{"title":"Automated Unmapped Forest Path Navigation of Mobile Rover Using Neural Networks","authors":"Nikola Jovičić","doi":"10.24193/rm.2021.2.3","DOIUrl":null,"url":null,"abstract":"In this paper, a system for autonomous navigation of unmapped forest paths in a simulation, along with a new simulator for testing and training it is presented. For navigation, it uses a combination of path planning and deep neural networks trained with imitation learning.","PeriodicalId":31066,"journal":{"name":"Robotica Management","volume":"1 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Robotica Management","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.24193/rm.2021.2.3","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In this paper, a system for autonomous navigation of unmapped forest paths in a simulation, along with a new simulator for testing and training it is presented. For navigation, it uses a combination of path planning and deep neural networks trained with imitation learning.