16 citations · 17 across the 5 of their papers we have counts for
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cs.RO2022
Sampling-Based Nonlinear MPC of Neural Network Dynamics with Application to Autonomous Vehicle Motion Planning
Iman Askari, Babak Badnava, Thomas Woodruff +2
Control of machine learning models has emerged as an important paradigm for a broad range of robotics applications. In this paper, we present a sampling-based nonlinear model predi…
eess.SY2022★ 16 cited
Nonlinear Model Predictive Control Based on Constraint-Aware Particle Filtering/Smoothing
Iman Askari, Shen Zeng, Huazhen Fang
Nonlinear model predictive control (NMPC) has gained widespread use in many applications. Its formulation traditionally involves repetitively solving a nonlinear constrained optimi…