Unified approach to the design of decentralized detection systems

S. Alhakeem, P. K. Varshney

Research output: Contribution to journalArticlepeer-review

44 Scopus citations

Abstract

A unified approach to the design of decentralized detection networks with arbitrary topologies is proposed and analyzed. In this approach, a decentralized detection system of arbitrary topology is represented by a communication matrix that specifies the interconnection structure of the detection network. This matrix is used to derive the general decision rule using the person-by-person-optimal (PBPO) solution methodology. It is shown that the PBPO decision rule is a likelihood ratio test for statistically independent observations. The threshold of the test is shown to be a function of the decision input vector of the detector under consideration. This unified approach is used to obtain the PBPO decision rules of decentralized detection systems with various topologies. Various results in the literature are verified. In addition, the PBPO decision rules for a decentralized detection system with peer communication are presented. Numerical examples are presented for illustration.

Original languageEnglish (US)
Pages (from-to)9-20
Number of pages12
JournalIEEE Transactions on Aerospace and Electronic Systems
Volume31
Issue number1
DOIs
StatePublished - 1995

ASJC Scopus subject areas

  • Aerospace Engineering
  • Electrical and Electronic Engineering

Fingerprint

Dive into the research topics of 'Unified approach to the design of decentralized detection systems'. Together they form a unique fingerprint.

Cite this