Author

M. Cary

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Preprint Aug 2026

Regularised Iterative Generalised Least Squares with Optimal Selection of the Hyper-Parameter for Identifying Nonlinear Phenomenological Models

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 thinking contain parameters to be estimated from experimental data. Often the structure of such models yields fully or partially confounded...

M. Cary, C. Bokor · 0 citations

#machine learning Preprint Jul 2026

fSRD: Fuzzy Spectral Region Decomposition -- Automated Multi Operator Koopman Representations via an Adaptive Spectral Learning Architecture

Fuzzy Spectral Region Decomposition (fSRD), a fully automated learning framework for estimating finite Koopman representation via multiple operators, and a data-adaptive framework for assembling locally invariant embeddings, termed Invariant Decomposition are introduced.

C. Bokor, M. Cary, Denise Morrey et al. · 0 citations