Cited by 5

Estimation of mechanical parameters and state of charge of lithium-ion batteries based on a homogenized acoustic finite element model

Yuan, L., Liu, S., Cui, Y., Xu, Z., Jin, L., & Zhang, C. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.116776 · Cited by 5

A novel ultrasonic transmission coefficient spectrums approach to detecting lithium deposition of lithium-ion batteries

Jie, G., Zhang, Y., Lyu, Y., Wang, X., Liu, Y., Wu, B., & He, C. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.236555 · Cited by 4

Ultrasound-based state monitoring of lithium iron phosphate batteries considering mechanical constraint

Wang, H., Tong, W., Yang, C., Zhang, Y., Li, J., Li, D., & Liu, B. (2025) · Chemical Engineering Journal · doi:10.1016/j.cej.2025.171392 · Cited by 4

Spatial Imaging of Local Degradations in Li-Ion Batteries Using Sparsely Distributed Active Sensors

Lee, J., Jiang, X., & Kim, H. (2025) · IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control · doi:10.1109/tuffc.2025.3579871 · Cited by 4

Smart sensing breaks the accuracy barrier in battery state monitoring

Bian, X., Zou, C., Fridholm, B., Sundvall, C., & Wik, T. (2025) · Energy storage materials · doi:10.1016/j.ensm.2025.104410 · Cited by 5

Influence of Cd doping on the structural, optical and morphological properties of SnO2 thin films

Senthilkumar, P., Vasuki, G., Babu, R. R., & Raja, S. (2020) · AIP conference proceedings · doi:10.1063/5.0004805 · Cited by 4

Smart batteries: requirements of the automotive world

Sgroi, M. F., Dotoli, M., Giuliano, M., Nicol, G., Parussa, F., & Rocca, R. (2021) · IEEE International Workshop on Metrology for Automotive (MetroAutomotive) · doi:10.1109/metroautomotive50197.2021.9502851 · Cited by 4

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 3

Modal Analysis of Lithium-Ion Pouch Cell for State Estimation

McGee, T., Ezekoye, O. A., & Haberman, M. R. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2025.115531 · Cited by 4

Damage Monitoring and Localization Imaging of Aluminum Alloy Thin-Walled Structure Based on Remote Bonding Fiber Bragg Gratings Sensing

Han, L., Liu, D., Wang, M., Chai, L., Zhang, W., & Zhang, W. (2024) · Materials · doi:10.3390/ma17030652 · Cited by 3

Modeling Acoustic Attenuation, Sound Velocity and Wave Propagation in Lithium‐Ion Batteries via a Transfer Matrix

Feiler, S., Gold, L., Hartmann, S., & Giffin, G. A. (2024) · Batteries & Supercaps · doi:10.1002/batt.202400478 · Cited by 3

In-line detection of pouch foil damage in batteries during manufacturing using lamb waves

Swaschnig, P., Kofler, J., Klambauer, R., & Bergmann, A. (2025) · NDT & E International · doi:10.1016/j.ndteint.2025.103322 · Cited by 3

Autoregressive model-based parameter correlation for state of charge and state of health of lithium-ion batteries using built-in piezoelectric transducer induced ultrasonic waves

Ahmed, S., Farhangdoust, S., & Chang, F. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.115829 · Cited by 4

Thermoelastic guided wave behavior modeling and distributed experimental analysis of the inhomogeneous state of charge for silicon carbon lithium-ion batteries

Lin, X., Lyu, Y., Gao, J., Shi, F., Wu, B., & He, C. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.115896 · Cited by 3

Mechanical Analysis of Lithium-Ion Batteries Via Acoustic Impedance Spectroscopy

Soulen, C. E., Sherrit, S., Brandon, E. J., & Liu, P. (2025) · ACS electrochemistry. · doi:10.1021/acselectrochem.4c00105 · Cited by 2

Initial state of charge estimation for prismatic LiFePO4 cells using ultrasonic velocity along internal layers

Zhang, S., Zuo, P., & Fan, Z. (2025) · NDT & E International · doi:10.1016/j.ndteint.2025.103580 · Cited by 2

In-situ ultrasonic identification and early warning of mechanical-abuse-induced failure in lithium-ion batteries

Zhang, L., Wei, Z., Chen, L., & He, H. (2026) · Nano Energy · doi:10.1016/j.nanoen.2026.112145 · Cited by 2

Novel Approach for Battery State of Charge Evaluation through Inductive Sensing

Bourelly, C., Milano, F., Ferrigno, L., Laracca, M., & Tian, G. Y. (2024) · IEEE International Instrumentation and Measurement Technology Conference · doi:10.1109/i2mtc60896.2024.10560547 · Cited by 2

Investigation of guided wave dispersion curves of Lithium-ion batteries at different state of charge levels

Swaschnig, P., Seebacher, P., Klambauer, R., Gorostiaga, M., & Bergmann, A. (2022) · IEEE International Ultrasonics Symposium · doi:10.1109/ius54386.2022.9957322 · Cited by 2

Study on Ultrasonic Transmission Characteristics and Failure Modes of a Lithium-Ion Battery

Li, X., Yu, X., Zheng, S., Tian, Y., & Tian, J. (2023) · Lecture notes in electrical engineering · doi:10.1007/978-981-99-1027-4_88 · Cited by 2

Eddy Current Method for Inspecting Foil-to-Tab Weld Quality in Li-Ion Batteries

Barr, F. V., Wyman, J., Underhill, P. R., Krause, A. K., & Krause, T. W. (2025) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2025.3545707 · Cited by 1

Multi-task learning in battery lifecycle management: From lab to field

Zhang, Y., zheng, J., Pei, H., Zhang, Q., Guo, D., & Han, X. (2026) · Energy storage materials · doi:10.1016/j.ensm.2026.105049 · Cited by 1

State monitoring and intelligent management of lithium-ion batteries based on advanced sensing technology: From principles to application

Shi, Q., Xu, M., Li, J. J., Zhang, N., Liu, S., Wang, R., Xu, C., He, X., Li, H., Zhou, M., et al. (2026) · Energy storage materials · doi:10.1016/j.ensm.2026.105124 · Cited by 1

A data-driven surrogate model for non-electrical offline state-of-charge estimation of LiFePO4 batteries using feature-rich guided ultrasonic waves

Lee, J., Kim, H., Yuan, F., & Kim, H. (2026) · Ultrasonics · doi:10.1016/j.ultras.2026.108127 · Cited by 1

Semi-analytical finite element modelling of wave dispersion in pouch batteries

Wu, H., Yin, T., & Ng, C. (2026) · International Journal of Mechanical Sciences · doi:10.1016/j.ijmecsci.2026.111799 · Cited by 1

In Situ Stress and Strain Detection in Lithium-ion Batteries: A Review of Optical, Acoustical, and Electrical Techniques

罗兴安, Zhang, Y., Yu, Y., & Liu, W. (2026) · Nano-Micro Letters · doi:10.1007/s40820-026-02275-9 · Cited by 1

Review of ultrasonic methods for monitoring, damage detection, and processing of lithium-ion batteries throughout their life cycle

Montoya‐Bedoya, S., McGee, T., Lee, J. S., Litvinov, S., Ezekoye, O. A., Finegan, D. P., & Haberman, M. R. (2026) · The Journal of the Acoustical Society of America · doi:10.1121/10.0044332 · Cited by 2

Ultrasound simulation technique as state-of-health estimation method of lithium-ion batteries

Gaviria-Cardona, J. P., Salas, M. G.-D. L., Montoya-Escobar, N., Florez, W. F., Valencia, R., & Tejada, H. V. M. (2021) · IEEE UFFC Latin America Ultrasonics Symposium (LAUS) · doi:10.1109/laus53676.2021.9639223 · Cited by 1

Experimental Investigation on Passive Survivability of Lithium-Ion Batteries Under Extremely Low Temperatures

Borujerdi, A. S., Zhu, J., Zhang, B., & Guo, Y. (2025) · Sensors · doi:10.3390/s25041160 · Cited by 1

Sustainability and Prolonging Rechargeable Battery Life: A Sensor Device Review

Sahu, S., & Tiwari, S. (2023) · Journal of Electronics and Electrical Engineering · doi:10.37256/jeee.2120232781 · Cited by 1

Development of a multifunctional composite structure with self-sensing properties

Sánchez–Romate, X. F. (2019) · doi:10.20868/upm.thesis.55043 · Cited by 1

Improved Terminal Voltage Correction - Electrical Equivalent Circuit Modeling and Adaptive Unscented Kalman Filtering Strategies for the High-Accuracy Closed-Circuit Voltage Traction and State-of-Charge Estimation of Whole-Life-Cycle Lithium-Ion BatteriesPreprint

Wang, S., Jin, S., Fan, Y., Yu, C., & Fernández, C. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3922733

SOH Estimation

Yang, S., Liu, X., Shen, L., & Zhang, C. (2022) · Key Technologies on New Energy Vehicles · doi:10.1007/978-981-19-3490-2_6

Spatial imaging for impact-induced damages in LiFePO4 battery via active sensing network

Lee, J., Na, D., & Kim, H. (2024) · SPIE Health Monitoring of Structural and Biological Systems · doi:10.1117/12.3008796

Battery Age Monitoring: Ultrasonic Monitoring of Long Term Cycling and Degradation of Lithium-Ion BatteriesPreprint

Williams, D., Green, J., Bugryniec, P. J., Brown, S., & Dwyer-Joyce, R. S. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4812332

Investigation into Rapid State of Health Estimation of Lithium-Ion Batteries in Electric Vehicles

Wang, Z., Zhao, X., Li, E., Brunskill, H., Zhen, D., Gu, F., & Ball, A. D. (2024) · Mechanisms and machine science · doi:10.1007/978-3-031-49413-0_82

Assessment of structural irregularities in piezoelectric-embedded laminated composites

Tiwari, N., Anjum, A., Markad, K. M., Gupta, R., & Kumar, K. (2024) · International Journal on Interactive Design and Manufacturing (IJIDeM) · doi:10.1007/s12008-024-01822-1

SOC Detection of Multi-Regional Lithium-Ion Battery Based on Ultrasonic Flexible Sensing Technology

Gao, J., Liu, X., Lyu, Y., Qiao, X., & He, C. (2024) · IEEE International Instrumentation and Measurement Technology Conference · doi:10.1109/i2mtc60896.2024.10561107

Non‐destructive Technologies

Song, T., & Yao, W. (2024) · doi:10.1002/9783527834679.ch27

Study on Guided Wave Propagation Characteristics in Multilayered Porous Lithium Batteries Based on the Wave Finite Element Method

Gou, Y., Yan, Y., Li, J., Chen, S., Zeng, Z., & Liu, Y. (2024) · IEEE Ultrasonics, Ferroelectrics, and Frequency Control Joint Symposium (UFFC-JS) · doi:10.1109/uffc-js60046.2024.10793729

Ultrasonic testing for online state estimation of prismatic Li-ion battery cells

Zhang, S., Zuo, P., & Fan, Z. (2025) · SPIE Health Monitoring of Structural and Biological Systems · doi:10.1117/12.3051028

Advancements in Battery Management Systems (BMSs) and Technologies for Enhanced EVs Safety and Performance

Gharehghani, A., Saeedipour, S., & Saray, J. A. (2025) · Energy, environment, and sustainability · doi:10.1007/978-981-96-6624-9_6

A mode separation and recognition method based on dual sparse representation for reference-free aliasing ultrasonic guided waves signal

Lin, J., Hong, X., & Liu, C. (2025) · Structural Health Monitoring · doi:10.1177/14759217251380767

Lithium-ion Battery State of Charge and Health Monitoring with Ultrasonic Guided Waves Using High-Directivity and High-Sound-Pressure PMUTs

Xia, J., Wang, J., Wang, S., Li, C., Gao, Y., Sheng, B., Liu, K., Wang, X., & Lu, Y. (2025) · IEEE International Ultrasonics Symposium · doi:10.1109/ius62464.2025.11201586

State-of-Charge Estimation for Lithium-Ion Batteries Using Guided Ultrasonic Waves and Recurrent Neural Network

Kim, H., Lee, J., & Kim, H. (2025) · IEEE International Ultrasonics Symposium · doi:10.1109/ius62464.2025.11201631

Temperature Compensation in Ultrasonic Monitoring of Lithium-Ion Batteries for Accurate State of Charge and Ageing Assessment

Ajaereh, M. G., Courtney, C. R. P., & Vagg, C. (2025) · IEEE International Ultrasonics Symposium · doi:10.1109/ius62464.2025.11201720

Air-Coupled Ultrasound Spectroscopy for Electrolyte Fill Level Detection in Lithium-Ion Pouch Cell Batteries

Herring, D., Thornby, J., Somyanonthanakun, W., Kombrink, S., Samuel, T., Roberts, A. J., & Ramadas, N. (2025) · IEEE International Ultrasonics Symposium · doi:10.1109/ius62464.2025.11201297

Acoustic assessment of lithium-ion batteries: Unravelling temperature and charge contributions

Williams, D., Milton, R. A., Taylor, J., Dwyer-Joyce, R. S., & Brown, S. (2025) · Journal of Power Sources · doi:10.1016/j.jpowsour.2025.238788

A non-invasive magnetic characterization methodology for estimating state of charge of lithium-ion batteries

Wang, Q., Gao, J., Lyu, Y., Geng, M., Fan, M., & Mao, L. (2025) · Journal of Energy Storage · doi:10.1016/j.est.2025.119144

Multimodal contactless ultrasonic testing for Li-ion pouch cells

Álvarez-Arenas, T. E. G., Pinto, A., Tichter, T., Lu, C., Zhu, Y., & Leonhardt, R. (2026) · Journal of Energy Storage · doi:10.1016/j.est.2026.120661

A review of the classification and mechanism of action of battery-based sensors

Jiang, T. (2026) · Transactions on Environment Energy and Earth Sciences · doi:10.62051/gpfdrv94

Probing NMC|graphite batteries with ultrasounds: in operando non-destructive through-thickness diagnostics and SoC estimation

Milano, L., Lissandrello, F., Gibertini, E., & Magagnin, L. (2026) · Journal of Power Sources · doi:10.1016/j.jpowsour.2026.239815

Battery condition monitoring using spectral centroid of active acoustic emission signals

Fu, L., Li, Z., Miao, H., Zeng, W., Gu, F., & Ball, A. D. (2026) · Journal of Power Sources · doi:10.1016/j.jpowsour.2026.239961

SOH Estimation of Lithium Iron Phosphate Batteries Based on Electro-Thermal-Acoustic Multi-Source Feature

Shang, S., Dong, X., Yuan, L., Xu, Z., Jin, L., & Rao, Z. (2026) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ae5ea8 · Cited by 1

Real-time monitoring of mechanical damage in lithium-ion batteries using ultrasonic guided waves and cumulative energy feature analysis

Chen, Z., Yimeng, Z. H. U., Li, L., Zhang, C., & Yan, Y. (2026) · Mechanical Systems and Signal Processing · doi:10.1016/j.ymssp.2026.114261

Improving state-of-charge estimation accuracy and stability by incorporating ultrasonic signal features

Wang, W., Chen, D., Cheng, C., Tong, C., Wang, X., Jian, J., & Zou, J. (2026) · Engineering Research Express · doi:10.1088/2631-8695/ae68da

Battery charge and health state monitoring via ultrasonic guided-wave-based methods using built-in piezoelectric transducers

Ladpli, P., Kopsaftopoulos, F. P., Nardari, R., & Chang, F. (2017) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.2260107 · Cited by 33

State-of-charge and state-of-health estimation for lithium-ion battery using the direct wave signals of guided wave

Zhao, G., Liu, Y., Liu, G., Jiang, S., & Hao, W. (2021) · Journal of Energy Storage · doi:10.1016/j.est.2021.102657 · Cited by 79

Estimating Lithium-ion Battery State of Charge and Health with Ultrasonic Guided Waves Using an Efficient Matching Pursuit Technique

Ladpli, P., Liu, C., Kopsaftopoulos, F. P., & Chang, F. (2018) · IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific) · doi:10.1109/itec-ap.2018.8433297 · Cited by 21

Ultrasonic guided wave measurement and modeling analysis of the state of charge for lithium-ion battery

Jie, G., Liangheng, Z., Lyu, Y., Shi, F., Wu, B., & He, C. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.108384 · Cited by 69

Ultrasonic Guided Waves as an Indicator for the State-of-Charge of Li-Ion BatteriesPreprint

Reichmann, B., & Khodaei, Z. S. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4378359