Coordinated Target Assignment and UAV Path Planning with Timing Constraints

The engagement of a group of autonomous air vehicles against several targets is a major challenge in mission planning. This paper addresses the problem of cooperative flight path planning where the air vehicles should arrive at the destinations simultaneously or sequentially with specified time dela...

Full description

Saved in:
Bibliographic Details
Published inJournal of intelligent & robotic systems Vol. 94; no. 3-4; pp. 857 - 869
Main Author Babel, Luitpold
Format Journal Article
LanguageEnglish
Published Dordrecht Springer Netherlands 01.06.2019
Springer
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0921-0296
1573-0409
DOI10.1007/s10846-018-0910-9

Cover

Abstract The engagement of a group of autonomous air vehicles against several targets is a major challenge in mission planning. This paper addresses the problem of cooperative flight path planning where the air vehicles should arrive at the destinations simultaneously or sequentially with specified time delays, while minimizing the total mission time. This involves finding an optimal assignment of air vehicles to targets and generating trajectories in compliance with the kinematic constraints of the vehicles. The trajectories have to avoid nofly-areas, threats and other obstacles, and must prevent the air vehicles from colliding with each other. The presented algorithm for simultaneous arrival first calculates shortest flight paths between all pairs of air vehicles and targets using a network-based routing model. An optimal assignment and a critical path is found by solving a linear bottleneck assignment problem with costs corresponding to the lengths of the shortest paths. The other flight paths are prolongated to the length of the critical path by automatic insertion of waypoints. This is achieved by concatenating subpaths stored in different shortest-path-trees. Due to the special structure of the network, all concatenated flight paths are flyable and feasible. Sequential arrival at a target is realized by sorting the flight paths according to their lengths and prolongating them whenever necessary to accomplish the desired time delays. The capability of the approach is demonstrated by simulation results.
AbstractList The engagement of a group of autonomous air vehicles against several targets is a major challenge in mission planning. This paper addresses the problem of cooperative flight path planning where the air vehicles should arrive at the destinations simultaneously or sequentially with specified time delays, while minimizing the total mission time. This involves finding an optimal assignment of air vehicles to targets and generating trajectories in compliance with the kinematic constraints of the vehicles. The trajectories have to avoid nofly-areas, threats and other obstacles, and must prevent the air vehicles from colliding with each other. The presented algorithm for simultaneous arrival first calculates shortest flight paths between all pairs of air vehicles and targets using a network-based routing model. An optimal assignment and a critical path is found by solving a linear bottleneck assignment problem with costs corresponding to the lengths of the shortest paths. The other flight paths are prolongated to the length of the critical path by automatic insertion of waypoints. This is achieved by concatenating subpaths stored in different shortest-path-trees. Due to the special structure of the network, all concatenated flight paths are flyable and feasible. Sequential arrival at a target is realized by sorting the flight paths according to their lengths and prolongating them whenever necessary to accomplish the desired time delays. The capability of the approach is demonstrated by simulation results.
The engagement of a group of autonomous air vehicles against several targets is a major challenge in mission planning. This paper addresses the problem of cooperative flight path planning where the air vehicles should arrive at the destinations simultaneously or sequentially with specified time delays, while minimizing the total mission time. This involves finding an optimal assignment of air vehicles to targets and generating trajectories in compliance with the kinematic constraints of the vehicles. The trajectories have to avoid nofly-areas, threats and other obstacles, and must prevent the air vehicles from colliding with each other. The presented algorithm for simultaneous arrival first calculates shortest flight paths between all pairs of air vehicles and targets using a network-based routing model. An optimal assignment and a critical path is found by solving a linear bottleneck assignment problem with costs corresponding to the lengths of the shortest paths. The other flight paths are prolongated to the length of the critical path by automatic insertion of waypoints. This is achieved by concatenating subpaths stored in different shortest-path-trees. Due to the special structure of the network, all concatenated flight paths are flyable and feasible. Sequential arrival at a target is realized by sorting the flight paths according to their lengths and prolongating them whenever necessary to accomplish the desired time delays. The capability of the approach is demonstrated by simulation results. Keywords Cooperative flight path planning * Trajectory generation * Target assignment * Linear bottleneck assignment problem * Unmanned air vehicles Mathematics Subject Classification (2010) 05C85 * 90B15 * 90C27 * 90C35 * 94C15
Audience Academic
Author Babel, Luitpold
Author_xml – sequence: 1
  givenname: Luitpold
  orcidid: 0000-0001-5436-1299
  surname: Babel
  fullname: Babel, Luitpold
  email: luitpold.babel@unibw.de
  organization: Fakultät Betriebswirtschaft, Institut für Mathematik und Informatik, Universität der Bundeswehr, München
BookMark eNp9kU1LAzEQhoMo2FZ_gLcFz1snSXezOZbiFxb00HoNs7vZNWWbaBIR_70pKwiCksNMJu8zYeadkmPrrCbkgsKcAoirQKFalDnQKgdJIZdHZEILwXNYgDwmE5CM5sBkeUqmIewAQFaFnJCHlXO-NRajbrMN-l7HbBmC6e1e25ihbbPt8jl7wviSPQ1orbF99mHSbWP2h3zlbIgejY3hjJx0OAR9_h1nZHtzvVnd5evH2_vVcp03vOIxX3DUQoKomoJjgW0ta-R8kRKBiLzjuqMM0mNRd1VdNZSVvAQsSsZq2jaaz8jl2PfVu7d3HaLauXdv05eKU1lCyTiH_1QMRME4LVPjGZmPqh4HrYztXBqmSafVe9OkHXcm1ZeCFbKijIkEiBFovAvB6041JmI0zh62MCgK6mCIGg1RyRB1METJRNJf5Ks3e_Sf_zJsZELS2l77nyH-hr4Ao1udnw
CitedBy_id crossref_primary_10_3389_frai_2020_00050
crossref_primary_10_1017_S0373463321000825
crossref_primary_10_1134_S1064230724700072
crossref_primary_10_1109_ACCESS_2022_3168359
crossref_primary_10_3390_aerospace10030208
crossref_primary_10_1016_j_asoc_2024_111295
crossref_primary_10_3390_electronics12102204
crossref_primary_10_1109_ACCESS_2021_3097094
crossref_primary_10_1016_j_adhoc_2021_102596
crossref_primary_10_1016_j_oceaneng_2024_120266
crossref_primary_10_1016_j_robot_2025_104970
crossref_primary_10_1109_TGCN_2021_3085561
crossref_primary_10_3390_drones8080362
crossref_primary_10_1109_TCNS_2022_3220705
crossref_primary_10_1109_ACCESS_2019_2962340
crossref_primary_10_1134_S1064230723050040
crossref_primary_10_1016_j_arcontrol_2021_10_013
crossref_primary_10_31857_S0002338824010063
crossref_primary_10_1007_s10846_021_01526_8
crossref_primary_10_3390_app122312181
crossref_primary_10_1016_j_compeleceng_2021_107067
crossref_primary_10_1002_dac_5090
crossref_primary_10_1631_FITEE_2000228
crossref_primary_10_33769_aupse_1438139
crossref_primary_10_1109_ACCESS_2019_2943253
crossref_primary_10_3390_jmse10010051
crossref_primary_10_1016_j_oceaneng_2023_116057
crossref_primary_10_1016_j_aei_2025_103115
crossref_primary_10_1109_ACCESS_2021_3084238
crossref_primary_10_1007_s12559_024_10290_4
crossref_primary_10_3390_drones8020062
crossref_primary_10_3390_agronomy12112828
crossref_primary_10_31857_S0002338823050049
crossref_primary_10_1007_s10846_020_01151_x
crossref_primary_10_3390_oceans5030041
crossref_primary_10_1017_S0263574722001886
crossref_primary_10_1155_2020_7498740
crossref_primary_10_1109_TAES_2024_3361436
crossref_primary_10_1007_s10479_023_05381_8
crossref_primary_10_1109_TAES_2022_3213230
crossref_primary_10_3390_drones6030069
crossref_primary_10_3390_s19224884
crossref_primary_10_1109_JIOT_2021_3125784
crossref_primary_10_1109_TAES_2023_3234455
crossref_primary_10_1109_TASE_2023_3336076
crossref_primary_10_3390_drones8070302
crossref_primary_10_3390_s20113034
crossref_primary_10_1016_j_adhoc_2024_103519
crossref_primary_10_1109_TFUZZ_2021_3111446
crossref_primary_10_32604_iasc_2021_017506
Cites_doi 10.1109/70.508439
10.1177/02783640122067453
10.1109/70.143352
10.1007/s10846-012-9773-7
10.1016/j.conengprac.2009.02.010
10.1057/palgrave.jors.2602176
10.1007/978-1-4615-4022-9
10.1007/BF01386390
10.1109/TSSC.1968.300136
10.1287/opre.1070.0440
10.1007/s10846-009-9383-1
10.1002/rob.20109
10.1007/s10846-011-9568-2
10.2514/1.38510
10.23919/ECC.2001.7076321
10.2514/6.2000-4370
10.1109/CDC.2005.1583068
10.1109/ACC.2003.1242572
10.1017/CBO9780511546877
10.1108/AEAT-05-2016-0088
10.1007/978-1-4757-3145-3_24
10.2514/6.2007-2839
10.1109/ACC.2000.878915
10.1109/CDC.2002.1184270
10.1137/1.9781611972238
10.2514/6.2003-6552
10.21236/ADA464756
10.2514/6.2000-4369
10.1007/978-1-4613-0219-3_15
10.1109/ACC.2002.1024509
ContentType Journal Article
Copyright Springer Nature B.V. 2018
COPYRIGHT 2019 Springer
Journal of Intelligent & Robotic Systems is a copyright of Springer, (2018). All Rights Reserved.
Copyright Springer Nature B.V. Jun 2019
Copyright_xml – notice: Springer Nature B.V. 2018
– notice: COPYRIGHT 2019 Springer
– notice: Journal of Intelligent & Robotic Systems is a copyright of Springer, (2018). All Rights Reserved.
– notice: Copyright Springer Nature B.V. Jun 2019
DBID AAYXX
CITATION
3V.
7SC
7SP
7TB
7XB
8AL
8FD
8FE
8FG
8FK
ABJCF
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
FR3
GNUQQ
HCIFZ
JQ2
K7-
L6V
L7M
L~C
L~D
M0N
M7S
P5Z
P62
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
Q9U
DOI 10.1007/s10846-018-0910-9
DatabaseName CrossRef
ProQuest Central (Corporate)
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Mechanical & Transportation Engineering Abstracts
ProQuest Central (purchase pre-March 2016)
Computing Database (Alumni Edition)
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
Technology Collection (via ProQuest SciTech Premium Collection)
ProQuest One Community College
ProQuest Central Korea
Engineering Research Database
ProQuest Central Student
ProQuest SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database (ProQuest)
ProQuest Engineering Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Computing Database
Engineering Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
ProQuest Central Basic
DatabaseTitle CrossRef
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
Computer and Information Systems Abstracts – Academic
ProQuest One Academic Middle East (New)
Mechanical & Transportation Engineering Abstracts
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Engineering Collection
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies Database with Aerospace
Engineering Collection
Advanced Technologies & Aerospace Collection
ProQuest Computing
Engineering Database
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
Electronics & Communications Abstracts
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
ProQuest Central (Alumni)
ProQuest One Academic (New)
DatabaseTitleList
Computer Science Database
Computer Science Database

Database_xml – sequence: 1
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EISSN 1573-0409
EndPage 869
ExternalDocumentID A725981227
10_1007_s10846_018_0910_9
GroupedDBID -5B
-5G
-BR
-EM
-~C
-~X
.86
.DC
.VR
06D
0R~
0VY
1N0
203
29K
29~
2J2
2JN
2JY
2KG
2KM
2LR
2~H
30V
4.4
406
408
409
40D
40E
5GY
5VS
67Z
6NX
78A
8FE
8FG
8TC
8UJ
95-
95.
95~
96X
AAAVM
AABHQ
AAHNG
AAIAL
AAJKR
AAJSJ
AAKKN
AANZL
AARTL
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYZH
ABAKF
ABBBX
ABBXA
ABDZT
ABECU
ABEEZ
ABFTD
ABFTV
ABHLI
ABHQN
ABIVO
ABJCF
ABJNI
ABJOX
ABKCH
ABKTR
ABMNI
ABMQK
ABNWP
ABQBU
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABUWG
ABWNU
ABXPI
ACGFS
ACHSB
ACHXU
ACIWK
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACSNA
ACZOJ
ADHHG
ADHIR
ADIMF
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AENEX
AEOHA
AEPYU
AESKC
AETLH
AEVLU
AEXYK
AFBBN
AFKRA
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHSBF
AHYZX
AIAKS
AIIXL
AILAN
AITGF
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMXSW
AMYLF
AMYQR
AOCGG
ARAPS
ARMRJ
ASPBG
AVWKF
AXYYD
AYJHY
AZFZN
AZQEC
B-.
BA0
BDATZ
BENPR
BGLVJ
BGNMA
BPHCQ
C6C
CCPQU
CS3
CSCUP
D-I
DDRTE
DL5
DNIVK
DPUIP
DU5
DWQXO
EBLON
EBS
EIOEI
EJD
ESBYG
FEDTE
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FWDCC
GGCAI
GGRSB
GJIRD
GNUQQ
GNWQR
GQ6
GQ7
GQ8
GXS
H13
HCIFZ
HF~
HG5
HG6
HMJXF
HQYDN
HRMNR
HVGLF
HZ~
I09
IAO
IHE
IJ-
IKXTQ
ITC
ITM
IWAJR
IXC
IZIGR
IZQ
I~X
I~Z
J-C
J0Z
JBSCW
JCJTX
JZLTJ
K6V
K7-
KDC
KOV
L6V
LAK
LLZTM
M0N
M4Y
M7S
MA-
N9A
NB0
NPVJJ
NQJWS
NU0
O9-
O93
O9G
O9I
O9J
OAM
P19
P62
P9P
PF0
PQQKQ
PROAC
PT5
PTHSS
Q2X
QOK
QOS
R89
R9I
RNS
ROL
RPX
RSV
S16
S27
S3B
SAP
SDH
SDM
SEG
SHX
SISQX
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
SZN
T13
TSG
TSK
TSV
TUC
U2A
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
W23
W48
WH7
WK8
YLTOR
Z45
Z5O
Z7R
Z7S
Z7X
Z7Y
Z7Z
Z83
Z86
Z88
Z8M
Z8N
Z8S
Z8T
Z8W
Z92
ZMTXR
_50
~A9
~EX
-Y2
1SB
2.D
28-
2P1
2VQ
5QI
6TJ
AAFWJ
AARHV
AASML
AAYTO
AAYXX
ABDBE
ABFSG
ABQSL
ACACY
ACBXY
ACSTC
ACULB
ADHKG
AEBTG
AEFIE
AEKMD
AEZWR
AFEXP
AFFNX
AFGCZ
AFGXO
AFHIU
AGGDS
AGJBK
AGQPQ
AHPBZ
AHWEU
AIXLP
AJBLW
ARCEE
AYFIA
BBWZM
C24
CAG
CITATION
COF
ICD
KOW
N2Q
NDZJH
OVD
PHGZM
PHGZT
PQGLB
PUEGO
R4E
RHV
RNI
RZC
RZE
RZK
S1Z
S26
S28
SCLPG
SCV
T16
TEORI
3V.
7SC
7SP
7TB
7XB
8AL
8FD
8FK
FR3
JQ2
L7M
L~C
L~D
PKEHL
PQEST
PQUKI
PRINS
Q9U
ID FETCH-LOGICAL-c383t-43ae79078c53a5adb9ba334adb7aaa3f3ef120c535bf8b8c126360a5622b1dce3
IEDL.DBID BENPR
ISSN 0921-0296
IngestDate Sat Oct 18 22:50:01 EDT 2025
Sat Oct 18 22:49:08 EDT 2025
Mon Oct 20 16:30:20 EDT 2025
Wed Oct 01 05:48:15 EDT 2025
Thu Apr 24 23:04:19 EDT 2025
Fri Feb 21 02:35:16 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 3-4
Keywords Linear bottleneck assignment problem
Unmanned air vehicles
90C35
90B15
05C85
94C15
Target assignment
Trajectory generation
Cooperative flight path planning
90C27
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c383t-43ae79078c53a5adb9ba334adb7aaa3f3ef120c535bf8b8c126360a5622b1dce3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0001-5436-1299
PQID 2075231626
PQPubID 326251
PageCount 13
ParticipantIDs proquest_journals_3196062330
proquest_journals_2075231626
gale_infotracacademiconefile_A725981227
crossref_citationtrail_10_1007_s10846_018_0910_9
crossref_primary_10_1007_s10846_018_0910_9
springer_journals_10_1007_s10846_018_0910_9
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2019-06-01
PublicationDateYYYYMMDD 2019-06-01
PublicationDate_xml – month: 06
  year: 2019
  text: 2019-06-01
  day: 01
PublicationDecade 2010
PublicationPlace Dordrecht
PublicationPlace_xml – name: Dordrecht
PublicationSubtitle with a special section on Unmanned Systems
PublicationTitle Journal of intelligent & robotic systems
PublicationTitleAbbrev J Intell Robot Syst
PublicationYear 2019
Publisher Springer Netherlands
Springer
Springer Nature B.V
Publisher_xml – name: Springer Netherlands
– name: Springer
– name: Springer Nature B.V
References LaValle, Kuffner (CR30) 2001; 20
CR17
CR39
Niewola, Podsedkowski (CR37) 2017; 1573-0409
CR38
CR36
CR13
Eun, Bang (CR18) 2009; 46
CR35
CR12
Schumacher, Chandler, Pachter, Pachter (CR40) 2007; 58
CR11
CR33
CR10
CR32
Hart, Nilsson, Raphael (CR22) 1968; 4
De Filippis, Guglieri, Quagliotti (CR15) 2012; 65
Jun, D’Andrea (CR23) 2003; 1
Kavraki, Svestka, Latombe, Overmars (CR24) 1996; 12
Ferguson, Stentz (CR19) 2006; 23
Lingelbach (CR31) 2005
Goerzen, Kong, Mettler (CR21) 2010; 57
Latombe (CR28) 1991
CR2
CR4
CR6
CR5
CR8
CR7
CR29
Ahuja, Kumar, Jha, Orlin (CR1) 2007; 55
Babel (CR3) 2013; 71
CR9
CR27
CR26
CR45
CR44
Cormen, Leiserson, Rivest, Stein (CR14) 2009
CR43
CR20
Kim, Khosla (CR25) 1992; 8
CR42
Melor, Omar, Sabudin (CR34) 2016; 22
Dijkstra (CR16) 1959; 1
Shanmugavel, Tsourdos, White, Zbikowski (CR41) 2010; 18
910_CR45
910_CR44
L Babel (910_CR3) 2013; 71
910_CR43
910_CR20
910_CR42
EW Dijkstra (910_CR16) 1959; 1
C Goerzen (910_CR21) 2010; 57
M Jun (910_CR23) 2003; 1
910_CR29
910_CR27
910_CR2
910_CR26
910_CR5
910_CR4
A Niewola (910_CR37) 2017; 1573-0409
SM LaValle (910_CR30) 2001; 20
Y Eun (910_CR18) 2009; 46
D Ferguson (910_CR19) 2006; 23
LE Kavraki (910_CR24) 1996; 12
910_CR12
910_CR11
910_CR33
910_CR10
910_CR32
R Ahuja (910_CR1) 2007; 55
TH Cormen (910_CR14) 2009
910_CR17
910_CR39
910_CR38
910_CR36
910_CR13
910_CR35
910_CR7
910_CR6
JC Latombe (910_CR28) 1991
910_CR9
910_CR8
F Lingelbach (910_CR31) 2005
M Shanmugavel (910_CR41) 2010; 18
C Melor (910_CR34) 2016; 22
L De Filippis (910_CR15) 2012; 65
C Schumacher (910_CR40) 2007; 58
PE Hart (910_CR22) 1968; 4
JO Kim (910_CR25) 1992; 8
References_xml – volume: 12
  start-page: 556
  issue: 4
  year: 1996
  end-page: 580
  ident: CR24
  article-title: Probabilistic roadmaps for path planning in high dimensional configuration spaces
  publication-title: IEEE Trans. Robot. Autom.
  doi: 10.1109/70.508439
– ident: CR45
– ident: CR43
– volume: 20
  start-page: 378
  issue: 5
  year: 2001
  end-page: 400
  ident: CR30
  article-title: Randomized kinodynamic planning
  publication-title: Int. J. Robot. Res.
  doi: 10.1177/02783640122067453
– volume: 8
  start-page: 338
  issue: 3
  year: 1992
  end-page: 349
  ident: CR25
  article-title: Real-Time Obstacle avoidance using harmonic potential functions
  publication-title: IEEE Trans. Robot. Autom.
  doi: 10.1109/70.143352
– ident: CR4
– ident: CR39
– ident: CR2
– volume: 71
  start-page: 255
  issue: 2
  year: 2013
  end-page: 269
  ident: CR3
  article-title: Three-Dimensional Route planning for unmanned aerial vehicles in a risk environment
  publication-title: Journal of Intelligent & Robotic Systems
  doi: 10.1007/s10846-012-9773-7
– ident: CR12
– volume: 18
  start-page: 1084
  year: 2010
  end-page: 1092
  ident: CR41
  article-title: Cooperative Path Planning of Multiple UAVs using Dubins Paths with Clothoid Arcs
  publication-title: Control. Eng. Pract.
  doi: 10.1016/j.conengprac.2009.02.010
– ident: CR10
– volume: 58
  start-page: 516
  issue: 4
  year: 2007
  end-page: 527
  ident: CR40
  article-title: Optimization of Air Vehicles Operations using Mixed-Integer Linear Programming
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2602176
– ident: CR33
– year: 1991
  ident: CR28
  publication-title: Robot Motion Planning
  doi: 10.1007/978-1-4615-4022-9
– ident: CR35
– ident: CR6
– volume: 1
  start-page: 269
  year: 1959
  end-page: 271
  ident: CR16
  article-title: A note on two problems in connexion with graphs
  publication-title: Numer. Math.
  doi: 10.1007/BF01386390
– ident: CR29
– ident: CR8
– year: 2005
  ident: CR31
  publication-title: Path Planning Using Probabilistic Cell Decomposition. Ph.D.Thesis
– volume: 1
  start-page: 95
  year: 2003
  end-page: 110
  ident: CR23
  article-title: Path planning for unmanned aerial vehicles in uncertain and adversarial environments. Cooperative control: Models
  publication-title: Applications and Algorithms
– ident: CR27
– volume: 4
  start-page: 100
  issue: 2
  year: 1968
  end-page: 107
  ident: CR22
  article-title: A formal basis for the heuristic determination of minimum cost paths
  publication-title: IEEE Transactions on System Science and Cybernetics
  doi: 10.1109/TSSC.1968.300136
– ident: CR42
– ident: CR44
– volume: 1573-0409
  start-page: 1
  year: 2017
  end-page: 20
  ident: CR37
  article-title: L algorithm - a linear computational complexity graph searching algorithm for path planning
  publication-title: Journal of Intelligent & Robotic Systems. Online ISSN
– volume: 55
  start-page: 1136
  issue: 6
  year: 2007
  end-page: 1146
  ident: CR1
  article-title: Exact and heuristic algorithms for the Weapon-Target assignment problem
  publication-title: Oper. Res.
  doi: 10.1287/opre.1070.0440
– ident: CR38
– ident: CR17
– volume: 22
  start-page: 8921
  issue: 4
  year: 2016
  end-page: 8926
  ident: CR34
  article-title: Recent Research in Cooperative Path Planning Algorithms for Multi-Agent using Mixed-Integer Linear Programming
  publication-title: Journal of Engineering and Applied Sciences
– ident: CR13
– ident: CR11
– ident: CR9
– volume: 57
  start-page: 65
  issue: 1
  year: 2010
  end-page: 100
  ident: CR21
  article-title: A survey of motion planning algorithms from the perspective of autonomous UAV guidance
  publication-title: Journal of Intelligent & Robotic Systems
  doi: 10.1007/s10846-009-9383-1
– ident: CR32
– volume: 23
  start-page: 79
  issue: 2
  year: 2006
  end-page: 101
  ident: CR19
  article-title: Using interpolation to improve path planning: The field d algorithm
  publication-title: Journal of Field Robotics
  doi: 10.1002/rob.20109
– ident: CR36
– ident: CR5
– volume: 65
  start-page: 247
  issue: 1
  year: 2012
  end-page: 264
  ident: CR15
  article-title: Path Planning Strategies for UAVs in 3D Environments
  publication-title: Journal of Intelligent & Robotic Systems
  doi: 10.1007/s10846-011-9568-2
– ident: CR7
– year: 2009
  ident: CR14
  publication-title: Introduction to Algorithms
– volume: 46
  start-page: 338
  issue: 1
  year: 2009
  end-page: 342
  ident: CR18
  article-title: Cooperative Task Assignment/Path Planning of Multiple Unmanned Aerial Vehicles using Genetic Algorithms
  publication-title: J. Aircr.
  doi: 10.2514/1.38510
– ident: CR26
– ident: CR20
– volume: 71
  start-page: 255
  issue: 2
  year: 2013
  ident: 910_CR3
  publication-title: Journal of Intelligent & Robotic Systems
  doi: 10.1007/s10846-012-9773-7
– volume: 65
  start-page: 247
  issue: 1
  year: 2012
  ident: 910_CR15
  publication-title: Journal of Intelligent & Robotic Systems
  doi: 10.1007/s10846-011-9568-2
– ident: 910_CR39
  doi: 10.23919/ECC.2001.7076321
– ident: 910_CR26
– volume: 58
  start-page: 516
  issue: 4
  year: 2007
  ident: 910_CR40
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2602176
– ident: 910_CR11
  doi: 10.2514/6.2000-4370
– ident: 910_CR8
  doi: 10.1109/CDC.2005.1583068
– ident: 910_CR2
  doi: 10.1109/ACC.2003.1242572
– volume: 1
  start-page: 269
  year: 1959
  ident: 910_CR16
  publication-title: Numer. Math.
  doi: 10.1007/BF01386390
– volume-title: Path Planning Using Probabilistic Cell Decomposition. Ph.D.Thesis
  year: 2005
  ident: 910_CR31
– volume: 55
  start-page: 1136
  issue: 6
  year: 2007
  ident: 910_CR1
  publication-title: Oper. Res.
  doi: 10.1287/opre.1070.0440
– volume: 8
  start-page: 338
  issue: 3
  year: 1992
  ident: 910_CR25
  publication-title: IEEE Trans. Robot. Autom.
  doi: 10.1109/70.143352
– volume: 20
  start-page: 378
  issue: 5
  year: 2001
  ident: 910_CR30
  publication-title: Int. J. Robot. Res.
  doi: 10.1177/02783640122067453
– volume: 57
  start-page: 65
  issue: 1
  year: 2010
  ident: 910_CR21
  publication-title: Journal of Intelligent & Robotic Systems
  doi: 10.1007/s10846-009-9383-1
– ident: 910_CR12
– ident: 910_CR43
– ident: 910_CR29
  doi: 10.1017/CBO9780511546877
– ident: 910_CR20
– volume: 18
  start-page: 1084
  year: 2010
  ident: 910_CR41
  publication-title: Control. Eng. Pract.
  doi: 10.1016/j.conengprac.2009.02.010
– volume: 1
  start-page: 95
  year: 2003
  ident: 910_CR23
  publication-title: Applications and Algorithms
– volume-title: Robot Motion Planning
  year: 1991
  ident: 910_CR28
  doi: 10.1007/978-1-4615-4022-9
– volume: 23
  start-page: 79
  issue: 2
  year: 2006
  ident: 910_CR19
  publication-title: Journal of Field Robotics
  doi: 10.1002/rob.20109
– ident: 910_CR27
– ident: 910_CR4
  doi: 10.1108/AEAT-05-2016-0088
– ident: 910_CR35
  doi: 10.1007/978-1-4757-3145-3_24
– ident: 910_CR5
– volume: 4
  start-page: 100
  issue: 2
  year: 1968
  ident: 910_CR22
  publication-title: IEEE Transactions on System Science and Cybernetics
  doi: 10.1109/TSSC.1968.300136
– volume: 22
  start-page: 8921
  issue: 4
  year: 2016
  ident: 910_CR34
  publication-title: Journal of Engineering and Applied Sciences
– volume-title: Introduction to Algorithms
  year: 2009
  ident: 910_CR14
– volume: 46
  start-page: 338
  issue: 1
  year: 2009
  ident: 910_CR18
  publication-title: J. Aircr.
  doi: 10.2514/1.38510
– ident: 910_CR45
  doi: 10.2514/6.2007-2839
– ident: 910_CR9
  doi: 10.1109/ACC.2000.878915
– ident: 910_CR38
– volume: 1573-0409
  start-page: 1
  year: 2017
  ident: 910_CR37
  publication-title: Journal of Intelligent & Robotic Systems. Online ISSN
– ident: 910_CR36
– ident: 910_CR42
– ident: 910_CR7
  doi: 10.1109/CDC.2002.1184270
– ident: 910_CR10
  doi: 10.1137/1.9781611972238
– volume: 12
  start-page: 556
  issue: 4
  year: 1996
  ident: 910_CR24
  publication-title: IEEE Trans. Robot. Autom.
  doi: 10.1109/70.508439
– ident: 910_CR13
– ident: 910_CR17
  doi: 10.2514/6.2003-6552
– ident: 910_CR44
  doi: 10.21236/ADA464756
– ident: 910_CR33
  doi: 10.2514/6.2000-4369
– ident: 910_CR32
  doi: 10.1007/978-1-4613-0219-3_15
– ident: 910_CR6
  doi: 10.1109/ACC.2002.1024509
SSID ssj0009859
Score 2.458527
Snippet The engagement of a group of autonomous air vehicles against several targets is a major challenge in mission planning. This paper addresses the problem of...
SourceID proquest
gale
crossref
springer
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 857
SubjectTerms Aircraft
Algorithms
Artificial Intelligence
Assignment problem
Computer simulation
Constraints
Control
Cooperation
Critical path
Electrical Engineering
Energy consumption
Engineering
Flight
Flight paths
Flight planning
Genetic algorithms
Heuristic
Integer programming
Kinematics
Linear programming
Mechanical Engineering
Mechatronics
Military helicopters
Mission planning
Operations research
Optimization
Robotics
Shortest-path problems
Simulation
Trajectories
Trajectory planning
Unmanned aerial vehicles
Vehicles
Waypoints
SummonAdditionalLinks – databaseName: SpringerLink Journals (ICM)
  dbid: U2A
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3dS8MwEA86X_TBj6k4nZIHQVAKbZK26eMYylAQH1bZW0ivyRhIJ67-_1764aZOwbdC2hDucpff9S6_I-QyCbTNeWQ8sACeEBbQpKTxDMg8S5hx_Y5dtcVjNErF_SScNPe4F221e5uSrDz1ymU3PCsx9HXpenQeySbZCh2bF27ilA2WTLsyrAn2GMbJLInaVOa6Kb4cRt9d8o_caHXk3O2T3QYr0kGt3AOyYYou2Wv7MNDGLLtkZ4VU8JA8DOcYUM4KBJE5HVeF3hSVMJtWeX-qi5ymg2f6hNCPti2LqPsdS8euw9eUuh6eVeeIcnFE0rvb8XDkNS0TPMBQs_QE1ybGeFdCyHWoUdyZ5lzgQ6y15pYbGzAfB8PMykxCwBxfmEYQxLIgB8OPSaeYF-aEUJtxAA7aMGGFDYSWUQxScMPB1YbGPeK3slPQ8Im7xb2oJROyE7dCcSsnbpX0yPXnJ681mcZfL185hShnaDgv6Oa-AK7OUVapQYyRG8IThivptzpTjQUuFEMshNgV47W1w87z-Aj9uN8jN62al8O_rur0X2-fkW0EWEldWtYnnfLt3ZwjiCmzi2rTfgDSxuc_
  priority: 102
  providerName: Springer Nature
Title Coordinated Target Assignment and UAV Path Planning with Timing Constraints
URI https://link.springer.com/article/10.1007/s10846-018-0910-9
https://www.proquest.com/docview/2075231626
https://www.proquest.com/docview/3196062330
Volume 94
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVLSH
  databaseName: SpringerLink Journals
  customDbUrl:
  mediaType: online
  eissn: 1573-0409
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0009859
  issn: 0921-0296
  databaseCode: AFBBN
  dateStart: 19970101
  isFulltext: true
  providerName: Library Specific Holdings
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1573-0409
  dateEnd: 20241103
  omitProxy: true
  ssIdentifier: ssj0009859
  issn: 0921-0296
  databaseCode: BENPR
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Technology Collection
  customDbUrl:
  eissn: 1573-0409
  dateEnd: 20241103
  omitProxy: true
  ssIdentifier: ssj0009859
  issn: 0921-0296
  databaseCode: 8FG
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/technologycollection1
  providerName: ProQuest
– providerCode: PRVAVX
  databaseName: HAS SpringerNature Open Access 2022
  customDbUrl:
  eissn: 1573-0409
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0009859
  issn: 0921-0296
  databaseCode: AAJSJ
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: https://www.springernature.com
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: SpringerLINK - Czech Republic Consortium
  customDbUrl:
  eissn: 1573-0409
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0009859
  issn: 0921-0296
  databaseCode: AGYKE
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: http://link.springer.com
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: SpringerLink Journals (ICM)
  customDbUrl:
  eissn: 1573-0409
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0009859
  issn: 0921-0296
  databaseCode: U2A
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: http://www.springerlink.com/journals/
  providerName: Springer Nature
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3fa9swED7a5GV7WLduY9m6oIfBYMMQS3IsP4zilqRlhVBGMronIZ-lUhhO16b__-5sq9nPvhnLP4ROOn0nnb4P4F2RulCrqU8wICZaB6QhZXzi0dRVIT3rHXO2xWJ6utKfL7KLHVjEszCcVhl9Yuuo6zXyGjmvhFDMlBL-Prz-kbBqFO-uRgkN10sr1J9airFdGEpmxhrA8Gi2OP-ypeE1Wce-JymIlsU07nN2h-loLqbQmtMByDkVv81Uf_rrvzZO2_lo_hSe9EBSlJ3ln8GOb_ZhL4o0iH7M7sPjXxgHn8PZ8ZqizauGEGYtlm0WuCALXV22SQHCNbVYlV_FOeFCEfWMBK_ViiXLf10KFvhsZSU2ty9gNZ8tj0-TXk8hQYpDN4lWzucUDBvMlMsc2aJySmm6yJ1zKigfUjmhwqwKpjKYSiYTc4SQZJXW6NVLGDTrxr8CESqFqNB5qYMOqXZmmqPRyivkxNF8BJPYdhZ7snGu3He7pUnm5rbU3Jab2xYj-HD_ynXHtPHQw-_ZIJZHIX0XXX-YgGrHfFa2zCmsI-wiqSYH0Wa2H563dtuZ_lnMbmlCuFBNRvAxmnlb_N9avX74X2_gEcGtoks0O4DB5ubOvyVIs6nGsGvmJ2MYliffzmbjvtfS3ZUsfwJHIfSM
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1NbxMxEB2V9gAc-CggAgV8ACGBVsra3uzuoUKhtEpJiSqUoN5c76xdVUKbtglC_Dl-GzO7NuGzt94iObs7GtvjN_b4PYDnZWp9rQYuQY-YaO2RplThEodFXZXSsd4xV1tMBqOZfn-UHa3B93gXhssqY0xsA3U9R94j550QyplSwt9vzs4TVo3i09UooWGDtEK93VKMhYsdY_ftK6Vwi-39d9TfL6Tc253ujJKgMpAgZWfLRCvrckoRC8yUzSxZWFmlNP3IrbXKK-dT2afGrPJFVWAqmWLLEm6QVVqjU_Tea7ChlS4p-dt4uzs5_Lii_S2yju1PUtIuy0E8V-0u79HaT6k8lx9QMCx_Wxn_XB_-Oqht17-9O3ArAFcx7EbaXVhzzSbcjqIQIsSITbj5C8PhPRjvzMk1pw0h2lpM26pzQSPi9KQtQhC2qcVs-EkcEg4VUT9J8N6wmLLc2IlgQdFWxmK5uA-zK_HsA1hv5o17CMJXClGhdVJ77VNti0GOhVZOIReq5j3oR98ZDOTmbNxns6JlZncbcrdhd5uyB69-PnLWMXtc9ueX3CGGZz29F224vEDWMX-WGeaURhJWkmTJVuwzE8LBwqwG7z-bOQz2CYeqfg9ex25eNf_XqkeXf-sZXB9NPxyYg_3J-DHcIKhXdkVuW7C-vPjinhCcWlZPw5gVcHzV0-QHv5UvNg
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1RTxQxEJ4gJkQeVFDjCWgfJCSYDbdt93b3wZgLeIBHCA93hrfanW0JCdkD7ozxr_nrmNndeijKG2-bdLc7mU6n37TT-QDe57H1peq5CD1ipLVHmlKZixxmZZFLx3zHnG1x3DsY6y-nyekC_Ap3YTitMvjE2lGXE-Q9ct4JoZgpJvy949u0iJO9wafLq4gZpPikNdBpNCYydD9_UPg2_Xi4R2O9KeXg82j3IGoZBiKkyGwWaWVdSuFhhomyiSXpCquUpofUWqu8cj6WXWpMCp8VGcaSy2tZwgyyiEt0ivp9BI9TruLOt9QH-_OCv1nS1PmTFK7LvBdOVJtre7TqUxDPiQfkBvM_1sS_V4Y7R7T1yjd4Dk9byCr6jY2twIKrVuFZoIMQrXdYheVbtQ1fwHB3Qoo5rwjLlmJU55sLsoXzszr9QNiqFOP-V3FCCFQE5iTBu8JixERjZ4KpRGsCi9n0JYwfRK-vYLGaVO41CF8oRIXWSe21j7XNeilmWjmFnKKadqAbdGewLWvOwl2YeUFmVrchdRtWt8k7sP37k8umpsd9L2_xgBie79Qv2vbaAknHlbNMP6UAklCSJEnWw5iZ1hFMzdxs_9nMDrBLCFR1O_AhDPO8-b9Svbn_X-9giSaHOTo8Hq7BE8J4eZPdtg6Ls-vvboNw1Kx4WxusgG8PPUNuAGTkLNA
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=Coordinated+Target+Assignment+and+UAV+Path+Planning+with+Timing+Constraints&rft.jtitle=Journal+of+intelligent+%26+robotic+systems&rft.au=Babel%2C+Luitpold&rft.date=2019-06-01&rft.issn=0921-0296&rft.eissn=1573-0409&rft.volume=94&rft.issue=3-4&rft.spage=857&rft.epage=869&rft_id=info:doi/10.1007%2Fs10846-018-0910-9&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s10846_018_0910_9
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0921-0296&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0921-0296&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0921-0296&client=summon