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Aasifa Rounak

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#machine learning Preprint Oct 2026

Parameter Estimation in Machining Dynamics with Regenerative Delay and Nonsmooth Friction using Physics-Informed Neural Networks

A multi-domain eXtended Physics-Informed Neural Network (XPINN) framework is developed for nonsmooth Delay Differential Equations (DDEs). This is the first implementation to demonstrate the efficacy of partitioning the temporal domain into subdomains of integer multiples of the characteristic time delay and progressive...

Meiyazhagan Jaganathan, V. Pakrashi, Aasifa Rounak · 0 citations