EMRAH EKREM KARABAG

Adaptive Design Assurance Levels for AI-Based Avionics Systems A Framework for Certification and Continuous Assurance

Artificial intelligence (AI) is increasingly proposed for perception, prediction, decision support, and automation in civil aviation. However, machine-learning components are data-dependent, statistically characterized, and vulnerable to uncertainty and distribution shift, while...

Adaptive Design Assurance Levels for AI-Based Avionics Systems A Framework for Certification and Continuous Assurance

Artificial intelligence (AI) is increasingly proposed for perception, prediction, decision support, and automation in civil aviation. However, machine-learning components are data-dependent, statistically characterized, and vulnerable to uncertainty and distribution shift, while...