Communications - Scientific Letters of the University of Zilina 2026, 28(2):C47-C56 | DOI: 10.26552/com.C.2026.028
External Monitoring System for Battery Condition and State of Health of Lithium-Ion Batteries
- 1 Slovak University of Technology in Bratislava, Faculty of Materials Science and Technology in Trnava, Institute of Applied Informatics, Automation and Mechatronics, Trnava, Slovak Republic
- 2 University of Zilina, Research Centre, Zilina, Slovak Republic
- 3 Czech Technical University in Prague, Faculty of Electrical Engineering CTU in Prague, Prague, Czech Republic
Lithium-ion batteries power light electric vehicles such as electric bicycles, but end users typically lack reliable information about true battery health and instead rely on misleading indicators of remaining charge. In this paper is introduced a novel external plug-and-play diagnostic module that connects between the standard charger and a battery of a light electric vehicle. The system uses a precise discrete-time energy integration method during standard charging. It captures dynamic current fluctuations and estimates battery health from the partial charging data. Experimental validation on multiple battery packs demonstrates that the proposed algorithm reliably distinguishes between healthy and degraded batteries. This non-invasive system adds diagnostics to conventional charging, enabling users to assess actual capacity without full discharge cycles.
Keywords: capacity fade, condition monitoring, energy integration, light electric vehicles, ithium-ion batteries, state of health
Grants and funding:
This work was supported by KEGA through the Teaching and development of methodology for the use of microcontrollers in automation using practical examples and laboratory exercises for engineering students under Grant 024STU-4/2024.
Conflicts of interest:
The authors declare that they have no known competing financial interests or personal relationships that could have influenced the work reported in this paper.
Received: March 2, 2026; Accepted: March 28, 2026; Prepublished online: April 22, 2026; Published: April 24, 2026 Show citation
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References
- DYCZKOWSKA, J. A., CHAMIER-GLISZCZYNSKI, N., MURAWSKI, J. Assessment of micromobility infrastructure from the perspective of electromobility development. Applied Sciences [online]. 2025, 15(22), 12276. eISSN 2076-3417. Available from: https://doi.org/10.3390/app152212276
Go to original source... - MOHAMMADI, F. Lithium-ion battery state-of-charge estimation based on an improved coulomb-counting algorithm and uncertainty evaluation. Journal of Energy Storage [online]. 2022, 48, 104061. ISSN 2352-152X, eISSN 2352-1538. Available from: https://doi.org/10.1016/j.est.2022.104061
Go to original source... - PHOGAT, P., DEY, S., WAN, M. Powering the sustainable future: a review of emerging battery technologies and their environmental impact. RSC Sustainability [online]. 2025, 3(8), p. 3266-3306. ISSN 2753-8125. Available from: https://doi.org/10.1039/D5SU00127G
Go to original source... - TRAN, M.-K., FOWLER, M. A review of cloud-based battery management systems for lithium-ion batteries in electric vehicles. IEEE Access [online]. 2022, 10, p. 99263-99277. elSSN 2169-3536. Available from: https://doi.org/10.1109/ACCESS.2024.3446880
Go to original source... - ARABSALMANABADI, B., TASHAKOR, N., JAVADI, A., AL-HADDAD, K. Charging techniques in lithium-ion battery charger: review and new solution. In: 44th Annual Conference of the IEEE Industrial Electronics Society IECON 2018: proceedings. IEEE. 2018. eISSN 2577-1647, eISBN 978-1-5090-6684-1, p. 5731-5738. Available from: https://doi.org/10.1109/IECON.2018.8591173
Go to original source... - OTHMAN, A., HRAD, J., HAJEK, J., MAGA, D. Control strategies of hybrid energy harvesting - a survey. Sustainability [online]. 2022, 14(24), 16670. eISSN 2071-1050. Available from: https://doi.org/10.3390/su142416670
Go to original source... - EDGE, J. S., O'KANE, S., PROSSER, R., KIRKALDY, N. D., PATEL, H. C., HALES, A., GHOSH, A., AI, W., CHEN, J., YANG, J., LI, S., PANG, M.-CH., DIAZ, L. B., TOMASZEWSKA, A., MARZOOK, M. V., RADHAKRISHNAN, K. N., WANG, H., PATEL, Y., WUBD, B., OFFER, G. J. Lithium ion battery degradation: what you need to know. Physical Chemistry Chemical Physics [online]. 2021, 23(14), p. 8200-8221. Available from: https://doi.org/10.1039/D1CP00359C
Go to original source... - DUAN, J., TANG, X., DAI, H., YANG, Y., WU, W., WEI, X., SUN, Z. Building safe lithium-ion batteries for electric vehicles: areview. Electrochemical Energy Reviews [online]. 2020, 3, p. 1-42. ISSN 2520-8489, eISSN 2520-8136. Available from: https://doi.org/10.1007/s41918-019-00060-4
Go to original source... - GAO, W., THOO, A. C., SARKER, M., LEE, N., DENG, X., YANG, Y. Secondary use of retired lithium-ion traction batteries: a review of health assessment, interface technology, and supply chain management. Batteries [online]. 2026, 12(1), 1. eISSN 2313-0105. Available from: https://doi.org/10.3390/batteries12010001
Go to original source... - MOVASSAGH, K., RAIHAN, A., BALASINGAM, B., PATTIPATI, K. A critical look at coulomb counting approach for state of charge estimation in batteries. Energies [online]. 2021, 14, 4074. eISSN 1996-1073. Available from: https://doi.org/10.3390/en14144074
Go to original source... - PISANI ORTA, M. A., GARCIA ELVIRA, D., VALDERRAMA BLAVI, H. Review of state-of-charge estimation methods for electric vehicle applications. World Electric Vehicle Journal [online]. 2025, 16, 87. eISSN 2032-6653. Available from: https://doi.org/10.3390/wevj16020087
Go to original source... - BERECIBAR, M., GANDIAGA, I., VILLARREAL, I., OMAR, N., VAN MIERLO, J., VAN DEN BOSSCHE, P. Critical review of state of health estimation methods of Li-ion batteries for real applications. Renewable and Sustainable Energy Reviews [online]. 2016, 56, p. 572-587. eISSN 1364-0321. Available from: https://doi.org/10.1016/j.rser.2015.11.042
Go to original source... - AL-HAJ HUSSEIN, A., BATARSEH, I. A review of charging algorithms for nickel and lithium battery chargers. IEEE Transactions on Vehicular Technology [online]. 2011, 60(3), p. 830-838. ISSN 0018-9545, eISSN 1939-9359. Available from: https://doi.org/10.1109/TVT.2011.2106527
Go to original source... - MUN, T., NOH, C., LEE, S.-E. Comparative analysis of DCIR and SOH in field-deployed ESS considering thermal non-uniformity using linear regression. Energies [online]. 2025, 18(21), 5640. eISSN 1996-1073. Available from: https://doi.org/10.3390/en18215640
Go to original source... - CHENG, K. W. E., DIVAKAR, B. P., WU, H., DING, K., HO, H. F. Battery-management system (BMS) and SOC development for electrical vehicles. IEEE Transactions on Vehicular Technology [online]. 2011, 60(1), p. 76-88. ISSN 0018-9545, eISSN 1939-9359. Available from: https://doi.org/10.1109/TVT.2010.2089647
Go to original source... - TIAN, H., QIN, P., LI, K., ZHAO, Z. A review of the state of health for lithium-ion batteries: research status and suggestions. Journal of Cleaner Production [online]. 2020, 261, 120813. ISSN 0959-6526, eISSN 1879-1786. Available from: https://doi.org/10.1016/j.jclepro.2020.120813
Go to original source... - D100v2 AC/DC dual balance charger/discharger/power supply - SkyRC Technology Co., Ltd. [online]. 2022. Available from: https://www.skyrc.com/D100_v2_Charger
- PATTIPATI, B., BALASINGAM, B., AVVARI, G., PATTIPATI, K., BAR-SHALOM, Y. Open circuit voltage characterization of lithium-ion batteries. Journal of Power Sources [online]. 2014, 269, p. 317-333. ISSN 0378-7753, eISSN 1873-2755. Available from: https://doi.org/10.1016/j.jpowsour.2014.06.152
Go to original source... - LAVIGNE, L., SABATIER, J., MBALA, F., GUILLEMARD, F., NOURY, A. Lithium-ion open circuit voltage (OCV) curve modelling and its ageing adjustment. Journal of Power Sources [online]. 2016, 324, p. 694-703. ISSN 0378-7753, eISSN 1873-2755. Available from: https://doi.org/10.1016/j.jpowsour.2016.05.121
Go to original source...
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