DocumentCode :
2977701
Title :
Autonomic control for wireless sensor network surveillance applications
Author :
Ghataoura, Darminder Singh ; Mitchell, John E. ; Matich, George
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. Coll. London, Torrington, CT, USA
fYear :
2011
fDate :
7-10 Nov. 2011
Firstpage :
1670
Lastpage :
1675
Abstract :
Distributed unattended ground sensor (UGS) networks are deployed to support surveillance capabilities, within a security-sensitive region. Distributed operation can be enhanced through situational awareness, which is a three level integrated approach, involving perception, comprehension and projection, concerning the monitored threat. In this paper, we present a temporal projection process concerning the monitored threat, in order to allow efficient consumption of network resources through autonomic transmission control. Temporal projection can be formalized by utilizing a Partially Observable Markov Decision Process (POMDP). The POMDP can be further enhanced to achieve savings in UGS network resource consumption, by managing when decision epochs concerning transmission selection and priority scheduling should be taken. Rather than to take these decision epochs on every threat observation, we propose it is more efficient to adapt decision epoch frequencies according to monitored threat characteristics. In addition to the POMDP we also present strategies for managing decision epoch frequencies for autonomic transmission control decision making, according to the characteristics of the monitored threat. Simulations have been conducted to verify the network resource savings that can be achieved, while evaluating the surveillance utility provided, concerning the monitored threat, through using our proposed decision epoch interval strategies.
Keywords :
Markov processes; decision making; surveillance; telecommunication security; wireless sensor networks; POMDP; UGS networks; autonomic control; autonomic transmission control; decision epoch interval strategies; decision making; distributed unattended ground sensor networks; partially observable Markov decision process; security-sensitive region; surveillance applications; temporal projection; wireless sensor network; Accuracy; Adaptation models; Context; Current measurement; Decision making; Surveillance; Wireless sensor networks; bandwidth efficiency; distributed networking; energy efficiency; network management; situation awareness; surveillance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
MILITARY COMMUNICATIONS CONFERENCE, 2011 - MILCOM 2011
Conference_Location :
Baltimore, MD
ISSN :
2155-7578
Print_ISBN :
978-1-4673-0079-7
Type :
conf
DOI :
10.1109/MILCOM.2011.6127550
Filename :
6127550
Link To Document :
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