Title :
Optimal Energy Allocation for Estimation in Wireless Sensor Networks
Author :
Sun, Xusheng ; Coyle, Edward J.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
A sensor network´s motes observe the environment, make estimates based on their observations, and send/relay these estimates to a Cluster-Head (CH). There are two sources of error in these multi-hop networks: observations are corrupted by noise and transmissions suffer communication errors. A novel scheme based on dithered quantization and channel compensation is used to ensure that each mote´s local estimate received by the CH is unbiased. The CH fuses these unbiased local estimates into a global one using a Best Linear Unbiased Estimator (BLUE). We determine both the minimum energy required for the network to produce a BLUE estimate with a prescribed error variance and show how this energy should be allocated across the rings of a multi-hop network and the motes in each ring.
Keywords :
Communications Society; Computer networks; Fuses; Noise measurement; Peer to peer computing; Quantization; Signal to noise ratio; Spread spectrum communication; Sun; Wireless sensor networks;
Conference_Titel :
Communications (ICC), 2010 IEEE International Conference on
Conference_Location :
Cape Town, South Africa
Print_ISBN :
978-1-4244-6402-9
DOI :
10.1109/ICC.2010.5501813