Bayesian multiple target tracking
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 boo...
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Format: | Elektronisch E-Book |
Sprache: | English |
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Norwood
ARTECH HOUSE
2014
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Ausgabe: | Second edition |
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LEADER | 00000nmm a2200000zc 4500 | ||
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100 | 1 | |a Stone, Lawrence D. |4 aut | |
245 | 1 | 0 | |a Bayesian multiple target tracking |
250 | |a Second edition | ||
264 | 1 | |a Norwood |b ARTECH HOUSE |c 2014 | |
264 | 4 | |c © 2014 | |
300 | |a 1 Online-Ressource | ||
336 | |b txt |2 rdacontent | ||
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500 | |a Description based on publisher supplied metadata and other sources | ||
520 | |a 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 | ||
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Datensatz im Suchindex
DE-BY-TUM_katkey | 2352937 |
---|---|
DE-BY-TUM_local_url | Aggregator http://site.ebrary.com/lib/nuernberg/Doc?id=11069361 http://app.knovel.com/web/toc.v/cid:kpBMTTE004/viewerType:toc/root_slug:bayesian-multiple-target |
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adam_text | |
any_adam_object | |
author | Stone, Lawrence D. Streit, Roy L. Corwin, Thomas L. Bell, Kristine L. |
author_facet | Stone, Lawrence D. Streit, Roy L. Corwin, Thomas L. Bell, Kristine L. |
author_role | aut aut aut aut |
author_sort | Stone, Lawrence D. |
author_variant | l d s ld lds r l s rl rls t l c tl tlc k l b kl klb |
building | Verbundindex |
bvnumber | BV044050415 |
collection | ZDB-30-PAD ZDB-38-ESG ZDB-10-ARA |
ctrlnum | (ZDB-30-PAD)EBC1579691 (ZDB-89-EBL)EBL1579691 (ZDB-38-EBR)ebr11069361 (OCoLC)945570531 (DE-599)BVBBV044050415 |
dewey-full | 621.38480151 |
dewey-hundreds | 600 - Technology (Applied sciences) |
dewey-ones | 621 - Applied physics |
dewey-raw | 621.38480151 |
dewey-search | 621.38480151 |
dewey-sort | 3621.38480151 |
dewey-tens | 620 - Engineering and allied operations |
discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
edition | Second edition |
format | Electronic eBook |
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id | DE-604.BV044050415 |
illustrated | Not Illustrated |
indexdate | 2024-11-25T17:57:35Z |
institution | BVB |
isbn | 9781608075546 9781523117017 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-029457260 |
oclc_num | 945570531 |
open_access_boolean | |
owner | DE-91 DE-BY-TUM |
owner_facet | DE-91 DE-BY-TUM |
physical | 1 Online-Ressource |
psigel | ZDB-30-PAD ZDB-38-ESG ZDB-10-ARA |
publishDate | 2014 |
publishDateSearch | 2014 |
publishDateSort | 2014 |
publisher | ARTECH HOUSE |
record_format | marc |
spellingShingle | Stone, Lawrence D. Streit, Roy L. Corwin, Thomas L. Bell, Kristine L. Bayesian multiple target tracking Zielerkennung (DE-588)4190792-9 gnd Datenfusion (DE-588)4582612-2 gnd Multisensor (DE-588)4257775-5 gnd Mathematisches Modell (DE-588)4114528-8 gnd Radar (DE-588)4176765-2 gnd Bayes-Entscheidungstheorie (DE-588)4144220-9 gnd |
subject_GND | (DE-588)4190792-9 (DE-588)4582612-2 (DE-588)4257775-5 (DE-588)4114528-8 (DE-588)4176765-2 (DE-588)4144220-9 |
title | Bayesian multiple target tracking |
title_auth | Bayesian multiple target tracking |
title_exact_search | Bayesian multiple target tracking |
title_full | Bayesian multiple target tracking |
title_fullStr | Bayesian multiple target tracking |
title_full_unstemmed | Bayesian multiple target tracking |
title_short | Bayesian multiple target tracking |
title_sort | bayesian multiple target tracking |
topic | Zielerkennung (DE-588)4190792-9 gnd Datenfusion (DE-588)4582612-2 gnd Multisensor (DE-588)4257775-5 gnd Mathematisches Modell (DE-588)4114528-8 gnd Radar (DE-588)4176765-2 gnd Bayes-Entscheidungstheorie (DE-588)4144220-9 gnd |
topic_facet | Zielerkennung Datenfusion Multisensor Mathematisches Modell Radar Bayes-Entscheidungstheorie |
work_keys_str_mv | AT stonelawrenced bayesianmultipletargettracking AT streitroyl bayesianmultipletargettracking AT corwinthomasl bayesianmultipletargettracking AT bellkristinel bayesianmultipletargettracking |