18 citations · 22 across the 3 of their papers we have counts for
3 papers
cs.RO2023
Collocation methods for second and higher order systems
Siro Moreno-Martín, Lluís Ros, Enric Celaya
It is often unnoticed that the predominant way to use collocation methods is fundamentally flawed when applied to optimal control in robotics. Such methods assume that the system d…
cs.RO2023★ 4 cited
A Legendre-Gauss Pseudospectral Collocation Method for Trajectory Optimization in Second Order Systems
Siro Moreno-Martín, Lluís Ros, Enric Celaya
Pseudospectral collocation methods have proven to be powerful tools to solve optimal control problems. While these methods generally assume the dynamics is given in the first order…
cs.AI2011★ 18 cited
Reinforcement Learning for Agents with Many Sensors and Actuators Acting in Categorizable Environments
E. Celaya, J. M. Porta
In this paper, we confront the problem of applying reinforcement learning to agents that perceive the environment through many sensors and that can perform parallel actions using m…