{"title":"基于语义信息的自主机器人导航路径规划","authors":"Silya Achat, J. Marzat, J. Moras","doi":"10.5220/0011134300003271","DOIUrl":null,"url":null,"abstract":": This paper presents an approach to take into account semantic information for autonomous robot tasks requiring path planning capabilities. A semantic pointcloud or map serves as input for generating a multi-layered map structure, which can then be exploited to address various navigation goals and constraints. Semantic-aware adaptations of A ∗ , Transition-based RRT and a shortcut algorithm are derived in this framework, and evaluated numerically on an exploration and observation task using a reference dataset with multiple semantic classes as an illustrative test environment.","PeriodicalId":6436,"journal":{"name":"2010 2nd International Asia Conference on Informatics in Control, Automation and Robotics (CAR 2010)","volume":"132 1","pages":"285-295"},"PeriodicalIF":0.0000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Path Planning Incorporating Semantic Information for Autonomous Robot Navigation\",\"authors\":\"Silya Achat, J. Marzat, J. Moras\",\"doi\":\"10.5220/0011134300003271\",\"DOIUrl\":null,\"url\":null,\"abstract\":\": This paper presents an approach to take into account semantic information for autonomous robot tasks requiring path planning capabilities. A semantic pointcloud or map serves as input for generating a multi-layered map structure, which can then be exploited to address various navigation goals and constraints. Semantic-aware adaptations of A ∗ , Transition-based RRT and a shortcut algorithm are derived in this framework, and evaluated numerically on an exploration and observation task using a reference dataset with multiple semantic classes as an illustrative test environment.\",\"PeriodicalId\":6436,\"journal\":{\"name\":\"2010 2nd International Asia Conference on Informatics in Control, Automation and Robotics (CAR 2010)\",\"volume\":\"132 1\",\"pages\":\"285-295\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 2nd International Asia Conference on Informatics in Control, Automation and Robotics (CAR 2010)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.5220/0011134300003271\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 2nd International Asia Conference on Informatics in Control, Automation and Robotics (CAR 2010)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5220/0011134300003271","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Path Planning Incorporating Semantic Information for Autonomous Robot Navigation
: This paper presents an approach to take into account semantic information for autonomous robot tasks requiring path planning capabilities. A semantic pointcloud or map serves as input for generating a multi-layered map structure, which can then be exploited to address various navigation goals and constraints. Semantic-aware adaptations of A ∗ , Transition-based RRT and a shortcut algorithm are derived in this framework, and evaluated numerically on an exploration and observation task using a reference dataset with multiple semantic classes as an illustrative test environment.