Publications
Project Publications (2027–2028)
Expected outputs — to be updated as papers are submitted and accepted.
| # | Target | Venue | Status |
|---|---|---|---|
| P1 | PI-VIB-ResNet: Physics-Informed SOH Estimation via EIS | IEEE TIE / Journal of Power Sources | Planned — M16 |
| P2 | Explainable AI for Second-Life Battery Prediction via EIS | Applied Energy / Renewable Energy | Planned — M22 |
| D1 | KTBIX-TEV: Open Industrial EIS Dataset | Zenodo | Planned — M24 |
Foundation Publication (Pre-Project)
Baseline Paper
Güneşer, M. T., Syafrudin, M., et al. (2025).
AE-BPNN: Autoencoder-Based Battery State-of-Health Estimation via Electrochemical Impedance Spectroscopy.
Scientific Reports, Nature Publishing Group.
DOI: 10.1038/s41598-025-12771-4
This paper establishes the AE-BPNN architecture that KTBIX directly improves upon with the PI-VIB-ResNet approach.
Related Work by Team Members
- Güneşer, M. T. et al. (2024). Antenna parameter optimization. Journal of Electrical Engineering.
- Syafrudin, M. et al. Various publications available via AINTLab.
Conference Presentations
- Istanbul Workshop (M10, 2027): Integrating Industrial Field Data into Battery Management Systems
- Seoul Workshop (M22, 2028): Explainable AI for Second-Life Battery Prediction
For citation requests or preprint access, contact the research team via ktbix.org.