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Article

An Integrated Co-Simulation Framework for the Design, Analysis, and Performance Assessment of EIS-Based Measurement Systems for the Online Monitoring of Battery Cells †

by
Nicola Lowenthal
*,
Roberta Ramilli
,
Marco Crescentini
* and
Pier Andrea Traverso
Department of Electrical, Electronic and Information Engineering, “G. Marconi”, University of Bologna, 40136 Bologna, Italy
*
Authors to whom correspondence should be addressed.
This paper is an extended version of the paper published by the authors in 2023 IEEE International Workshop on Metrology for Automotive (MetroAutomotive), Modena, Italy, 28–30 June 2023; pp. 41–45.
Batteries 2025, 11(10), 351; https://doi.org/10.3390/batteries11100351
Submission received: 11 August 2025 / Revised: 15 September 2025 / Accepted: 23 September 2025 / Published: 26 September 2025

Abstract

Electrochemical impedance spectroscopy (EIS) is widely used at the laboratory level for monitoring/diagnostics of battery cells, but the design and validation of in situ, online measurement systems based on EIS face challenges due to complex hardware–software interactions and non-idealities. This study aims to develop an integrated co-simulation framework to support the design, debugging, and validation of EIS measurement systems devoted to the online monitoring of battery cells, helping to predict experimental results and identify/correct the non-ideality effects and sources of uncertainty. The proposed framework models both the hardware and software components of an EIS-based system to simulate and analyze the impedance measurement process as a whole. It takes into consideration the effects of physical non-idealities on the hardware–software interactions and how those affect the final impedance estimate, offering a tool to refine designs and interpret test results. For validation purposes, the proposed general framework is applied to a specific EIS-based laboratory prototype, previously designed by the research group. The framework is first used to debug the prototype by uncovering hidden non-idealities, thus refining the measurement system, and then employed as a digital model of the latter for fast development of software algorithms. Finally, the results of the co-simulation framework are compared against a theoretical model, the real prototype, and a benchtop instrument to assess the global accuracy of the framework.
Keywords: lithium-ion batteries; electrochemical impedance spectroscopy; simulation framework; fractional order capacitor lithium-ion batteries; electrochemical impedance spectroscopy; simulation framework; fractional order capacitor

Share and Cite

MDPI and ACS Style

Lowenthal, N.; Ramilli, R.; Crescentini, M.; Traverso, P.A. An Integrated Co-Simulation Framework for the Design, Analysis, and Performance Assessment of EIS-Based Measurement Systems for the Online Monitoring of Battery Cells. Batteries 2025, 11, 351. https://doi.org/10.3390/batteries11100351

AMA Style

Lowenthal N, Ramilli R, Crescentini M, Traverso PA. An Integrated Co-Simulation Framework for the Design, Analysis, and Performance Assessment of EIS-Based Measurement Systems for the Online Monitoring of Battery Cells. Batteries. 2025; 11(10):351. https://doi.org/10.3390/batteries11100351

Chicago/Turabian Style

Lowenthal, Nicola, Roberta Ramilli, Marco Crescentini, and Pier Andrea Traverso. 2025. "An Integrated Co-Simulation Framework for the Design, Analysis, and Performance Assessment of EIS-Based Measurement Systems for the Online Monitoring of Battery Cells" Batteries 11, no. 10: 351. https://doi.org/10.3390/batteries11100351

APA Style

Lowenthal, N., Ramilli, R., Crescentini, M., & Traverso, P. A. (2025). An Integrated Co-Simulation Framework for the Design, Analysis, and Performance Assessment of EIS-Based Measurement Systems for the Online Monitoring of Battery Cells. Batteries, 11(10), 351. https://doi.org/10.3390/batteries11100351

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