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  • 标题:The Effect of Sensor Modality on Posterior Cramer-Rao Bounds for Simultaneous Localisation and Mapping
  • 本地全文:下载
  • 作者:Daniel D. Selvaratnam ; Iman Shames ; Branko Ristic
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2016
  • 卷号:49
  • 期号:15
  • 页码:242-247
  • DOI:10.1016/j.ifacol.2016.07.746
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper applies Posterior Cramer-Rao Bound theory to the SLAM problem to measure the information supplied by different sensor modalities over time. Range-only, bearing-only and full range-bearing sensors were considered, as well as the gain in information achieved by using multiple sensors in centralized co-operative SLAM. An efficient recursive formula was used to compute the bound for a set of simulated scenarios, and its validity verified by comparing the bound with the second-order error performance of Fast SLAM 2.0 and the EKF.
  • 关键词:KeywordsSLAMlocalisationmap-buildingestimation theoryfilteringCramer-Rao boundsBayesian boundscentralizedmulti-agentco-operativerange-onlybearing-only
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