DocumentCode :
578134
Title :
A modified shuttled frog leaping algorithm for solving nodes position in wireless sensor network
Author :
Chen Feng ; Ling-Hua Zhang
Author_Institution :
Coll. of Telecommun. & Inf. Eng., Nanjing Univ. of Posts & Telecommun., Nanjing, China
Volume :
2
fYear :
2012
fDate :
15-17 July 2012
Firstpage :
555
Lastpage :
559
Abstract :
A method using modified shuttled frog leaping algorithm to improve the positioning accuracy of the DV-Hop algorithm in Wireless Sensor Network is proposed. First, the unknown nodes are located by DV-Hop algorithm and the localization mechanism is transformed into solving a nonlinear least squares model. Then, the weighting factors and fitness function are chosen according to the analysis of location errors. At last, modified shuttled frog leaping algorithm with chaos mapping and Cauchy mutation is used to optimize the position of the unknown nodes. In the experiment, least squares method, particle swarm optimization algorithm and modified shuttled frog leaping algorithm are compared. The results show that the forgoing algorithm is not only more simple and reliable. but it also improves the precision of the node positioning.
Keywords :
least squares approximations; particle swarm optimisation; sensor placement; wireless sensor networks; Cauchy mutation; DV-Hop algorithm; chaos mapping; fitness function; localization mechanism is; location errors; modified shuttled frog leaping algorithm; node positioning; nonlinear least squares model; particle swarm optimization; positioning accuracy; weighting factors; wireless sensor network; Abstracts; Sociology; Statistics; DV-Hop algorithm; Wireless Sensor Network; positioning accuracy; shuttled frog leaping algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2012 International Conference on
Conference_Location :
Xian
ISSN :
2160-133X
Print_ISBN :
978-1-4673-1484-8
Type :
conf
DOI :
10.1109/ICMLC.2012.6358983
Filename :
6358983
Link To Document :
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