COVERAGE CONTROL ON MULTI-AGENT SYSTEM

In this work, we study the problem of maximizing the coverage of a Mobile Sensor Network under an unknown interest function through distributed means. To maximize the coverage, we adopt the distributed version of the Voronoi locational optimization method. The stability results of the method is disc...

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Main Authors: , REKA INOVAN, , Dr.Eng. Adha Imam Cahyadi
Format: Theses and Dissertations NonPeerReviewed
Published: [Yogyakarta] : Universitas Gadjah Mada 2014
Subjects:
ETD
Online Access:https://repository.ugm.ac.id/129524/
http://etd.ugm.ac.id/index.php?mod=penelitian_detail&sub=PenelitianDetail&act=view&typ=html&buku_id=69916
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spelling id-ugm-repo.1295242016-03-04T08:08:42Z https://repository.ugm.ac.id/129524/ COVERAGE CONTROL ON MULTI-AGENT SYSTEM , REKA INOVAN , Dr.Eng. Adha Imam Cahyadi ETD In this work, we study the problem of maximizing the coverage of a Mobile Sensor Network under an unknown interest function through distributed means. To maximize the coverage, we adopt the distributed version of the Voronoi locational optimization method. The stability results of the method is discussed. Numerical experiment is conducted to study the eect of network topology and interest function. To estimate the interest function, we used the distributed Recursive Least Square method based on Alternating Minimization Algorithm Framework. The correctness and eectiveness of the method is proved through numerical simulation. Then, we aim to combine those two method. The condition that need to be fulfilled to make the system stable is discussed. We also introduced some modification to the RLS algorithm to alleviate the problem of the lack of excitation. The combined algorithm is then simulated to show its eectiveness. The result of this work shows that the modified method perform slightly worse compared with the case of centralized locational optimization with known interest field [Yogyakarta] : Universitas Gadjah Mada 2014 Thesis NonPeerReviewed , REKA INOVAN and , Dr.Eng. Adha Imam Cahyadi (2014) COVERAGE CONTROL ON MULTI-AGENT SYSTEM. UNSPECIFIED thesis, UNSPECIFIED. http://etd.ugm.ac.id/index.php?mod=penelitian_detail&sub=PenelitianDetail&act=view&typ=html&buku_id=69916
institution Universitas Gadjah Mada
building UGM Library
country Indonesia
collection Repository Civitas UGM
topic ETD
spellingShingle ETD
, REKA INOVAN
, Dr.Eng. Adha Imam Cahyadi
COVERAGE CONTROL ON MULTI-AGENT SYSTEM
description In this work, we study the problem of maximizing the coverage of a Mobile Sensor Network under an unknown interest function through distributed means. To maximize the coverage, we adopt the distributed version of the Voronoi locational optimization method. The stability results of the method is discussed. Numerical experiment is conducted to study the eect of network topology and interest function. To estimate the interest function, we used the distributed Recursive Least Square method based on Alternating Minimization Algorithm Framework. The correctness and eectiveness of the method is proved through numerical simulation. Then, we aim to combine those two method. The condition that need to be fulfilled to make the system stable is discussed. We also introduced some modification to the RLS algorithm to alleviate the problem of the lack of excitation. The combined algorithm is then simulated to show its eectiveness. The result of this work shows that the modified method perform slightly worse compared with the case of centralized locational optimization with known interest field
format Theses and Dissertations
NonPeerReviewed
author , REKA INOVAN
, Dr.Eng. Adha Imam Cahyadi
author_facet , REKA INOVAN
, Dr.Eng. Adha Imam Cahyadi
author_sort , REKA INOVAN
title COVERAGE CONTROL ON MULTI-AGENT SYSTEM
title_short COVERAGE CONTROL ON MULTI-AGENT SYSTEM
title_full COVERAGE CONTROL ON MULTI-AGENT SYSTEM
title_fullStr COVERAGE CONTROL ON MULTI-AGENT SYSTEM
title_full_unstemmed COVERAGE CONTROL ON MULTI-AGENT SYSTEM
title_sort coverage control on multi-agent system
publisher [Yogyakarta] : Universitas Gadjah Mada
publishDate 2014
url https://repository.ugm.ac.id/129524/
http://etd.ugm.ac.id/index.php?mod=penelitian_detail&sub=PenelitianDetail&act=view&typ=html&buku_id=69916
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