2 papers
eess.SY2026
Direct Data Driven Natural Gradient Descent for Control
Ramin Esmzad, Farnaz Adib Yaghmaie, Bahare Kiumarsi +1
This paper introduces a novel direct data-driven control framework based on Natural Gradient Descent (NGD) to design interpretable and robust closed-loop policies without requiring…
eess.SY2025
Unifying Direct and Indirect Learning for Safe Control of Linear Systems
Amir Modares, Niyousha Ghiasi, Bahare Kiumarsi +1
This paper develops learning-enabled safe controllers for linear systems subject to system uncertainties and bounded disturbances. Given the disturbance zonotope, the databased clo…