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Evolving an Environment Model for Robot Localization  (Make Corrections)  
Marc Ebner
Genetic Programming, Proceedings of EuroGP'99



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Abstract: . The use of an evolutionary method for robot localization is explored. We use genetic programming to evolve an inverse function mapping sensor readings to robot locations. This inverse function is an internal model of the environment. The robot senses its environment using dense distance information which may be obtained from a laser range finder. Moments are calculated from the distance distribution. These moments are used as terminal symbols in the evolved function. Arithmetic,... (Update)

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BibTeX entry:   (Update)

@inproceedings{ ebner99evolving,
    author = "Marc Ebner",
    title = "Evolving an Environment Model for Robot Localization",
    booktitle = "Genetic Programming, Proceedings of EuroGP'99",
    volume = "1598",
    month = "26-27",
    publisher = "Springer-Verlag",
    address = "Goteborg, Sweden",
    editor = "Riccardo Poli and Peter Nordin and William B. Langdon and Terence C. Fogarty",
    isbn = "3-540-65899-8",
    pages = "184--192",
    year = "1999",
    url = "citeseer.ist.psu.edu/395304.html" }
Citations (may not include all citations):
118   Estimating the absolute position of a mobile robot using pos.. - Burgard, Fox et al. - 1996
91   An experimental comparison of localization methods - Gutmann, Burgard et al. - 1998
81   Genetic Programming - An Introduction: On The Automatic Evol.. (context) - Banzhaf, Nordin et al. - 1998
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54   the Programming of Computers by Means of Natural Selection (context) - Koza, On - 1992
42   Spatial learning for navigation in dynamic environments - Yamauchi, Beer - 1996
28   Mobile robot self-location using model-image feature corresp.. (context) - Talluri, Aggarwal - 1996
27   Position estimation using principal components of range data - Crowley, Wallner et al. - 1998
24   Constructing maps for mobile robot navigation based on ultra.. (context) - Kurz - 1996
16   Integrating active localization into high-level robot contro.. - Beetz, Burgard et al. - 1998
14   Automatic Discovery of Reusable Programs (context) - Koza - 1994
12   Position estimation for an autonomous mobile robot in an out.. (context) - Talluri, Aggarwal - 1992
8   Position estimation techniques for an autonomous mobile robo.. (context) - Talluri, Aggarwal
7   Real time control of a Khepera robot using genetic programmi.. - Nordin, Banzhaf - 1997
6   Real time evolution of behavior and a world model for a mini.. - Nordin, Banzhaf - 1995
2   Spatial learning for robot localization - Balakrishnan, Honavar - 1997
2   map correspondence for mobile robot selflocation using compu.. (context) - Talluri, Aggarwal - 1993
1   Symbolic Regression - Error-Driven Evolution (context) - Koza - 1992
1   support and enhancements Bill Rand (context) - Zongker, Punch et al. - 1996
1   Learning behaviors for environment modeling by genetic algor.. - Yamada - 1998
1   Modeling unknown environments with a mobile robot (context) - Weckesser, Dillmann - 1998
1   Vismob: Aufbau und Nutzung selbstorganisierender (context) - von Wichert - 1997
1   Towards constructing and using selforganizing visual environ.. (context) - von Wichert, Tolle - 1998

Documents on the same site (http://www2.informatik.uni-wuerzburg.de/staff/ebner/research/publications.html):   More
Evolution of a Control Architecture for a Mobile Robot - Ebner (1998)   (Correct)
A Three-Dimensional Environment for Self-Reproducing Programs - Ebner   (Correct)
How Neutral Networks Influence Evolvability - Ebner, Shackleton, Shipman (2001)   (Correct)

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