DocumentCode :
2396270
Title :
A Self-Organizing Heuristic for Building Optimal Heterogeneous Ad-Hoc Sensor Networks
Author :
Ranganathan, Prasanna ; Ranganathan, Aravind ; Minai, Ali ; Berman, Kenneth
Author_Institution :
Dept. of Electr. & Comput. Eng. & Comput. Sci., Cincinnati Univ., OH
fYear :
0
fDate :
0-0 0
Firstpage :
774
Lastpage :
779
Abstract :
Much of the research in the area of sensor networks is focused on homogeneous networks. Of late, there has been a steadily increasing amount of work on heterogeneous networks, mainly due to their flexibility and better fit into potential applications. In this paper, we present a heuristic, developed using a reverse engineering approach, that can be used to build efficient heterogeneous ad-hoc sensor networks based on a generic network model. A genetic algorithm is used to generate a set of heterogeneous sensor networks optimized for short paths and congestion. A thorough analysis of the optimal network set is done to extract rules and a heuristic is developed to embody these rules. The heuristic is then used to produce high-performance networks without genetic algorithms. We present simulation results and analysis of the heuristic networks and compare their performance with optimal heterogeneous networks as well as homogeneous networks
Keywords :
ad hoc networks; genetic algorithms; knowledge acquisition; reverse engineering; wireless sensor networks; generic network model; genetic algorithm; high-performance networks; homogeneous networks; optimal heterogeneous ad-hoc sensor networks; optimal network set; reverse engineering approach; rule extraction; self-organizing heuristic; short paths; Analytical models; Computational modeling; Computer networks; Decision making; Genetic algorithms; Large-scale systems; Performance analysis; Protocols; Reverse engineering; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Networking, Sensing and Control, 2006. ICNSC '06. Proceedings of the 2006 IEEE International Conference on
Conference_Location :
Ft. Lauderdale, FL
Print_ISBN :
1-4244-0065-1
Type :
conf
DOI :
10.1109/ICNSC.2006.1673244
Filename :
1673244
Link To Document :
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