Title :
Accuracy improvement of connectivity-based sensor network localization
Author :
Dapeng Qiao ; Pang, G.K.H.
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Hong Kong, Hong Kong, China
fDate :
April 29 2012-May 2 2012
Abstract :
The early results from connectivity-based sensor network localization suffer from disappointing accuracy. The reason is partly due to the limited information of the problem, and also the deficiencies of the algorithms. This paper proposes a two-level range/indication of connectivity between each pair of nodes, which would indicate three levels of connectivity: strong, weak or nil. Theoretically, the two-level connectivity localization problem can be modeled as a non-convex optimization problem in mathematics, which contains the convex constraints and non-convex constraints. Besides using two-level range to enrich the given information, a two-objective evolutionary algorithm is also used for searching a solution. The simulation is carried out using five different topology networks all containing 100 nodes. Simulation results have shown that better solution can be obtained by using two-level range connectivity when compared with the usual one-level range connectivity-based localization.
Keywords :
concave programming; evolutionary computation; sensor placement; telecommunication network topology; wireless sensor networks; connectivity-based sensor network localization; convex constraints; nonconvex constraints; nonconvex optimization problem; one-level range connectivity-based localization; topology networks; two-level connectivity localization problem; two-objective evolutionary algorithm; Accuracy; Conferences; Evolutionary computation; Network topology; Optimization; Topology; Vectors; allocation; connectivity; localization; two-range; wireless sensor network;
Conference_Titel :
Electrical & Computer Engineering (CCECE), 2012 25th IEEE Canadian Conference on
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4673-1431-2
Electronic_ISBN :
0840-7789
DOI :
10.1109/CCECE.2012.6334914