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Research Team

Principal Investigator (Korea)

Prof. Muhammad Syafrudin
Sejong University (SJU) · AINTLab
Seoul, Republic of Korea

  • Research Group: AINTLab — AI & Network Technology Laboratory
  • Expertise: Deep learning for battery diagnostics, EIS analysis, explainable AI, IoT sensor systems
  • Role in KTBIX: WP2 Lead (PI-VIB-ResNet model design), WP3 Co-Lead (benchmark validation), Seoul Workshop host (2028)

Foreign Principal Investigator (Türkiye)

Assoc. Prof. Dr. Muhammet Tahir Güneşer
Istanbul Technical University (ITU)
Istanbul, Türkiye

  • Department: Electrical Engineering / Electronics & Communication
  • Expertise: Electrochemical impedance spectroscopy, battery management systems, electric vehicle diagnostics, signal processing
  • Role in KTBIX: WP1 Lead (EIS data acquisition from T-EV/TOGG), WP3 Co-Lead, Istanbul Workshop host (2027)

Collaboration History

The Korea–Türkiye research partnership is grounded in:

  1. Prior exchange visit — Prof. Syafrudin visited Türkiye (funded by Sejong University), establishing personal collaboration with Dr. Güneşer
  2. Joint 2025 publication — "AE-BPNN: Autoencoder-based Battery SOH Estimation via EIS," Scientific Reports, DOI: 10.1038/s41598-025-12771-4
  3. Shared infrastructure — Access to complementary hardware (ITU EIS lab) and AI compute (SJU HPC cluster)

Graduate Students & Research Staff

PhD students and postdoctoral researchers from both institutions will participate in:

  • Joint supervision arrangements (co-supervised PhD theses)
  • Exchange visits (minimum 2-week stays in each direction)
  • Workshop organization and co-presentation
  • Open-source code development and documentation

Specific student assignments to be announced upon project start.