4 papers
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…
Thermal Modelling of Battery Cells for Optimal Tab and Surface Cooling Control
Godwin K. Peprah, Yicun Huang, Torsten Wik +2
Optimal cooling that minimises thermal gradients and the average temperature is essential for enhanced battery safety and health. This work presents a new modelling approach for ba…
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…
Comparative Analysis of Control Observer-Based Methods for State Estimation of Lithium-Ion Batteries in Practical Scenarios
Muhammad Saeed, Arash Khalatbarisoltani, Zhongwei Deng +4
The reliability, lower computational complexity, and ease of implementation of control observers make them one of the most promising methods for the state estimation of Li-ion batt…