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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Souvik Chakraborty

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3 papers indexed here

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Open access Sep 2026

Virtual sensing to enable real-time monitoring of inaccessible locations & unmeasurable parameters

Real-time monitoring of safety-critical interior states remains an open problem across energy, environmental, and industrial systems where direct instrumentation is infeasible. Existing approaches based on governing equations, discrete state vectors, or fixed sensor locations fail to provide mesh-independent, field-l...

Kazuma Kobayashi, Farid Ahmed, Jaewan Park et al. · 0 citations
#machine learning Preprint Sep 2026

A foundation model for energy and radiation systems built on heterogeneous scientific interfaces

Scientific foundation models are commonly evaluated after heterogeneous physical problems have already been translated into a compatible gridded, tokenized or symbolic representation. This leaves the scientific interface outside both the pretrained model and the audit of what is actually reused. We study the complement...

Samrendra Roy, Tapas Tripura, Yoonpyo Lee et al. · 0 citations
#machine learning Preprint Sep 2026

Energy-efficient operation of neural operators for virtual sensing

These results connect operator structure to operating energy and show how update frequency and execution lifetime govern the benefit of computation reuse in physical-field virtual sensing.

Jason Yoo, Samrendra Roy, Souvik Chakraborty et al. · 0 citations

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