Geir E. Dullerud

Adaptive Trajectory Database Learning for Nonlinear Control with Hybrid Gradient Optimization

This paper presents a novel experience-based technique, called EHGO, for sample-efficient adaptive control of nonlinear systems in the presence of dynamical modeling errors. The starting point for EHGO is a database seeded with many trajectories optimized under a reference estimate of real system dy…