Title :
Distributed Detection of Information Flows with Side-Information
Author :
He, Ting ; Tong, Lang
Author_Institution :
IBM T. J. Watson Res. Center, Hawthorne
Abstract :
Distributed detection of information flows by timing analysis is considered. Timing measurements are subject to perturbations and the insertion of chaff noise. Moreover, communications among distributed traffic sensors are subject to capacity constraints. With the assumption that the detector is co- located at a point of measurement, the problem is formulated as a distributed hypothesis testing with side-information. The main challenge is that there is no parametric model for the relaying of information flows. Under the assumption that the relaying of flows is subject to bounded delays, distributed detection systems are designed by converting a centralized detector to distributed detectors under slot-based quantization. The proposed systems are evaluated both theoretically and numerically by the proposed performance measure as a function of the capacity in data collection. Numerical evaluation shows that separately designing data compression and detection modules can achieve satisfactory overall performance.
Keywords :
quantisation (signal); signal detection; statistical testing; telecommunication traffic; data compression module; distributed detection system; distributed hypothesis testing problem; distributed traffic sensor; information flow detection; slot-based quantization; timing analysis; Capacitive sensors; Delay systems; Detectors; Information analysis; Noise measurement; Parametric statistics; Relays; Testing; Timing; Traffic control; Chernoff-consistency; Distributed detection; Information flow; Side-information;
Conference_Titel :
Signals, Systems and Computers, 2007. ACSSC 2007. Conference Record of the Forty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2109-1
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2007.4487450