Promotion – State of Health (SoH) von Elektronik
Core
Developing a data-driven AI-based State of Health (SoH) concept to estimate the remaining useful life of electronics and support sustainable product decisions.
Role type
PhD Researcher (AI & Reliability Engineering)
Builds
SoH concept and product decision matrix for electronics
Domain
Electronics reliability, predictive maintenance, AI/ML
Deliverable
production ML models | research
Required skills
hybrid modeling, predictive maintenance, anomaly detection, Python, PyTorch, electronics reliability, failure mechanism analysis, test design
Preferred skills
scientific publishing, interdisciplinary collaboration, technical sustainability focus
Technologies
Python, PyTorch, SPI, AOI, AXI
Responsibilities
Develop and validate SoH concept using hybrid modeling; integrate production and field failure data; analyze error patterns; publish research in refereed journals; present at international conferences
Seniority
PhD Candidate, research-focused
