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FastSLAM

A Scalable Method for the Simultaneous Localization and Mapping Problem in Robotics

Paperback Engels 2010 9783642079788
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This monograph describes a new family of algorithms for the simultaneous localization and mapping (SLAM) problem in robotics, called FastSLAM. The FastSLAM-type algorithms have enabled robots to acquire maps of unprecedented size and accuracy, in a number of robot application domains and have been successfully applied in different dynamic environments, including a solution to the problem of people tracking.

Specificaties

ISBN13:9783642079788
Taal:Engels
Bindwijze:paperback
Aantal pagina's:120
Uitgever:Springer Berlin Heidelberg

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Inhoudsopgave

<P>1 Introduction 1.1 Applications of SLAM 1.2 Joint Estimation 1.3 Posterior Estimation 1.4 The Extended Kalman Filter 1.5 Structure and Sparsity in SLAM 1.6 FastSLAM 1.7 Outline </P>
<P>2 The SLAM Problem 2.1 Problem Definition 2.2 SLAM Posterior&nbsp;2.3 SLAM as a Markov Chain 2.4 Extended Kalman Filtering&nbsp;2.5 Scaling SLAM Algorithms 2.6 Robust Data Association&nbsp;2.7 Comparison of FastSLAM to Existing Techniques</P>
<P>3 FastSLAM 1.0 3.1 Particle Filtering 3.2 Factored Posterior Representation 3.3 The FastSLAM 1.0 Algorithm 3.4 FastSLAM with Unknown Data Association 3.5 Summary of the FastSLAM Algorithm&nbsp; 3.6 FastSLAM Extensions 3.7 Log(N) FastSLAM 3.8 Experimental Results 3.9 Summary</P>
<P>4 FastSLAM 2.0 4.1 Sample Impoverishment 4.2 FastSLAM 2.0 4.3 FastSLAM 2.0 Convergence 4.4 Experimental Results 4.5 Grid-based FastSLAM 4.6 Summary </P>
<P>5 Dynamic Environments 5.1 SLAM With Dynamic Landmarks 5.2 Simultaneous Localization and People Tracking 5.3 FastSLAP Implementation 5.4 Experimental Results 5.5 Summary</P>
<P>6 Conclusions 6.1 Conclusions 6.2 Future Work</P>
<P>References Index</P>

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