Design of mobile garbage collection robot based on visual recognition

Zhoulin Chang, Linzhao Hao, Hanhong Tan, Wenjing Li
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引用次数: 9

Abstract

This design mainly studies the intelligent mobile garbage collection robot based on visual recognition technology, which can carry out path planning, traverse the given area, scan and identify and pick up recyclable garbage. The system is composed of navigation unit, target identification unit and sorting control unit. The navigation unit is based on ROS distributed framework, uses lidar to collect the environment information of given area, realizes SLAM function based on scanning matching algorithm, and carries out path planning through optimal path algorithm and traverses the selected area. In the process of robot traversal, the target recognition unit passes through MobileNetv3-SSD deep learning algorithm detects and classifies the target from the image acquired by the camera, obtains the coordinate position and angle information of the target, and controls the manipulator to carry out the garbage grabbing task.
基于视觉识别的移动垃圾收集机器人设计
本设计主要研究基于视觉识别技术的智能移动垃圾收集机器人,该机器人可以进行路径规划,遍历给定区域,扫描识别并拾取可回收垃圾。该系统由导航单元、目标识别单元和分拣控制单元组成。导航单元基于ROS分布式框架,利用激光雷达采集给定区域的环境信息,基于扫描匹配算法实现SLAM功能,通过最优路径算法进行路径规划,遍历选定区域。在机器人遍历过程中,目标识别单元通过MobileNetv3-SSD深度学习算法对摄像机采集的图像中的目标进行检测和分类,获取目标的坐标位置和角度信息,控制机械手执行抓取垃圾任务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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