Distributed detection with multiple sensors: Part II-advanced topics

Rick S. Blum, Saleem A. Kassam, H. Vincent Poor

Research output: Contribution to journalArticle

443 Scopus citations

Abstract

Following the foundational work that established basic ideas, for optimum distributed detection schemes using multiple sensors (as reviewed in Part I of this two-part review), further work on distributed detection has developed many useful and interesting extensions of the basic concepts. These more recent developments parallel those that arose from the early work on centralized, classical signal detection, resulting in new ideas of asymptotically optimum, nonparametric, robust, and sequential centralized detection. Recent developments on these topics in the setting of distributed signal detection are reviewed in the present paper. Results in these directions are important in practice because they allow cases of modeling uncertainty to be addressed, and they provide more efficient detection schemes by optimizing more general performance criteria.

Original languageEnglish (US)
Pages (from-to)64-79
Number of pages16
JournalProceedings of the IEEE
Volume85
Issue number1
DOIs
StatePublished - 1997

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

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