{"title":"Trilateration-Based Robot Localization with Learned Visual Landmarks","authors":"Valeria Salas, A. Weitzenfeld","doi":"10.5038/vujq7843","DOIUrl":"https://doi.org/10.5038/vujq7843","url":null,"abstract":"","PeriodicalId":165319,"journal":{"name":"Proceedings of the 35th Florida Conference on Recent Advances in Robotics","volume":"148 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133509456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"POMDP Library Optimizing Over Exploration and Exploitation in Robotic Localization, Mapping, and Planning","authors":"J. Annan, Akram Alghanmi, M. Silaghi","doi":"10.5038/fdqp3242","DOIUrl":"https://doi.org/10.5038/fdqp3242","url":null,"abstract":"Localization, mapping, and planning are critical in autonomous robots operating in uncertain environments and in continuous and discrete domains. High-quality probabilistic models for a complex robot depend heavily on details from its environment, involving multiple parameters. However, there is a lack of accurate probabilistic models for existing robots that can handle reasonably the challenges posed by real applications. For most robots, actions are highly non-deterministic. Furthermore, there is a lack of general software packages applicable to new scenarios. Specifically, we propose a POMDP library for optimal planning and localization given new available models, and dedicated to optimize over exploration and exploitation tradeoffs.","PeriodicalId":165319,"journal":{"name":"Proceedings of the 35th Florida Conference on Recent Advances in Robotics","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128196480","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}