2 papers
eess.SY2026
Finite-Time Markov-Parameter Identification of LTI Systems Using Non-Causal FIR Models: A Unified Framework for Stable and Unstable Systems
Ahmad Al-Tawaha, Ming Jin, Khaled F. Aljanaideh
We present a finite-time framework for identifying stable and unstable linear time-invariant (LTI) systems from a single closed-loop input-output trajectory. The method does not re…
eess.SY2023
Monte Carlo Grid Dynamic Programming: Almost Sure Convergence and Probability Constraints
Mohammad S. Ramadan, Ahmad Al-Tawaha, Mohamed Shouman +2
Dynamic Programming (DP) suffers from the well-known ``curse of dimensionality'', further exacerbated by the need to compute expectations over process noise in stochastic models. T…