Node Depth Adjustment Based Target Tracking in UWSNs Using Improved Harmony Search
AbstractUnderwater wireless sensor networks (UWSNs) can provide a promising solution to underwater target tracking. Due to the limited computation and bandwidth resources, only a small part of nodes are selected to track the target at each interval. How to improve tracking accuracy with a small number of nodes is a key problem. In recent years, a node depth adjustment system has been developed and applied to issues of network deployment and routing protocol. As far as we know, all existing tracking schemes keep underwater nodes static or moving with water flow, and node depth adjustment has not been utilized for underwater target tracking yet. This paper studies node depth adjustment method for target tracking in UWSNs. Firstly, since a Fisher Information Matrix (FIM) can quantify the estimation accuracy, its relation to node depth is derived as a metric. Secondly, we formulate the node depth adjustment as an optimization problem to determine moving depth of activated node, under the constraint of moving range, the value of FIM is used as objective function, which is aimed to be minimized over moving distance of nodes. Thirdly, to efficiently solve the optimization problem, an improved Harmony Search (HS) algorithm is proposed, in which the generating probability is modified to improve searching speed and accuracy. Finally, simulation results are presented to verify performance of our scheme. View Full-Text
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Liu, M.; Zhang, D.; Zhang, S.; Zhang, Q. Node Depth Adjustment Based Target Tracking in UWSNs Using Improved Harmony Search. Sensors 2017, 17, 2807.
Liu M, Zhang D, Zhang S, Zhang Q. Node Depth Adjustment Based Target Tracking in UWSNs Using Improved Harmony Search. Sensors. 2017; 17(12):2807.Chicago/Turabian Style
Liu, Meiqin; Zhang, Duo; Zhang, Senlin; Zhang, Qunfei. 2017. "Node Depth Adjustment Based Target Tracking in UWSNs Using Improved Harmony Search." Sensors 17, no. 12: 2807.
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