Augmented Differential Dynamic Programming for Humanoid Robot Flipping Motion Optimization

Mingyue Jin, Junyao Gao*, Jingwei Cao, Xiaokun Jin, Leilei Xie, Xilong Xin

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Differential Dynamic Programming (DDP) is an efficient tool for non-linear optimal problems. And DDP shows a characteristic of fast convergence. However, the traditional DDP cannot solve the nonlinear constraints. Therefore, an augmented differential dynamic programming method is proposed in this paper for trajectory optimization of humanoid robot motion planning. The flipping motion is adopted in our work. The continuous dynamic model and collision dynamic model are constructed, in which the reset map of the collision dynamics model calculates the instantaneous velocity and acceleration change before and after the collision. Moreover, the Augmented Lagrangian (AL) method is adopted in DDP to deal with equality constraints and inequality constraints. After n times of augmented DDP iterations, the optimal flipping motion trajectory is obtained. The simulation experiments on the BHR-FCR humanoid robot show that the proposed approach has the ability to solve nonlinear constraint optimal problems.

Original languageEnglish
Title of host publication2024 9th International Conference on Robotics and Automation Engineering, ICRAE 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages117-122
Number of pages6
ISBN (Electronic)9798331518301
DOIs
Publication statusPublished - 2024
Event9th International Conference on Robotics and Automation Engineering, ICRAE 2024 - Singapore, Singapore
Duration: 15 Nov 202417 Nov 2024

Publication series

Name2024 9th International Conference on Robotics and Automation Engineering, ICRAE 2024

Conference

Conference9th International Conference on Robotics and Automation Engineering, ICRAE 2024
Country/TerritorySingapore
CitySingapore
Period15/11/2417/11/24

Keywords

  • Augmented Lagrangian
  • collision dynamics
  • differential dynamic programming
  • trajectory optimization

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