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Resource-aware event triggered distributed estimation over adaptive networks

Utlu, Ihsan; Kilic, O. Fatih; Kozat, Suleyman S.


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{
  "@context": "https://schema.org/", 
  "@id": 46701, 
  "@type": "ScholarlyArticle", 
  "creator": [
    {
      "@type": "Person", 
      "name": "Utlu, Ihsan"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Bilkent Univ, Dept Elect & Elect Engn, Ankara, Turkey", 
      "name": "Kilic, O. Fatih"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Bilkent Univ, Dept Elect & Elect Engn, Ankara, Turkey", 
      "name": "Kozat, Suleyman S."
    }
  ], 
  "datePublished": "2017-01-01", 
  "description": "We propose a novel algorithm for distributed processing applications constrained by the available communication resources using diffusion strategies that achieves up to a 103 fold reduction in the communication load over the network, while delivering a comparable performance with respect to the state of the art. After computation of local estimates, the information is diffused among the processing elements (or nodes) non-uniformly in time by conditioning the information transfer on level-crossings of the diffused parameter, resulting in a greatly reduced communication requirement. We provide the mean and mean-square stability analyses of our algorithms, and illustrate the gain in communication efficiency compared to other reduced-communication distributed estimation schemes. (C) 2017 Elsevier Inc. All rights reserved.", 
  "headline": "Resource-aware event triggered distributed estimation over adaptive networks", 
  "identifier": 46701, 
  "image": "https://aperta.ulakbim.gov.tr/static/img/logo/aperta_logo_with_icon.svg", 
  "license": "http://www.opendefinition.org/licenses/cc-by", 
  "name": "Resource-aware event triggered distributed estimation over adaptive networks", 
  "url": "https://aperta.ulakbim.gov.tr/record/46701"
}
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