Project management and files related to my master's thesis.
The results of the thesis are organized in several repositories:
- ma-thesis: Thesis and final presentation
- crocoddyl: Open-source contributions (Contact Stability Constrained DDP)
- ma-thesis-simulation-results: Optimization-based whole-body motions for the RH5 Humanoid robot.
- ma-thesis-experimental-results: Online stabilization of the planned motions on the RH5 Humanoid robot.
Abstract:
Motion planning for legged robots is a challenging problem and remains an open area
of research. Particular difficulties arise from effective underactuation, the mechanism
complexity, as well as nonlinear and hybrid dynamics. A common approach is
to decompose this problem into smaller sub-problems that are solved sequentially.
Recent research indicates that using a local optimal control solver, namely Differential
Dynamic Programming (DDP), produces more efficient motions, with lower
forces and impacts.
This master’s thesis contributes in this direction by applying, evaluating and extending
DDP-based whole-body trajectory optimization, pursuing three objectives.
First, we develop a method for constraining DDP-like solvers in order to generate
inherently balanced motion plans. Second, the proposed motion planning approach
is evaluated for quasi-static and dynamic motions in a real-time physics simulation
and in real-world experiments on the lightweight and biologically inspired RH5
humanoid robot. Finally, the limits of the approach and the system design are
examined by solving highly-dynamic movements.