Author

Farid Ahmed

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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. · Nature Communications · 0 citations

#edge computing Preprint Aug 2026

Low-Latency Activation-Regularized Sparse Neural Operators with Distillation Assistance Towards Real-Time Neuromorphic Virtual Sensing

The Sparse-Activation-ReLU (SAR) layer is proposed, a single-step alternative that promotes activation sparsity without surrogate-gradient training while remaining compatible with event-based computing and is a step towards energy-efficient virtual sensing.

William Howes, Farid Ahmed, S. Alam · 1 citation