Crocoddyl: An Efficient and Versatile Framework for Multi-Contact Optimal Control

Carlos Mastalli, Rohan Budhiraja, Wolfgang Merkt, Guilhem Saurel, Bilal Hammoud, Maximilien Naveau, Justin Carpentier, Ludovic Righetti, Sethu Vijayakumar, Nicolas Mansard

Research output: Chapter in Book/Report/Conference proceedingConference contribution

145 Citations (Scopus)

Abstract

We introduce Crocoddyl (Contact RObot COntrol by Differential DYnamic Library), an open-source framework tailored for efficient multi-contact optimal control. Crocoddyl efficiently computes the state trajectory and the control policy for a given predefined sequence of contacts. Its efficiency is due to the use of sparse analytical derivatives, exploitation of the problem structure, and data sharing. It employs differential geometry to properly describe the state of any geometrical system, e.g. floating-base systems. Additionally, we propose a novel optimal control algorithm called Feasibility-driven Differential Dynamic Programming (FDDP). Our method does not add extra decision variables which often increases the computation time per iteration due to factorization. FDDP shows a greater globalization strategy compared to classical Differential Dynamic Programming (DDP) algorithms. Concretely, we propose two modifications to the classical DDP algorithm. First, the backward pass accepts infeasible state-control trajectories. Second, the rollout keeps the gaps open during the early exploratory iterations (as expected in multipleshooting methods with only equality constraints). We showcase the performance of our framework using different tasks. With our method, we can compute highly-dynamic maneuvers (e.g. jumping, front-flip) within few milliseconds.

Original languageEnglish
Title of host publication2020 IEEE International Conference on Robotics and Automation
PublisherIEEE
Pages2536-2542
Number of pages7
ISBN (Electronic)9781728173955
DOIs
Publication statusPublished - 15 Sept 2020
Event2020 IEEE International Conference on Robotics and Automation - Paris, France
Duration: 31 May 202031 Aug 2020

Conference

Conference2020 IEEE International Conference on Robotics and Automation
Abbreviated titleICRA 2020
Country/TerritoryFrance
CityParis
Period31/05/2031/08/20

ASJC Scopus subject areas

  • Software
  • Control and Systems Engineering
  • Electrical and Electronic Engineering
  • Artificial Intelligence

Fingerprint

Dive into the research topics of 'Crocoddyl: An Efficient and Versatile Framework for Multi-Contact Optimal Control'. Together they form a unique fingerprint.

Cite this