Title :
Optimal density of sensors for distributed detection in single-hop wireless sensor networks
Author :
Kapnadak, Vibhav ; Coyle, Edward J.
Abstract :
In this paper we study the problem of determining the optimal spatial node density for deployment of a Wireless Sensor Network (WSN) for detection of a randomly located target in a sensing field. We formulate an optimization problem for the single-hop scenario and account for factors such as the Medium Access Control (MAC) protocol that is used, the wireless channel´s propagation characteristics, a randomized sleep/wake-up scheduling protocol, network coverage constraints, the energy consumed, the time to reach a decision, and the total number of nodes available. We show that the optimal node density that minimizes the average Decision Error Probability (DEP) at the CH is a function of the network parameters such as average wake-up rate, propagation path-loss exponent and the lifetime of the network. Simulations are used to study the many optimal trade-offs that are possible.
Keywords :
access protocols; object detection; wireless channels; wireless sensor networks; decision error probability; distributed detection; medium access control protocol; optimal sensor density; randomly located target detection; single-hop wireless sensor networks; wireless channel; Measurement; Media Access Protocol; Optimization; Sensor phenomena and characterization; Wireless sensor networks; Distributed Detection; Wireless Sensor Network Design;
Conference_Titel :
Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4577-0267-9