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FastSlam:A Scalable Method
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Springer Tracts in Advanced Robotics
Volume 27
Editors: Bruno Siciliano · Oussama Khatib · Frans Groen

Springer Tracts in Advanced Robotics
Edited by B. Siciliano, O. Khatib, and F. Groen
Vol. 26: Taylor, G.; Kleeman, L.
Visual Perception and Robotic Manipulation { 3D
Object Recognition, Tracking and Hand-Eye
Coordination
218 p. 2007 [978-3-540-33454-5]
Vol. 25: Corke, P.; Sukkarieh, S. (Eds.)
Field and Service Robotics { Results of the 5th
International Conference
580 p. 2006 [978-3-540-33452-1]
Vol. 24: Yuta, S.; Asama, H.; Thrun, S.; Prassler, E.;
Tsubouchi, T. (Eds.)
Field and Service Robotics { Recent Advances in
Research and Applications
550 p. 2006 [978-3-540-32801-8]
Vol. 23: Andrade-Cetto, J,; Sanfeliu, A.
Environment Learning for Indoor Mobile Robots { A
Stochastic State Estimation Approach to Simultaneous
Localization and Map Building
130 p. 2006 [978-3-540-32795-0]
Vol. 22: Christensen, H.I. (Ed.)
European Robotics Symposium 2006
209 p. 2006 [978-3-540-32688-5]
Vol. 21: Ang Jr., H.; Khatib, O. (Eds.)
Experimental Robotics IX { The 9th International
Symposium on Experimental Robotics
618 p. 2006 [978-3-540-28816-9]
Vol. 20: Xu, Y.; Ou, Y.
Control of Single Wheel Robots
188 p. 2005 [978-3-540-28184-9]
Vol. 19: Lefebvre, T.; Bruyninckx, H.; De Schutter, J.
Nonlinear Kalman Filtering for Force-Controlled
Robot Tasks
280 p. 2005 [978-3-540-28023-1]
Vol. 18: Barbagli, F.; Prattichizzo, D.; Salisbury, K. (Eds.)
Multi-point Interaction with Real and Virtual Objects
281 p. 2005 [978-3-540-26036-3]
Vol. 17: Erdmann, M.; Hsu, D.; Overmars, M.;
van der Stappen, F.A (Eds.)
Algorithmic Foundations of Robotics VI
472 p. 2005 [978-3-540-25728-8]
Vol. 16: Cuesta, F.; Ollero, A.
Intelligent Mobile Robot Navigation
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Vol. 15: Dario, P.; Chatila R. (Eds.)
Robotics Research { The Eleventh International
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595 p. 2005 [978-3-540-23214-8]
Vol. 14: Prassler, E.; Lawitzky, G.; Stopp, A.;
Grunwald, G.; H
agele, M.; Dillmann, R.;
Iossiˇdis. I. (Eds.)
Advances in Human-Robot Interaction
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Nonholonomic Manipulators
115 p. 2004 [978-3-540-22108-1]
Vol. 12: Iagnemma K.; Dubowsky, S.
Mobile Robots in Rough Terrain {
Estimation, Motion Planning, and Control
with Application to Planetary Rovers
123 p. 2004 [978-3-540-21968-2]
Vol. 11: Kim, J.-H.; Kim, D.-H.; Kim, Y.-J.; Seow, K.-T.
Soccer Robotics
353 p. 2004 [978-3-540-21859-3]
Vol. 10: Siciliano, B.; De Luca, A.; Melchiorri, C.;
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Advances in Control of Articulated and Mobile Robots
259 p. 2004 [978-3-540-20783-2]
Vol. 9: Yamane, K.
Simulating and Generating Motions of Human Figures
176 p. 2004 [978-3-540-20317-9]
Vol. 8: Baeten, J.; De Schutter, J.
Integrated Visual Servoing and Force Control { The
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198 p. 2004 [978-3-540-40475-0]
Vol. 7: Boissonnat, J.-D.; Burdick, J.; Goldberg, K.;
Hutchinson, S. (Eds.)
Algorithmic Foundations of Robotics V
577 p. 2004 [978-3-540-40476-7]
Vol. 6: Jarvis, R.A.; Zelinsky, A. (Eds.)
Robotics Research { The Tenth International Symposium
580 p. 2003 [978-3-540-00550-6]
Vol. 5: Siciliano, B.; Dario, P. (Eds.)
Experimental Robotics VIII { Proceedings of the 8th
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685 p. 2003 [978-3-540-00305-2]
Vol. 4: Bicchi, A.; Christensen, H.I.;
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Control Problems in Robotics
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Vol. 3: Natale, C.
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Six-degrees-of-freedom Tasks
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Vol. 2: Antonelli, G.
Underwater Robots { Motion and Force Control of
Vehicle-Manipulator Systems
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Michael Montemerlo Sebastian Thrun
FastSLAM
A Scalable Method for the Simultaneous
Localization and Mapping Problem in Robotics
With 50 Figures

Professor Bruno Siciliano, Dipartimento di Informatica e Sistemistica, Universit `a degli Studi di Napoli Fede-
rico II, Via Claudio 21, 80125 Napoli, Italy, email: siciliano@unina.it
Professor Oussama Khatib, Robotics Laboratory, Department of Computer Science, Stanford University,
Stanford, CA 94305-9010, USA, email: khatib@cs.stanford.edu
Professor Frans Groen, Department of Computer Science, Universiteit vanAmsterdam, Kruislaan 403, 1098 SJ
Amsterdam, The Netherlands, email: groen@science.uva.nl
Authors
Dr. Michael Montemerlo
Dr. Sebastian Thrun
Stanford University
Department of Computer Science
94305-9045 Stanford
USA
mmde@stanford.edu
thrun@stanford.edu
ISSN print edition: 1610-7438
ISSN electronic edition: 1610-742X
ISBN-10 3-540-46399-2 Springer Berlin Heidelberg New York
ISBN-13 978-3-540-46399-3 Springer Berlin Heidelberg New York
Library of Congress Control Number: 2006936725
This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned,
specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on
microfilm or in other ways, and storage in data banks. Duplication of this publication or parts thereof is permitted
only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and
permission for use must always be obtained from Springer. Violations are liable to prosecution under German
Copyright Law.
Springer is a part of Springer Science+Business Media
springer.com
© Springer-Verlag Berlin Heidelberg 2007
Printed in Germany
The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply,
even in the absence of a specific statement, that such names are exempt from the relevant protective laws and
regulations and therefore free for general use.
Typesetting: Digital data supplied by authors.
Data-conversion and production: PTP-Berlin Protago-T
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Cover-Design: WMXDesign GmbH, Heidelberg
Printed on acid-free paper 89/3141/Yu-543210

Editorial Advisory Board
EUROPE
Herman Bruyninckx, KU Leuven, Belgium
Raja Chatila, LAAS, France
Henrik Christensen, KTH, Sweden
Paolo Dario, Scuola Superiore Sant’Anna Pisa, Italy
R¨udiger Dillmann, Universit¨at Karlsruhe, Germany
AMERICA
Ken Goldberg, UC Berkeley, USA
John Hollerbach, University of Utah, USA
Lydia Kavraki, Rice University, USA
Tim Salcudean, University of British Columbia, Canada
Sebastian Thrun, Stanford University, USA
ASIA/OCEANIA
Peter Corke, CSIRO, Australia
Makoto Kaneko, Hiroshima University, Japan
Sukhan Lee, Sungkyunkwan University, Korea
Yangsheng Xu, Chinese University of Hong Kong, PRC
Shin’ichi Yuta, Tsukuba University, Japan
STAR (Springer Tracts in Advanced Robotics) has been promoted under the auspices
of EURON (European Robotics Research Network)
ROBOTICS
Research
Network
European
EURON
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