From Text To Tables: Why Structured Data Is AI’s Next $600B Frontier

Tabular foundation models are the next major unlock for AI adoption, especially in industries sitting on massive databases of ...
IEEE

Physics-Enhanced Fault Detection Framework for Nonlinear Distributed Parameter Systems Under Limited Sensor Data

Abstract: Fault detection in distributed parameter systems (DPSs) is crucial for ensuring the reliability and safety of industrial processes. However, DPSs are governed by complex nonlinear partial ...
IEEE

Data-Driven Closed-Loop Reachability Analysis for Nonlinear Human-in-the-Loop Systems Using Gaussian Mixture Model

Abstract: This article presents data-driven algorithms to perform the reachability analysis of nonlinear human-in-the-loop (HITL) systems. Such systems require consideration of the human control ...