Multi-UAV Area Coverage Based on Relative Localization: Algorithms and Optimal UAV Placement

This paper is concerned with relative localization-based optimal area coverage placement using multiple unmanned aerial vehicles (UAVs). It is assumed that only one of the UAVs has its global position information before performing the area coverage task and that ranging measurements can be obtained...

Full description

Saved in:
Bibliographic Details
Published in:Sensors (Basel, Switzerland) Vol. 21; no. 7; p. 2400
Main Authors: Zhang, Ziyong, Xu, Xiaoling, Cui, Jinqiang, Meng, Wei
Format: Journal Article
Language:English
Published: Switzerland MDPI AG 31.03.2021
MDPI
Subjects:
ISSN:1424-8220, 1424-8220
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract This paper is concerned with relative localization-based optimal area coverage placement using multiple unmanned aerial vehicles (UAVs). It is assumed that only one of the UAVs has its global position information before performing the area coverage task and that ranging measurements can be obtained among the UAVs by using ultra-wide band (UWB) sensors. In this case, multi-UAV relative localization and cooperative coverage control have to be run simultaneously, which is a quite challenging task. In this paper, we propose a single-landmark-based relative localization algorithm, combined with a distributed coverage control law. At the same time, the optimal multi-UAV placement problem was formulated as a quadratic programming problem by compromising between optimal relative localization and optimal coverage control and was solved by using Sequential Quadratic Programming (SQP) algorithms. Simulation results show that our proposed method can guarantee that a team of UAVs can efficiently localize themselves in a cooperative manner and, at the same time, complete the area coverage task.
AbstractList This paper is concerned with relative localization-based optimal area coverage placement using multiple unmanned aerial vehicles (UAVs). It is assumed that only one of the UAVs has its global position information before performing the area coverage task and that ranging measurements can be obtained among the UAVs by using ultra-wide band (UWB) sensors. In this case, multi-UAV relative localization and cooperative coverage control have to be run simultaneously, which is a quite challenging task. In this paper, we propose a single-landmark-based relative localization algorithm, combined with a distributed coverage control law. At the same time, the optimal multi-UAV placement problem was formulated as a quadratic programming problem by compromising between optimal relative localization and optimal coverage control and was solved by using Sequential Quadratic Programming (SQP) algorithms. Simulation results show that our proposed method can guarantee that a team of UAVs can efficiently localize themselves in a cooperative manner and, at the same time, complete the area coverage task.
This paper is concerned with relative localization-based optimal area coverage placement using multiple unmanned aerial vehicles (UAVs). It is assumed that only one of the UAVs has its global position information before performing the area coverage task and that ranging measurements can be obtained among the UAVs by using ultra-wide band (UWB) sensors. In this case, multi-UAV relative localization and cooperative coverage control have to be run simultaneously, which is a quite challenging task. In this paper, we propose a single-landmark-based relative localization algorithm, combined with a distributed coverage control law. At the same time, the optimal multi-UAV placement problem was formulated as a quadratic programming problem by compromising between optimal relative localization and optimal coverage control and was solved by using Sequential Quadratic Programming (SQP) algorithms. Simulation results show that our proposed method can guarantee that a team of UAVs can efficiently localize themselves in a cooperative manner and, at the same time, complete the area coverage task.This paper is concerned with relative localization-based optimal area coverage placement using multiple unmanned aerial vehicles (UAVs). It is assumed that only one of the UAVs has its global position information before performing the area coverage task and that ranging measurements can be obtained among the UAVs by using ultra-wide band (UWB) sensors. In this case, multi-UAV relative localization and cooperative coverage control have to be run simultaneously, which is a quite challenging task. In this paper, we propose a single-landmark-based relative localization algorithm, combined with a distributed coverage control law. At the same time, the optimal multi-UAV placement problem was formulated as a quadratic programming problem by compromising between optimal relative localization and optimal coverage control and was solved by using Sequential Quadratic Programming (SQP) algorithms. Simulation results show that our proposed method can guarantee that a team of UAVs can efficiently localize themselves in a cooperative manner and, at the same time, complete the area coverage task.
Author Xu, Xiaoling
Zhang, Ziyong
Meng, Wei
Cui, Jinqiang
AuthorAffiliation 2 Peng Cheng Laboratory, Shenzhen 518055, China; cuijq@pcl.ac.cn
1 The Guangdong Province Key Laboratory of Intelligent Decision and Cooperative Control, School of Automation, Guangdong University of Technology, Guangzhou 510006, China; zhang_ziyong@163.com (Z.Z.); xiaolingandyou@163.com (X.X.)
AuthorAffiliation_xml – name: 1 The Guangdong Province Key Laboratory of Intelligent Decision and Cooperative Control, School of Automation, Guangdong University of Technology, Guangzhou 510006, China; zhang_ziyong@163.com (Z.Z.); xiaolingandyou@163.com (X.X.)
– name: 2 Peng Cheng Laboratory, Shenzhen 518055, China; cuijq@pcl.ac.cn
Author_xml – sequence: 1
  givenname: Ziyong
  surname: Zhang
  fullname: Zhang, Ziyong
– sequence: 2
  givenname: Xiaoling
  surname: Xu
  fullname: Xu, Xiaoling
– sequence: 3
  givenname: Jinqiang
  orcidid: 0000-0002-7833-1876
  surname: Cui
  fullname: Cui, Jinqiang
– sequence: 4
  givenname: Wei
  orcidid: 0000-0002-8513-5013
  surname: Meng
  fullname: Meng, Wei
BackLink https://www.ncbi.nlm.nih.gov/pubmed/33807129$$D View this record in MEDLINE/PubMed
BookMark eNptkl1rFDEUhoNU7Ide-Ack4I1ejM3XZDJeCOtitbBSEeuVEDKZM9ssmcmazCzor2-22y5tKYR8nDx5eU_OOUYHQxgAodeUfOC8JqeJUVIxQcgzdEQFE4VijBzc2x-i45RWhDDOuXqBDvNMKsrqI_Tn--RHV1zOfuNZBIPnYQPRLAF_NglaHAb8E7wZ3QbwIljj3f98CMNHPPPLEN141SdshhZfrEfXG4-3Qj-8sdDDML5EzzvjE7y6XU_Q5dmXX_NvxeLi6_l8tiiskPVYyLKiJaVVQ3glFTddx6DjoLgwreiANpUQgvG2yqMB3jU1FZYRRQQH1krKT9D5TrcNZqXXMTuJ_3QwTt8EQlxqE0dnPeha0aYkhnILjZClrEUjZaNqk2Oqojxrfdppraemh9bmNKLxD0Qf3gzuSi_DRquteyqzwLtbgRj-TpBG3btkwXszQJiSZiVRZVUytfX99hG6ClMc8ldlqiSclblMmXpz39Heyl0RM_B-B9gYUorQ7RFK9LZB9L5BMnv6iLVuvClpTsb5J15cAzmkuUg
CitedBy_id crossref_primary_10_3390_s24103064
crossref_primary_10_1007_s11071_025_11714_y
crossref_primary_10_3390_drones6050119
crossref_primary_10_3390_drones9010059
crossref_primary_10_1016_j_pmcj_2025_102066
crossref_primary_10_3390_app15179798
Cites_doi 10.1109/TAC.2018.2800790
10.1007/s10846-015-0269-0
10.1007/s42405-020-00329-9
10.1109/LRA.2018.2792698
10.1109/TWC.2020.3000303
10.1016/j.automatica.2017.02.045
10.23919/ICCAS.2017.8204377
10.1016/j.procs.2020.07.051
10.1007/s10846-014-0041-x
10.1109/TRA.2004.824698
10.1002/rob.21436
10.1109/TMC.2018.2840143
10.1109/TCYB.2019.2905570
10.1109/ICCChinaW.2019.8849946
10.23919/ACC.2017.7963358
10.1109/TCST.2019.2916089
10.3390/s19030467
10.1109/ICRA.2017.7989376
10.1109/TCST.2017.2781655
10.1109/MSN48538.2019.00069
10.1109/ICSTCC.2019.8885559
10.1109/ICC.2017.7996921
10.1109/TCST.2012.2198650
10.1016/j.engappai.2012.05.005
10.1016/j.automatica.2018.03.014
10.1177/1756829317695564
10.1007/s10514-017-9661-x
10.3390/rs12071150
ContentType Journal Article
Copyright 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2021 by the authors. 2021
Copyright_xml – notice: 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2021 by the authors. 2021
DBID AAYXX
CITATION
NPM
3V.
7X7
7XB
88E
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
FYUFA
GHDGH
K9.
M0S
M1P
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQQKQ
PQUKI
PRINS
7X8
5PM
DOA
DOI 10.3390/s21072400
DatabaseName CrossRef
PubMed
ProQuest Central (Corporate)
ProQuest - Health & Medical Complete保健、医学与药学数据库
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
ProQuest Central
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Health & Medical Complete (Alumni)
Health & Medical Collection (Alumni Edition)
PML(ProQuest Medical Library)
ProQuest Databases
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
PubMed
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Central China
ProQuest Central
ProQuest Health & Medical Research Collection
Health Research Premium Collection
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Health & Medical Research Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
ProQuest One Academic Eastern Edition
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Hospital Collection (Alumni)
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList Publicly Available Content Database

MEDLINE - Academic

CrossRef
PubMed
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1424-8220
ExternalDocumentID oai_doaj_org_article_981b50a13ceb465694b66b89a0a18713
PMC8037616
33807129
10_3390_s21072400
Genre Journal Article
GrantInformation_xml – fundername: National Natural Science Foundation of China
  grantid: 61803105 and U1911401
GroupedDBID ---
123
2WC
53G
5VS
7X7
88E
8FE
8FG
8FI
8FJ
AADQD
AAHBH
AAYXX
ABDBF
ABUWG
ACUHS
ADBBV
ADMLS
AENEX
AFFHD
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
BENPR
BPHCQ
BVXVI
CCPQU
CITATION
CS3
D1I
DU5
E3Z
EBD
ESX
F5P
FYUFA
GROUPED_DOAJ
GX1
HH5
HMCUK
HYE
IAO
ITC
KQ8
L6V
M1P
M48
MODMG
M~E
OK1
OVT
P2P
P62
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PQQKQ
PROAC
PSQYO
RNS
RPM
TUS
UKHRP
XSB
~8M
3V.
ABJCF
ALIPV
ARAPS
HCIFZ
KB.
M7S
NPM
PDBOC
7XB
8FK
AZQEC
DWQXO
K9.
PKEHL
PQEST
PQUKI
PRINS
7X8
PUEGO
5PM
ID FETCH-LOGICAL-c469t-65715117b037683aff2ef3e834ad4fe1b744423d73d7be3fb914c208043e2d613
IEDL.DBID DOA
ISICitedReferencesCount 10
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000638878000001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1424-8220
IngestDate Tue Oct 14 18:58:36 EDT 2025
Tue Nov 04 01:55:25 EST 2025
Wed Oct 01 17:22:29 EDT 2025
Tue Oct 07 07:26:58 EDT 2025
Wed Feb 19 02:28:30 EST 2025
Sat Nov 29 07:10:57 EST 2025
Tue Nov 18 22:42:23 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 7
Keywords coverage control
ultra-wide band (UWB) sensors
unmanned aerial vehicles (UAVs)
relative localization
Language English
License Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c469t-65715117b037683aff2ef3e834ad4fe1b744423d73d7be3fb914c208043e2d613
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
ORCID 0000-0002-8513-5013
0000-0002-7833-1876
OpenAccessLink https://doaj.org/article/981b50a13ceb465694b66b89a0a18713
PMID 33807129
PQID 2550325807
PQPubID 2032333
ParticipantIDs doaj_primary_oai_doaj_org_article_981b50a13ceb465694b66b89a0a18713
pubmedcentral_primary_oai_pubmedcentral_nih_gov_8037616
proquest_miscellaneous_2508575281
proquest_journals_2550325807
pubmed_primary_33807129
crossref_primary_10_3390_s21072400
crossref_citationtrail_10_3390_s21072400
PublicationCentury 2000
PublicationDate 20210331
PublicationDateYYYYMMDD 2021-03-31
PublicationDate_xml – month: 3
  year: 2021
  text: 20210331
  day: 31
PublicationDecade 2020
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
– name: Basel
PublicationTitle Sensors (Basel, Switzerland)
PublicationTitleAlternate Sensors (Basel)
PublicationYear 2021
Publisher MDPI AG
MDPI
Publisher_xml – name: MDPI AG
– name: MDPI
References Shule (ref_29) 2020; 175
Guo (ref_27) 2019; 50
ref_14
Hu (ref_15) 2012; 21
Nguyen (ref_24) 2019; 28
ref_13
Nitsche (ref_23) 2014; 76
ref_11
Santos (ref_18) 2018; 3
ref_10
Michael (ref_6) 2012; 29
ref_19
Azari (ref_3) 2020; 19
Capitan (ref_7) 2016; 84
Todescato (ref_12) 2017; 80
Yao (ref_16) 2019; 27
Song (ref_17) 2018; 92
Han (ref_26) 2018; 64
Guo (ref_25) 2017; 9
Zhang (ref_4) 2018; 18
ref_22
ref_21
ref_20
Bentz (ref_8) 2018; 42
ref_2
ref_28
Cortes (ref_1) 2004; 20
ref_5
Rubio (ref_9) 2013; 26
References_xml – volume: 64
  start-page: 20
  year: 2018
  ident: ref_26
  article-title: Integrated relative localization and leader–follower formation control
  publication-title: IEEE Trans. Autom. Control.
  doi: 10.1109/TAC.2018.2800790
– volume: 84
  start-page: 371
  year: 2016
  ident: ref_7
  article-title: Cooperative decision-making under uncertainties for multi-target surveillance with multiples uavs
  publication-title: J. Intell. Robot. Syst.
  doi: 10.1007/s10846-015-0269-0
– ident: ref_20
  doi: 10.1007/s42405-020-00329-9
– volume: 3
  start-page: 919
  year: 2018
  ident: ref_18
  article-title: Coverage control for multirobot teams with heterogeneous sensing capabilities
  publication-title: IEEE Robot. Autom. Lett.
  doi: 10.1109/LRA.2018.2792698
– volume: 19
  start-page: 6130
  year: 2020
  ident: ref_3
  article-title: UAV-to-UAV communications in cellular networks
  publication-title: IEEE Trans. Wirel. Commun.
  doi: 10.1109/TWC.2020.3000303
– volume: 80
  start-page: 284
  year: 2017
  ident: ref_12
  article-title: Multi-robots gaussian estimation and coverage control: From client–server to peer-to-peer architectures
  publication-title: Automatica
  doi: 10.1016/j.automatica.2017.02.045
– ident: ref_14
  doi: 10.23919/ICCAS.2017.8204377
– volume: 175
  start-page: 357
  year: 2020
  ident: ref_29
  article-title: UWB-Based Localization for Multi-UAV Systems and Collaborative Heterogeneous Multi-Robot Systems
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2020.07.051
– volume: 76
  start-page: 539
  year: 2014
  ident: ref_23
  article-title: A practical multirobot localization system
  publication-title: J. Intell. Robot. Syst.
  doi: 10.1007/s10846-014-0041-x
– volume: 20
  start-page: 243
  year: 2004
  ident: ref_1
  article-title: Coverage control for mobile sensing networks
  publication-title: IEEE Rob. Autom.
  doi: 10.1109/TRA.2004.824698
– volume: 29
  start-page: 832
  year: 2012
  ident: ref_6
  article-title: Collaborative mapping of an earthquake-damaged building via ground and aerial robots
  publication-title: J. Field Robot.
  doi: 10.1002/rob.21436
– volume: 18
  start-page: 588
  year: 2018
  ident: ref_4
  article-title: Fast deployment of UAV networks for optimal wireless coverage
  publication-title: IEEE Trans. Mob. Comput.
  doi: 10.1109/TMC.2018.2840143
– volume: 50
  start-page: 2590
  year: 2019
  ident: ref_27
  article-title: Ultra-wideband and odometry-based cooperative relative localization with application to multi-uav formation control
  publication-title: IEEE Trans. Cybern.
  doi: 10.1109/TCYB.2019.2905570
– ident: ref_10
  doi: 10.1109/ICCChinaW.2019.8849946
– ident: ref_2
  doi: 10.23919/ACC.2017.7963358
– volume: 28
  start-page: 2021
  year: 2019
  ident: ref_24
  article-title: Single landmark distance-based navigation
  publication-title: IEEE Trans. Control. Syst. Technol.
  doi: 10.1109/TCST.2019.2916089
– ident: ref_28
  doi: 10.3390/s19030467
– ident: ref_21
  doi: 10.1109/ICRA.2017.7989376
– volume: 27
  start-page: 822
  year: 2019
  ident: ref_16
  article-title: Optimal UAV route planning for coverage search of stationary target in river
  publication-title: IEEE Trans. Control. Syst. Technol.
  doi: 10.1109/TCST.2017.2781655
– ident: ref_13
  doi: 10.1109/MSN48538.2019.00069
– ident: ref_11
  doi: 10.1109/ICSTCC.2019.8885559
– ident: ref_5
  doi: 10.1109/ICC.2017.7996921
– volume: 21
  start-page: 1223
  year: 2012
  ident: ref_15
  article-title: Multiagent information fusion and cooperative control in target search
  publication-title: IEEE Trans. Control. Syst. Technol.
  doi: 10.1109/TCST.2012.2198650
– ident: ref_22
– volume: 26
  start-page: 551
  year: 2013
  ident: ref_9
  article-title: Adaptive non-parametric identification of dense areas using cell phone records for urban analysis
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2012.05.005
– volume: 92
  start-page: 155
  year: 2018
  ident: ref_17
  article-title: Coverage control for mobile sensor networks with limited communication ranges on a circle
  publication-title: Automatica
  doi: 10.1016/j.automatica.2018.03.014
– volume: 9
  start-page: 169
  year: 2017
  ident: ref_25
  article-title: Ultra-wideband based cooperative relative localization algorithm and experiments for multiple unmanned aerial vehicles in gps denied environments
  publication-title: Int. J. Micro Air Veh.
  doi: 10.1177/1756829317695564
– volume: 42
  start-page: 825
  year: 2018
  ident: ref_8
  article-title: Complete 3-D dynamic coverage in energy-constrained multi-uav sensor networks
  publication-title: Auton. Robot.
  doi: 10.1007/s10514-017-9661-x
– ident: ref_19
  doi: 10.3390/rs12071150
SSID ssj0023338
Score 2.37871
Snippet This paper is concerned with relative localization-based optimal area coverage placement using multiple unmanned aerial vehicles (UAVs). It is assumed that...
SourceID doaj
pubmedcentral
proquest
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage 2400
SubjectTerms Accuracy
Algorithms
Communication
coverage control
Localization
Optimization
relative localization
Sensors
ultra-wide band (UWB) sensors
Unmanned aerial vehicles
unmanned aerial vehicles (UAVs)
SummonAdditionalLinks – databaseName: Publicly Available Content Database
  dbid: PIMPY
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LT-MwEB5B2QMceCyv8JJZ7YFL1MR28-CCCgKx0gI9LCuQkKI4cQoSJKVp-f3MJG6gCHFC6smZNI7GnvnGmfkG4HfmcOWhY7CrGjQpEm4r4Xo2DvJQc4E2s2424V9eBjc3Yc-UR5cmrXJiEytDXbM9U942GuF2WiR0Yt5GIOwI3gkc_2jwbFMPKfrWahpqzMIcEW85LZjr_bno3TYBmMB4rGYXEhjqt0sMd3zKoZzySRV1_2d482Pa5Ds_dLb0vW-wDIsGj7JuvYBWYEbnP2HhHUvhKtxVRbr2dfc_iumYnVDWJ5ohdoweMGVFzuqMuhfN_pJnNJWdh6z72Mcnju6fShbnKbtC6_SEz6I_6tHpPR1MrsH12em_k3PbNGWwE4ykR5QqgyDB9RXq1gtEnGVcZ0IHQsapzLSrfCkRoqU-_pQWmQpdmXDEpVJoniJ4WIdWXuR6E5h2MgQQHcV5kEqFljeMXSKkV4mbhnifBQcTtUSJYSynxhmPEUYupMGo0aAFvxrRQU3T8ZnQMem2ESBm7WqgGPYjs1GjEHF8x4ldkWhFXHKhVJ6ncGo4hsGlsGBnot3IbPcyelOmBfvNZdyo9PUlznUxJpmqGyoP8L026oXUzEQQ7T8iLwv8qSU2NdXpK_nDfUUGHpAeXG_r62ltwzynZJyqmHIHWqPhWO_Cj-Rl9FAO98w-eQXhmSGv
  priority: 102
  providerName: ProQuest
Title Multi-UAV Area Coverage Based on Relative Localization: Algorithms and Optimal UAV Placement
URI https://www.ncbi.nlm.nih.gov/pubmed/33807129
https://www.proquest.com/docview/2550325807
https://www.proquest.com/docview/2508575281
https://pubmed.ncbi.nlm.nih.gov/PMC8037616
https://doaj.org/article/981b50a13ceb465694b66b89a0a18713
Volume 21
WOSCitedRecordID wos000638878000001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1424-8220
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023338
  issn: 1424-8220
  databaseCode: DOA
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 1424-8220
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023338
  issn: 1424-8220
  databaseCode: M~E
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1424-8220
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023338
  issn: 1424-8220
  databaseCode: BENPR
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Health & Medical Collection (NC LIVE)
  customDbUrl:
  eissn: 1424-8220
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023338
  issn: 1424-8220
  databaseCode: 7X7
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1424-8220
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023338
  issn: 1424-8220
  databaseCode: PIMPY
  dateStart: 20010101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3da9swED-2bg_rQ9ln57YLWtnDXkxtSbGkviUlZYM1NWMdGQyMZctroHVKkvaxf3vvZMcko7CXgfGDdLal08fdyXe_A_hURdwmKBhCH4MmRcFDK-IkxEJuHBe4ZzbJJtR4rCcTk66l-iKfsAYeuGHckUG9qh_lsSicJWwvI22SWG1yLENl3-N8RsqsjKnW1BJoeTU4QgKN-qMFGjaKvCU3pI8H6X9Ms_zbQXJN4py-hJ1WVWSDpomv4ImrX8P2GoDgG_jt42fDi8FPJHM5OyGHTNwh2BCFU8lmNWuc3e4c-0ZCqw26PGaDqz-z-XR5eb1geV2yc9w4rvFb9KKUDtbpzPAtXJyOfpx8Cdt8CWGBRu6SvFhQfsfKItsTLfKq4q4STguZl7JysVVSovZUKrysE5U1sSw4qoxSOF6iXH8HW_Wsdu-BuahC2d63nOtSWtwUTR4TVrwt4tLgcwF8XvExK1owccppcZWhUUEszzqWB3DYkd40CBqPEQ1pMDoCAr32BTgVsnYqZP-aCgEcrIYya1fiIkOTKRK8ryMVwMeuGtcQ_RjJaze7JRqfqJRr7NduM_JdSwQh8qNSFIDamBMbTd2sqaeXHqdb0zjEyd7_6Ns-vODkTeOjIQ9gazm_dR_geXG3nC7mPXiqJsrfdQ-eDUfj9HvPLwi8n92PsCz9epb-egDDgQwE
linkProvider Directory of Open Access Journals
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1LT9tAEB5BqER7aOnbbQrbikq9WNi7Gz8qVVVCi4gIIQeoQEJyvfYakMCmcRLEn-pv7IxfJRXqjQOST-uxPev9PA_vPADWE4srBxWDWeSgSRFxUwnbMXGQ-5oLlJllswl3OPQOD_3RAvyuc2EorLKWiYWgjrOI_pFvoOlrCd7xLPfr5S-TukbR7mrdQqOExY6-vkKXLf_S_4br-5Hzre_7m9tm1VXAjNAVnFCsB2o521XInOOJMEm4ToT2hAxjmWhbuVKijRG7eCgtEuXbMuJoWEmheYzaD--7CEtI07FasDTq746OGhdPoMdX1i8Swrc2cnSoXIrSnNN6RXOA2yzafwMzb2i6rSf37R2twOPKpmbd8iN4Cgs6fQaPblRafA7HRaKxedD9gWQ6ZJsUuYqilPVQi8csS1kZFTjTbEDavcpO_cy65yc4w8npRc7CNGZ7KGEv8Fl0oxHtQNDP1RdwcCfTewmtNEv1a2DaStAI6ijOvVgq1B5-aFNRfRXZsY_XGfCpXvggqqquU_OP8wC9L8JI0GDEgA8N6WVZauQ2oh6hpyGg6uDFQDY-CSphE_joi3Ss0BaRVlQPz5fKcRSyhmPoIAsD2jV-gkpk5cFf8BjwvjmNwoZ2kMJUZ1OiKTq6cg_n9aqEasOJoNYFaD0a4M6BeI7V-TPp2WlR0NyjdbCdN_9naw2Wt_d3B8GgP9x5Cw85BRcVyaFtaE3GU_0OHkSzyVk-Xq2-SgY_7xrkfwCdsnEn
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1ba9RAFD7UrYg-eL9Eq46i4EvYZCabiyCy23axtKyLWOmDEDPJpC202brZVvxr_jq_k5tdKb71QcjT5CQ5k3w5l5lzIXqVO1L7UAx2lYPmqVTaWrm-jUEZGakgM-tmE8FkEu7tRdMV-tXmwnBYZSsTK0GdzVJeI-_D9HWUHIRO0M-bsIjpxvj9yXebO0jxTmvbTqOGyLb5-QPuW_luawPf-rWU483P6x_spsOAncItXHDcBzSeG2gw6ocqyXNpcmVC5SWZlxtXB54HeyMLcGijch25XiphZHnKyAyaEPe9QquBgtPTo9XR5mT6qXP3FLy_upaRUpHTL-FcBRyxuaQBq0YBF1m3fwdpntN641v_8_u6TTcbW1sM65_jDq2Y4i7dOFeB8R59rRKQ7d3hF5CZRKxzRCtErBhBu2diVog6WvDMiB3W-k3W6lsxPNrHDBcHx6VIikx8hOQ9xrP4RlPemeBF1_u0eynTe0C9YlaYRySMk8M4Gmgpw8zT0CpR4nKxfZ26WYTrLHrTgiBOm2rs3BTkKIZXxniJO7xY9LIjPalLkFxENGIkdQRcNbwamM3340YIxRF8lIGTuCo1muvkRZ72fQ3WMAbHWVm01mIpbkRZGf8BkkUvutMQQryzlBRmdso0VadXGWJeD2vYdpwobmkAq9KiYAnQS6wunykOD6pC5yF_B9d__G-2ntM1IDve2ZpsP6HrkmOOqpzRNeot5qfmKV1NzxaH5fxZ84MK-nbZGP8Nyyl5wQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Multi-UAV+Area+Coverage+Based+on+Relative+Localization%3A+Algorithms+and+Optimal+UAV+Placement&rft.jtitle=Sensors+%28Basel%2C+Switzerland%29&rft.au=Ziyong+Zhang&rft.au=Xiaoling+Xu&rft.au=Jinqiang+Cui&rft.au=Wei+Meng&rft.date=2021-03-31&rft.pub=MDPI+AG&rft.eissn=1424-8220&rft.volume=21&rft.issue=7&rft.spage=2400&rft_id=info:doi/10.3390%2Fs21072400&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_981b50a13ceb465694b66b89a0a18713
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1424-8220&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1424-8220&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1424-8220&client=summon