3 papers
eess.SY2026
Bayesian Changepoint Detection for Smart Sensing of Battery Degradation: Cycle-Level Health Indicators and PyMC Implementation
Waldemar Bauer, Anna Jarosz-Kozyro, Jerzy Baranowski
Reliable detection of the onset of accelerated degradation is central to safe and cost-efficient operation of lithium-ion batteries. This paper presents a Bayesian single-changepoi…
eess.SY2026
Bayesian and Classical Feature Ranking for Interpretable BLDC Fault Diagnosis
Waldemar Bauer, Jerzy Baranowski
This paper compares Bayesian and classical feature ranking methods for interpretable fault diagnosis of brushless DC (BLDC) motors. Two Bayesian approaches, spike-and-slab and ARD…
eess.SY2026
Low-Data Predictive Maintenance of Railway Station Doors and Elevators Using Bayesian Proxy Flow Modeling
Waldemar Bauer, Jerzy Baranowski
This paper proposes a low-data predictive maintenance framework for automatic doors and elevators in a railway station building. The method is intended for assets without direct co…