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Title:Assessing the potential of electrochemical impedance spectroscopy as a supporting tool for equivalent circuit modeling in battery management systems
Authors:ID Batiuk, Denis (Author)
ID Mele, Igor (Author)
ID Zelič, Klemen (Author)
ID Pec, Martin (Author)
ID Katrašnik, Tomaž (Author)
ID Chowdhury, Amor (Author)
Files:.pdf RAZ_Batiuk_Denis_2026.pdf (654,33 KB)
MD5: 65210E5DE4E0600529AD4E1C01A8EEC7
 
URL https://doi.org/10.18690/jet.19.1.83-108.2026
 
Language:English
Work type:Scientific work
Typology:1.01 - Original Scientific Article
Organization:FE - Faculty of Energy Technology
Abstract:Accurate yet computationally efficient battery models are essential for industrial battery management systems (BMS), which operate under strict constraints on sensing and processing power, as well as certification requirements. Electrical equivalent circuit models (ECMs) are therefore adopted widely in practice, while physics-based models (PBMs) provide detailed descriptions of transport, kinetic, and degradation processes, but are not yet adopted in embedded implementation. The present work assesses the potential of electrochemical impedance spectroscopy (EIS) as a supporting tool for equivalent circuit modeling in BMS applications, with an emphasis on its ability to provide frequency-resolved, process-level indications rather than direct parameter information. By separating the ohmic, charge-transfer, and diffusion-related contributions in the frequency domain, EIS offers complementary insights that are not accessible through time-domain measurements alone. The analysis addresses how such indications can guide ECM structure selection and parameter interpretation, the limitations imposed by measurement duration, noise, and temperature gradients, and the feasibility of EIS-supported modeling approaches under typical BMS constraints. The results delineate the scope within which frequency- informed modeling can enhance physical consistency and diagnostic interpretability while preserving the computational characteristics required for BMS implementation.
Keywords:electrochemical impedance spectroscopy, battery management system, equivalent circuit models, physics-based models, lithium-ion batteries, frequency-domain analysis, parameter identification, diagnostics
Publication status:Published
Publication date:01.07.2026
Year of publishing:2026
Number of pages:str. 83-108
Numbering:Letn. 19, št. 1
PID:20.500.12556/DKUM-98913 New window
UDC:621.355.8:004.94:621.317.33
ISSN on article:1855-5748
COBISS.SI-ID:285069827 New window
DOI:10.18690/jet.19.1.83-108.2026 New window
Publication date in DKUM:17.07.2026
Views:285
Downloads:6
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Categories:Misc.
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Record is a part of a journal

Title:Journal of energy technology
Publisher:University of Maribor, University of Maribor Press, Fakulteta za energetiko
ISSN:1855-5748
COBISS.SI-ID:243311360 New window

Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.

Secondary language

Language:Slovenian
Title:Ocena potenciala elektrokemijske impedančne spektroskopije kot podpornega orodja pri modeliranju z nadomestnimi vezji v sistemih za upravljanje baterij.
Abstract:Sistemi za upravljanje litij- ionskih baterij (BMS) temeljijo na modelih, ki povezujejo merljive električne količine z notranjim stanjem baterijske celice. Zaradi omejene procesne moči, omejenega nabora tipal in zahtev po determinističnem delovanju se v industrijski praksi večinoma uporabljajo električni nadomestni modeli (ECM), ki opisujejo napetostno-tokovni odziv z združenimi parametri (Larcher & Tarascon, 2015; Shen & Gao, 2019). Uporaba ECM omogoča implementacijo v realnem času, vendar le omejeno interpretacijo notranjih elektrokemijskih procesov in degradacijskih pojavov. Fizikalno utemeljeni modeli (PBM) temeljijo na opisih difuzije, prenosa naboja in reakcijske kinetike ter omogočajo neposredno obravnavo notranjih stanj, vendar numerična zahtevnost in zapletena identifikacija parametrov omejujeta uporabo v industrijskih sistemih. Članek obravnava vlogo elektrokemične impedančne spektroskopije (EIS) kot vira frekvenčno ločenih informacij o procesih v baterijski celici. Poudarek je na analizi informacij, ki jih je mogoče iz impedančnih meritev prenesti v strukturo in 107arameter ECM, ter na omejitvah, povezanih s trajanjem meritev, šumom in temperaturnimi nehomogenostmi. Obravnavani so tudi pristopi k razvoju hibridnih modelov, ki združujejo časovno in frekvenčno domeno ter so združljivi z omejitvami industrijskih BMS. Članek prispeva k razumevanju možnosti in omejitev uporabe EIS pri modeliranju baterijskih sistemov v realnih obratovalnih pogojih.
Keywords:elektrokemijska impedančna spektroskopija, sistem za upravljanje baterij, modeli ekvivalentnih vezij, fizikalni modeli, litij-ionske baterije, analiza v frekvenčni domeni, identifikacija parametrov, diagnostika


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  1. Journal of energy technology

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