/15TCST-ioc_lqr

inverse optimal control

Primary LanguageMATLAB

Inverse Optimal Control

Inverse reinforcement learning or inverse optimal control problem.

This is the case for exact recovery of LQR case. Formulated as an SDP problem, solved by YALMIP solver.

The code is loosely based on:

[1] K. Mombaur, A. Truong, and J.-P. Laumond, “From human to humanoid locomotion—an inverse optimal control approach,” Auton Robot, vol. 28, no. 3, pp. 369–383, Apr. 2010, doi: 10.1007/s10514-009-9170-7.

Improvement

Relaxing the equation condition in the LMI solution is more conducive to the convergence of the solution

Refer to the file TCST15_inverse_lqr.m