Author

Thomas Cook

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#machine learning Preprint Sep 2026

Autonomous Model Lifecycle Management for Digital Twin-Based Manufacturing Control

Manufacturing AI systems must autonomously adapt to continuous distributional shift from raw-material variability, ambient changes, and equipment aging, under strict safeguard and operator-trust requirements where model failures risk physical damage. This paper presents a closed-loop Cyber-Physical System (CPS) for aut...

Z. Gu, Thomas Cook, Fredaljohn Rohrbaugh et al. · 0 citations

#machine learning Conference Open access Jun 2026

Benchmarking Hybrid Deep Learning Architectures for Predictive Maintenance in Industry 4.0

The hybrid model did not just improve accuracy; it proved to be significantly more consistent than complex models, delivering reliable predictions regardless of how chaotic the underlying system became.

Z. Gu, Joseph E. Hernandez, Thomas Cook et al. · International Conference on... · 1 citation