DocumentCode :
1317665
Title :
Approximate Solution of the Multiple Watchman Routes Problem With Restricted Visibility Range
Author :
Faigl, Jan
Author_Institution :
Dept. of Cybern., Czech Tech. Univ. in Prague, Prague, Czech Republic
Volume :
21
Issue :
10
fYear :
2010
Firstpage :
1668
Lastpage :
1679
Abstract :
In this paper, a new self-organizing map (SOM) based adaptation procedure is proposed to address the multiple watchman route problem with the restricted visibility range in the polygonal domain W. A watchman route is represented by a ring of connected neuron weights that evolves in W, while obstacles are considered by approximation of the shortest path. The adaptation procedure considers a coverage of W by the ring in order to attract nodes toward uncovered parts of W. The proposed procedure is experimentally verified in a set of environments and several visibility ranges. Performance of the procedure is compared with the decoupled approach based on solutions of the art gallery problem and the consecutive traveling salesman problem. The experimental results show the suitability of the proposed procedure based on relatively simple supporting geometrical structures, enabling application of the SOM principles to watchman route problems in W.
Keywords :
approximation theory; geometry; graph theory; self-organising feature maps; travelling salesman problems; approximate solution; art gallery problem; connected neuron weight; consecutive traveling salesman problem; multiple watchman route problem; polygonal domain; restricted visibility range; self-organizing map based adaptation procedure; Approximation algorithms; Approximation methods; Cities and towns; Complexity theory; Euclidean distance; Neurons; Sensors; Self-organizing maps; watchman route problem; Algorithms; Computer Simulation; Maps as Topic; Neural Networks (Computer);
fLanguage :
English
Journal_Title :
Neural Networks, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9227
Type :
jour
DOI :
10.1109/TNN.2010.2070518
Filename :
5567166
Link To Document :
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