Zhoulin Chang, Linzhao Hao, Hanhong Tan, Wenjing Li
{"title":"基于视觉识别的移动垃圾收集机器人设计","authors":"Zhoulin Chang, Linzhao Hao, Hanhong Tan, Wenjing Li","doi":"10.1109/AUTEEE50969.2020.9315545","DOIUrl":null,"url":null,"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.","PeriodicalId":6767,"journal":{"name":"2020 IEEE 3rd International Conference on Automation, Electronics and Electrical Engineering (AUTEEE)","volume":"24 1","pages":"448-451"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":"{\"title\":\"Design of mobile garbage collection robot based on visual recognition\",\"authors\":\"Zhoulin Chang, Linzhao Hao, Hanhong Tan, Wenjing Li\",\"doi\":\"10.1109/AUTEEE50969.2020.9315545\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":6767,\"journal\":{\"name\":\"2020 IEEE 3rd International Conference on Automation, Electronics and Electrical Engineering (AUTEEE)\",\"volume\":\"24 1\",\"pages\":\"448-451\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-11-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"9\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 IEEE 3rd International Conference on Automation, Electronics and Electrical Engineering (AUTEEE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/AUTEEE50969.2020.9315545\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE 3rd International Conference on Automation, Electronics and Electrical Engineering (AUTEEE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AUTEEE50969.2020.9315545","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Design of mobile garbage collection robot based on visual recognition
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.