3 papers
eess.SY2025
A Practitioner's Guide to Automatic Kernel Search for Gaussian Processes in Battery Applications
Huang Zhang, Xixi Liu, Faisal Altaf +1
Gaussian process (GP) models have been used in a wide range of battery applications, in which different kernels were manually selected with considerable expertise. However, to capt…
eess.SY2025
Spectral Analysis of Approximated Capacity Fade Curvature for Lithium-Ion Batteries
Huang Zhang, Torsten Wik
The techno-economic benefits of incorporating battery degradation into advanced control strategies necessitate the development of degradation diagnosis as an advanced function in b…
eess.SY2025
A Transferable Physics-Informed Framework for Battery Degradation Diagnosis, Knee-Onset Detection and Knee Prediction
Huang Zhang, Xixi Liu, Faisal Altaf +1
The techno-economic and safety concerns of battery capacity knee occurrence call for developing online knee detection and prediction methods as an advanced battery management syste…