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Random Finite Sets for Robot Mapping & SLAM

New Concepts in Autonomous Robotic Map Representations

Paperback Engels 2013 2011e druk 9783642268311
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

The monograph written by John Mullane, Ba-Ngu Vo, Martin Adams and Ba-Tuong Vo is devoted to the field of autonomous robot systems, which have been receiving a great deal of attention by the research community in the latest few years. The contents are focused on the problem of representing the environment and its uncertainty in terms of feature based maps. Random Finite Sets are adopted as the fundamental tool to represent a map, and a general framework is proposed for feature management, data association and state estimation. The approaches are tested in a number of experiments on both ground based and marine based facilities.

Specificaties

ISBN13:9783642268311
Taal:Engels
Bindwijze:paperback
Aantal pagina's:148
Uitgever:Springer Berlin Heidelberg
Druk:2011

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Inhoudsopgave

Part I Random Finite Sets.- Why Random Finite Sets?.- Estimation with Random Finite Sets.- Part II Random Finite Set Based Robotic Mapping.- An RFS Theoretic for Bayesian Feature-Based Robotic<br>Mapping.- An RFS ‘Brute Force’ Formulation for Bayesian SLAM.- Rao-Blackwellised RFS Bayesian SLAM.- Extensions with RFSs in SLAM.

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        Random Finite Sets for Robot Mapping & SLAM