External monitoring system for battery condition and state of health of lithium-ion batteries
External monitoring system for battery condition and state of health of lithium-ion batteries
Author(s): Milan Havelka, Matúš Nečas, Dusan Maga, Juraj DuďákSubject(s): Energy and Environmental Studies, Electronic information storage and retrieval, Methodology and research technology, ICT Information and Communications Technologies, Transport / Logistics, Green Transformation
Published by: Žilinská univerzita v Žilině
Keywords: capacity fade; condition monitoring; energy integration; light electric vehicles; lithium-ion batteries; state of health;
Summary/Abstract: 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.
Journal: Komunikácie - vedecké listy Žilinskej univerzity v Žiline
- Issue Year: 28/2026
- Issue No: 2
- Page Range: 3047-3056
- Page Count: 9
- Language: English
