3 papers
stat.ME2026
A Repeated Measurements Approach to Battery Modelling of Cyclic Aged Data in a Laboratory Environment
Mark Cary, Charles Bokor
This document describes the application of a first order linearised nonlinear repeated measurements approach to the analysis of battery cell ageing profiles generated under control…
stat.ME2026
Regularised Iterative Generalised Least Squares with Optimal Selection of the Hyper-Parameter for Identifying Nonlinear Phenomenological Models
Mark Cary, Charles Bokor
In some fields currently dominated by empirical approaches, such as state of health (SoH) prediction for lithium-ion batteries, phenomenological models motivated by quasi-physical…
cs.LG2026
fSRD: Fuzzy Spectral Region Decomposition -- Automated Multi Operator Koopman Representations via an Adaptive Spectral Learning Architecture
Charles Bokor, Mark Cary, Denise Morrey +1
Highly nonlinear chaotic dynamical systems remain difficult to model due to fundamental trade-offs between complexity, expressivity, and data efficiency. Modern machine learning me…