Title :
Distributed detection with consulting sensors and communication cost
Author :
Thomopoulos, Stelios C A ; Okello, Nickens N.
Author_Institution :
Dept. of Electr. & Comput. Eng., Pennsylvania State Univ., University Park, PA, USA
fDate :
9/1/1992 12:00:00 AM
Abstract :
The problem of distributed detection with consulting sensors in the presence of communication cost associated with any exchange of information (consultation) between sensors is considered. The system considered has two sensors, S1 and S2; S1 is the primary sensor responsible for the final decision u0 , and S2 is a consulting sensor capable of relaying its decision u2 to S1 when requested by S 1. The final decision u0 is either based on the raw data available to S1 only, or, under certain request conditions, also takes into account the decision u2 of sensor S2. Random and nonrandom request schemes are analyzed and numerical results are presented and compared for Gaussian and slow-fading Rayleigh channels. For each decision-making scheme, an associated optimization problem is formulated whose solution is shown to satisfy certain set design criteria that the authors consider essential for sensor fusion
Keywords :
decision theory; detectors; sensor fusion; Gaussian channels; communication cost; consulting sensors; decision; distributed detection; exchange of information; nonrandom request; random request schemes; sensor fusion; slow-fading Rayleigh channels; Communication system control; Control systems; Costs; Error correction; Frequency; Polynomials; Sensor fusion; Sensor systems; Servomechanisms; Steady-state;
Journal_Title :
Automatic Control, IEEE Transactions on