Modulation discovery over arbitrary additive noise channels based on the Richardson-Lucy algorithm

Berkan Dulek, Onur Ozdemir, Pramod K. Varshney, Wei Su

Research output: Contribution to journalArticle

6 Scopus citations

Abstract

We address the problem of discovering unknown digital amplitude-phase modulations over block-fading additive noise channels. The proposed method uses the iterative Richardson-Lucy algorithm to determine the distribution of the transmitted symbols, which completely characterizes the underlying signal constellation. The decoding of the received signals can then be carried out based on the estimate of the signal constellation. An important application of the proposed method is to construct a modulation dictionary in an offline manner prior to performing any type of real time classification, thereby improving the performance of the automatic modulation classification algorithms proposed in the literature.

Original languageEnglish (US)
Article number6781572
Pages (from-to)756-760
Number of pages5
JournalIEEE Signal Processing Letters
Volume21
Issue number6
DOIs
StatePublished - Jun 2014

Keywords

  • Modulation classification
  • modulation dictionary
  • modulation discovery
  • richardson-lucy algorithm

ASJC Scopus subject areas

  • Signal Processing
  • Electrical and Electronic Engineering
  • Applied Mathematics

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