Published October 24, 2026 | Version v1

Collective Model Fusion with CIGAR for EIS-Based Lithium-Ion Battery SoH Estimation

  • 1. EDMO icon RWTH Aachen University

Description

The implementation serves as a compact demonstration of collective model fusion with CIGAR for lithium-ion battery state-of-health (SoH) estimation using electrochemical impedance spectroscopy (EIS). It reproduces the main preprocessing, model-training, and fusion steps in a reduced workflow, but is not intended to reproduce the dissertation results numerically. Instead, it provides an accessible example of the corresponding experimental procedure and supports reproducibility of the underlying methodology.

Files

cigar_eis_soh_fusion.zip

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Additional details

Related works

Is supplement to
Journal article: 10.1007/s00521-026-12144-6 (DOI)

Funding

Federal Ministry of Education and Research
OptiPro: Optimierte Zellfinalisierung durch innovative Anlagentechnik und parametergestützte Auswertung der Prozess- und Qualitätsparameter im virtuellen Produktionssystem (Optimized cell finalization through innovative plant technology and parameter-based evaluation of process and quality parameters in the virtual production system) 03XP0364B
Federal Ministry of Research, Technology and Space
KIOptiPack: Ganzheitliche KI-basierte Optimierung von Kunststoffverpackungen mit Rezyklatanteil 033KI115

Software