Trajectory optimization for 3d shape-changing robots with differential mobile base

Abstract

Service robots have attracted extensive attention due to specially designed functions, such as mobile manipulators or robots with extra structures. For robots that have changing shapes, autonomous navigation in the real world presents new challenges. In this paper, we propose a trajectory optimization method for differential-drive mobile robots with controllable changing shapes in dense 3D environments. We model the whole-body trajectory as a polynomial trajectory that satisfies the nonholonomic dynamics of the base and dynamics of the extra joints. These constraints are converted into soft constraints, and an activation function for dense sampling is applied to avoid nonlinear mutations. In addition, we guarantee the safety of full shape by limiting the system’s distance from obstacles. To comprehensively simulate a large extent of height and width changes, we designed a novel Shape-Changing Robot with a Differential Base (SCR-DB). Our global trajectory optimization gives a smooth and collision-free trajectory for SCR-DB at a low computational cost. We present vast simulations and real-world experiments to validate our performance, including coupled whole-body and independent differential-driven vehicle motion planning.

Publication
2023 IEEE International Conference on Robotics and Automation (ICRA 2023)
Mengke Zhang 张孟轲
Mengke Zhang 张孟轲
Ph.D. student

My research interests include trajectory optimization.

Chao Xu 许超
Chao Xu 许超
Full Professor

My research interests include Geometries and Control of Mechanical Systems, Kinematic Agents and Cybernetics, Multi-Physics Driven Robotics, AI-Driven Science.

Fei Gao 高飞
Fei Gao 高飞
Associate Professor

My research interests include aerial robotics, autonomous navigation, swarm cooperation, and embodied intelligence.

Yanjun Cao 曹燕军
Yanjun Cao 曹燕军
Research Professor

My research interests focuse on key challenges in multi-robot systems, such as collaborative localization, perception, communication, and system organization.