Embodied Intelligence: Bionic Robot Controller Integrating Environment Perception, Autonomous Planning, and Motion Control

具身认知 感知 机器人 人机交互 计算机科学 运动规划 控制(管理) 运动(物理) 人工智能 控制器(灌溉) 工程类 控制工程 心理学 生物 神经科学 农学
作者
Yahui Gan,Bo Zhang,Jiawei Shao,Zao Han,Ang Li,Xianzhong Dai
出处
期刊:IEEE robotics and automation letters 卷期号:9 (5): 4559-4566 被引量:2
标识
DOI:10.1109/lra.2024.3377559
摘要

This letter proposes a bionic robot controller equipped with intelligent perception and autonomous planning modules to address the manufacturing industry's requirements for small-batch, customized, and autonomous task. Three crucial components: motion control module, vision perception module, and autonomous planning module are integrated into the controller based on the ROS framework and ECI platform. Taking multi-object rearrangement problem as an example, a dual-robot collaborative system is established for validation of the controller. The controller deploys the YOLOv5_OBB network for object recognition and localization. Leveraging the task sequence planning and RRT-Growth-Angle algorithm improved in this letter, it autonomously plans collision-free trajectories for the robots, facilitating their movement from the starting point to the grasping position and further to the placement location. The motion control algorithm collaboratively controls dual-robot, ensuring the precise and stable rearrangement of multiple objects into predefined positions. The results affirm that the bionic robot controller effectively mimics the three essential components of human-like functionality—perceiving, pondering, and acting—enabling it to autonomously and intelligently tackle complex tasks, which verifies the viability of the method.
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