Fast Adaptation of Manipulator Trajectories to Task Perturbation by Differentiating through the Optimal Solution.

Joint space trajectory optimization under end-effector task constraints leads to a challenging non-convex problem. Thus, a real-time adaptation of prior computed trajectories to perturbation in task constraints often becomes intractable. Existing works use the so-called warm-starting of trajectory optimization to improve computational performance.