DocumentCode
3523346
Title
Error analysis for optimal distributed detection in multi-hop sensor networks
Author
Sun, Xusheng ; Coyle, Edward J.
Author_Institution
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
fYear
2009
fDate
7-10 Dec. 2009
Firstpage
415
Lastpage
420
Abstract
We consider a sensor network in which the sensor motes first make local decisions based on their observations of a noisy environment. They then transmit these local decisions over multiple noisy wireless hops to a cluster head (CH). The CH collects them and fuses them into a globally optimal decision. In this paper, multiple techniques are used to characterize the decision error probability when the CH uses a likelihood ratio test. The results obtained include easily evaluated expressions that provide upper and lower bounds on the exact performance of the optimal distributed detector. These results will enable rapid analysis of system-level tradeoffs involving the number of sensors, the level of error, and energy usage.
Keywords
error analysis; error statistics; wireless sensor networks; cluster head; decision error probability; error analysis; globally optimal decision; likelihood ratio test; multihop sensor networks; multiple noisy wireless hops; noisy environment; optimal distributed detection; optimal distributed detector; system-level tradeoffs; Detectors; Error analysis; Error probability; Fuses; Sensor phenomena and characterization; Sensor systems; Spread spectrum communication; Testing; Wireless sensor networks; Working environment noise; distributed detection; large deviation techniques; likelihood ratio test;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), 2009 5th International Conference on
Conference_Location
Melbourne, VIC
Print_ISBN
978-1-4244-3517-3
Electronic_ISBN
978-1-4244-3518-0
Type
conf
DOI
10.1109/ISSNIP.2009.5416744
Filename
5416744
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