Published October 24, 2026
| Version v1
Software
Open
Collective Model Fusion with CIGAR for EIS-Based Lithium-Ion Battery SoH Estimation
Authors/Creators
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
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
- Repository URL
- https://github.com/Sylwia-Olbrych/cigar_eis_soh_fusion
- Programming language
- Python