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Memory of Motion for Warm-starting Trajectory Optimization#

We use the concept of memory of motion to warm-start trajectory optimization. In this work we use TrajOpt (http://rll.berkeley.edu/trajopt/doc/sphinx_build/html/) as the trajectory optimizer. A set of problems are solved online using TrajOpt, and we use function approximators to predict the initial guesses online for warm-starting TrajOpt.

Installation Procedure

Install TrajOpt:

see http://rll.berkeley.edu/trajopt/doc/sphinx_build/html/

Install pbdlib-python for BGMR:

see https://gitlab.idiap.ch/rli/pbdlib-python

Install GPy:

see https://github.com/SheffieldML/GPy

Who do I talk to?

  • Teguh Santoso Lembono - Idiap Research Institute, Martigny, Switzerland Ecole Polytechnique Federale Lausanne [email protected]

About

This code is linked to the following paper: http://calinon.ch/papers/Lembono-RAL2020.pdf

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