View in EDS PDF Full Text

Bayesian Multiple Target Tracking, Second Edition

Saved in:
Bibliographic Details
Title: Bayesian Multiple Target Tracking, Second Edition
Description: This second edition has undergone substantial revision from the 1999 first edition, recognizing that a lot has changed in the multiple target tracking field. One of the most dramatic changes is in the widespread use of particle filters to implement nonlinear, non-Gaussian Bayesian trackers. This book views multiple target tracking as a Bayesian inference problem. Within this framework it develops the theory of single target tracking, multiple target tracking, and likelihood ratio detection and tracking. In addition to providing a detailed description of a basic particle filter that implements the Bayesian single target recursion, this resource provides numerous examples that involve the use of particle filters. With these examples illustrating the developed concepts, algorithms, and approaches -- the book helps radar engineers develop tracking solutions when observations are non-linear functions of target state, when the target state distributions or measurement error distributions are not Gaussian, in low data rate and low signal to noise ratio situations, and when notions of contact and association are merged or unresolved among more than one target.
Authors: Stone, Lawrence D., Streit, Roy L., Corwin, Thomas L., Bell, Kristine L.
Resource Type: eBook.
Subjects: Tracking radar--Mathematics, Bayesian statistical decision theory
Categories: TECHNOLOGY & ENGINEERING / Mechanical
Database: eBook Collection (EBSCOhost)
FullText Links:
  – Type: ebook-pdf
Text:
  Availability: 0
Header DbId: nlebk
DbLabel: eBook Collection (EBSCOhost)
An: 1155180
RelevancyScore: 1057
AccessLevel: 6
PubType: eBook
PubTypeId: ebook
PreciseRelevancyScore: 1057.36352539063
IllustrationInfo
ImageInfo – Size: thumb
  Target: https://rps2images.ebscohost.com/rpsweb/othumb?id=NL$1155180$PDF&s=r
– Size: medium
  Target: https://rps2images.ebscohost.com/rpsweb/othumb?id=NL$1155180$PDF&s=d
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Bayesian Multiple Target Tracking, Second Edition
– Name: Abstract
  Label: Description
  Group: Ab
  Data: This second edition has undergone substantial revision from the 1999 first edition, recognizing that a lot has changed in the multiple target tracking field. One of the most dramatic changes is in the widespread use of particle filters to implement nonlinear, non-Gaussian Bayesian trackers. This book views multiple target tracking as a Bayesian inference problem. Within this framework it develops the theory of single target tracking, multiple target tracking, and likelihood ratio detection and tracking. In addition to providing a detailed description of a basic particle filter that implements the Bayesian single target recursion, this resource provides numerous examples that involve the use of particle filters. With these examples illustrating the developed concepts, algorithms, and approaches -- the book helps radar engineers develop tracking solutions when observations are non-linear functions of target state, when the target state distributions or measurement error distributions are not Gaussian, in low data rate and low signal to noise ratio situations, and when notions of contact and association are merged or unresolved among more than one target.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Stone%2C+Lawrence+D%2E%22">Stone, Lawrence D.</searchLink><br /><searchLink fieldCode="AR" term="%22Streit%2C+Roy+L%2E%22">Streit, Roy L.</searchLink><br /><searchLink fieldCode="AR" term="%22Corwin%2C+Thomas+L%2E%22">Corwin, Thomas L.</searchLink><br /><searchLink fieldCode="AR" term="%22Bell%2C+Kristine+L%2E%22">Bell, Kristine L.</searchLink>
– Name: TypePub
  Label: Resource Type
  Group: TypPub
  Data: eBook.
– Name: Subject
  Label: Subjects
  Group: Su
  Data: <searchLink fieldCode="DE" term="%22Tracking+radar--Mathematics%22">Tracking radar--Mathematics</searchLink><br /><searchLink fieldCode="DE" term="%22Bayesian+statistical+decision+theory%22">Bayesian statistical decision theory</searchLink>
– Name: SubjectBISAC
  Label: Categories
  Group: Su
  Data: <searchLink fieldCode="ZK" term="%22TECHNOLOGY+%26+ENGINEERING+%2F+Mechanical%22">TECHNOLOGY & ENGINEERING / Mechanical</searchLink>
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=nlebk&AN=1155180
RecordInfo BibRecord:
  BibEntity:
    Classifications:
      – Code: 621.3848
        Scheme: ddc
        Type: prePub
    Languages:
      – Code: eng
        Text: English
    Subjects:
      – SubjectFull: Tracking radar--Mathematics
        Type: general
      – SubjectFull: Bayesian statistical decision theory
        Type: general
    Titles:
      – TitleFull: Bayesian Multiple Target Tracking, Second Edition
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Stone, Lawrence D.
      – PersonEntity:
          Name:
            NameFull: Streit, Roy L.
      – PersonEntity:
          Name:
            NameFull: Corwin, Thomas L.
      – PersonEntity:
          Name:
            NameFull: Bell, Kristine L.
      – PersonEntity:
          Name:
            NameFull: Stone, Lawrence D.
      – PersonEntity:
          Name:
            NameFull: Streit, Roy L.
      – PersonEntity:
          Name:
            NameFull: Corwin, Thomas L.
      – PersonEntity:
          Name:
            NameFull: Bell, Kristine L.
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2014
            – D: 12
              M: 02
              Type: profile
              Y: 2016
          Identifiers:
            – Type: isbn-print
              Value: 9781608075539
            – Type: isbn-electronic
              Value: 9781608075546
          Titles:
            – TitleFull: Bayesian Multiple Target Tracking, Second Edition
              Type: main
ResultId 1