DocumentCode
1007242
Title
Spatial reasoning with incomplete information on relative positioning
Author
Dehak, Sidi Mohammed Réda ; Bloch, Isabelle ; Maítre, Henri
Author_Institution
EPITA-LRDE, France
Volume
27
Issue
9
fYear
2005
Firstpage
1473
Lastpage
1484
Abstract
This paper describes a probabilistic method of inferring the position of a point with respect to a reference point knowing their relative spatial position to a third point. We address this problem in the case of incomplete information where only the angular spatial relationships are known. The use of probabilistic representations allows us to model prior knowledge. We derive exact formulae expressing the conditional probability of the position given the two known angles, in typical cases: uniform or Gaussian random prior distributions within rectangular or circular regions. This result is illustrated with respect to two different simulations: the first is devoted to the localization of a mobile phone using only angular relationships, the second, to geopositioning within a city. This last example uses angular relationships and some additional knowledge about the position.
Keywords
Gaussian distribution; geographic information systems; knowledge representation; mobile handsets; navigation; random processes; spatial reasoning; Gaussian random prior distribution; angular relationship; geopositioning; mobile phone; probabilistic method; relative positioning; spatial reasoning; uniform random prior distribution; Bayesian methods; Cities and towns; Degradation; Gaussian distribution; Geometry; Knowledge representation; Measurement uncertainty; Mobile handsets; Mobile robots; Position measurement; Index Terms- Probabilistic geometry; geometrical inference.; spatial reasoning; Algorithms; Artificial Intelligence; Biomimetics; Computer Simulation; Models, Statistical; Robotics; Space Perception;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.2005.186
Filename
1471711
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