Planning of Heterogeneous Multi-Agent Systems Under Signal Temporal Logic Specifications With Integral Predicates

We address the problem of coordinating the trajectories of heterogeneous multi-agent systems under spatio-temporal specifications. In particular, we consider global Signal Temporal Logic (STL) constraints to express the number and type of agents that should be present at specific locations within th...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:IEEE robotics and automation letters Ročník 6; číslo 2; s. 1375 - 1382
Hlavní autori: Buyukkocak, Ali Tevfik, Aksaray, Derya, Yazcoglu, Yasin
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Piscataway IEEE 01.04.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:
ISSN:2377-3766, 2377-3766
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract We address the problem of coordinating the trajectories of heterogeneous multi-agent systems under spatio-temporal specifications. In particular, we consider global Signal Temporal Logic (STL) constraints to express the number and type of agents that should be present at specific locations within the desired time windows. We also introduce an integral predicate to specify cumulative progress that can be achieved asynchronously by multiple agents. In order to generate optimal trajectories, we formulate a mixed-integer linear program whose objective is minimizing the agent movement subject to the heterogeneous abstracted dynamics of the agents and a global STL specification including the novel integral predicate. We demonstrate the performance of the proposed method via simulations and experiments with drones.
AbstractList We address the problem of coordinating the trajectories of heterogeneous multi-agent systems under spatio-temporal specifications. In particular, we consider global Signal Temporal Logic (STL) constraints to express the number and type of agents that should be present at specific locations within the desired time windows. We also introduce an integral predicate to specify cumulative progress that can be achieved asynchronously by multiple agents. In order to generate optimal trajectories, we formulate a mixed-integer linear program whose objective is minimizing the agent movement subject to the heterogeneous abstracted dynamics of the agents and a global STL specification including the novel integral predicate. We demonstrate the performance of the proposed method via simulations and experiments with drones.
Author Buyukkocak, Ali Tevfik
Aksaray, Derya
Yazcoglu, Yasin
Author_xml – sequence: 1
  givenname: Ali Tevfik
  orcidid: 0000-0002-2332-2761
  surname: Buyukkocak
  fullname: Buyukkocak, Ali Tevfik
  email: buyuk012@umn.edu
  organization: Department of Aerospace Engineering and Mechanics, University of Minnesota, Minneapolis, MN, USA
– sequence: 2
  givenname: Derya
  orcidid: 0000-0003-4236-9116
  surname: Aksaray
  fullname: Aksaray, Derya
  email: daksaray@umn.edu
  organization: Department of Aerospace Engineering and Mechanics, University of Minnesota, Minneapolis, MN, USA
– sequence: 3
  givenname: Yasin
  orcidid: 0000-0001-6957-6831
  surname: Yazcoglu
  fullname: Yazcoglu, Yasin
  email: ayasin@umn.edu
  organization: Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, MN, USA
BookMark eNp9UEtLAzEQDqLgq3fBS8Dz1iSzrxyL-CisWGyLx2WbnV0j26Qm2UP_vVtbRDx4mfmG-b55fOfk2FiDhFxxNuacydvidTIWTPAxsCRjsTwiZwKyLIIsTY9_4VMy8v6DMcYTkYFMzsjnrKuM0aaltqFPGNDZFg3a3tPnvgs6mgxloPOtD7j2dGlqdHSuW1N1dIHrjXUDKGyrFZ1vUOlGqypoazx90-GdTk3AdkeZOax3LfSX5KSpOo-jQ74gy4f7xd1TVLw8Tu8mRaSE5CHiDKFGkFKmOUqWI69zXIHKG1ypGBrBhhArwSEF5MDrFcOshqYWwHKVCrggN_u5G2c_e_Sh_LC9G-72pYglJDLhSTyw2J6lnPXeYVNunF5XbltyVu68LQdvy5235cHbQZL-kSgdvp8OrtLdf8LrvVAj4s8eCXEiM4Av5xeI-Q
CODEN IRALC6
CitedBy_id crossref_primary_10_1016_j_arcontrol_2022_09_004
crossref_primary_10_1109_LRA_2025_3563119
crossref_primary_10_1002_cav_2220
crossref_primary_10_1109_TASE_2024_3418409
crossref_primary_10_1016_j_conengprac_2023_105782
crossref_primary_10_1109_LRA_2021_3138766
crossref_primary_10_1177_02783649231212572
crossref_primary_10_1109_TASE_2023_3323472
crossref_primary_10_1109_TIE_2024_3451055
crossref_primary_10_1109_JIOT_2025_3535641
crossref_primary_10_1016_j_actaastro_2025_09_014
crossref_primary_10_1016_j_arcontrol_2024_100946
crossref_primary_10_1007_s10846_021_01477_0
crossref_primary_10_3390_math10020201
crossref_primary_10_1109_LRA_2022_3146951
crossref_primary_10_1109_LRA_2023_3343597
crossref_primary_10_1016_j_jfranklin_2025_107688
crossref_primary_10_1016_j_robot_2024_104681
crossref_primary_10_1109_LRA_2024_3401166
crossref_primary_10_1109_LCSYS_2022_3209928
Cites_doi 10.1515/9781400835355
10.23919/ACC.2017.7963331
10.1109/TCNS.2016.2518083
10.1109/TAC.2016.2527731
10.1109/ICCPS.2018.00026
10.1007/978-3-030-01090-4_16
10.1016/j.automatica.2018.12.022
10.23919/ACC.2019.8814487
10.1109/TRA.2004.824698
10.1109/CDC.2017.8263687
10.1109/CDC40024.2019.9029429
10.1177/0278364911406761
10.1109/CDC.2008.4739370
10.1145/2883817.2883839
10.1109/TCST.2019.2955628
10.1007/978-3-642-15297-9_9
10.1109/CACSD.2004.1393890
10.1016/j.ifacol.2019.12.156
10.1007/978-3-540-30206-3_12
10.1109/ROBOT.2008.4543197
10.1007/978-3-319-11164-3_19
10.1109/CDC.2011.6160740
10.23919/ACC45564.2020.9147692
10.1109/TAC.2005.846556
10.1109/CDC.2016.7799146
10.1016/j.tcs.2009.06.021
10.1109/CDC.2014.7039363
10.1109/TRA.2004.825275
10.1016/j.ifacol.2015.10.326
10.1007/978-3-319-21668-3_21
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
DBID 97E
RIA
RIE
AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
DOI 10.1109/LRA.2021.3057049
DatabaseName IEEE Xplore (IEEE)
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE/IET Electronic Library
CrossRef
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Technology Research Database
Computer and Information Systems Abstracts – Academic
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
DatabaseTitleList Technology Research Database

Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Xplore : IEEE Electronic Library (IEL) [unlimited simultaenous users]
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2377-3766
EndPage 1382
ExternalDocumentID 10_1109_LRA_2021_3057049
9345973
Genre orig-research
GroupedDBID 0R~
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFS
AGQYO
AGSQL
AHBIQ
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
EJD
IFIPE
IPLJI
JAVBF
KQ8
M43
M~E
O9-
OCL
RIA
RIE
AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c291t-10e3de399968e908e1d8eb3c8febc43f2043f4c21363e131db0e7d3fd2308c623
IEDL.DBID RIE
ISICitedReferencesCount 35
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000622097700013&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2377-3766
IngestDate Mon Jun 30 07:10:02 EDT 2025
Sat Nov 29 06:03:09 EST 2025
Tue Nov 18 21:44:01 EST 2025
Wed Aug 27 02:43:54 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 2
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
https://doi.org/10.15223/policy-029
https://doi.org/10.15223/policy-037
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c291t-10e3de399968e908e1d8eb3c8febc43f2043f4c21363e131db0e7d3fd2308c623
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-2332-2761
0000-0003-4236-9116
0000-0001-6957-6831
PQID 2493595154
PQPubID 4437225
PageCount 8
ParticipantIDs crossref_primary_10_1109_LRA_2021_3057049
crossref_citationtrail_10_1109_LRA_2021_3057049
proquest_journals_2493595154
ieee_primary_9345973
PublicationCentury 2000
PublicationDate 2021-04-01
PublicationDateYYYYMMDD 2021-04-01
PublicationDate_xml – month: 04
  year: 2021
  text: 2021-04-01
  day: 01
PublicationDecade 2020
PublicationPlace Piscataway
PublicationPlace_xml – name: Piscataway
PublicationTitle IEEE robotics and automation letters
PublicationTitleAbbrev LRA
PublicationYear 2021
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref34
ref12
ref15
ref14
gurobi optimization llc (ref33) 2019
ref31
ref30
jones (ref24) 2019
ref11
ref32
ref10
ref2
ref1
ref17
ref16
ref19
ref18
baier (ref8) 2008
peterson (ref13) 2020
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref27
ref29
ref7
ref9
ref4
ref3
ref6
ref5
References_xml – ident: ref3
  doi: 10.1515/9781400835355
– ident: ref19
  doi: 10.23919/ACC.2017.7963331
– ident: ref7
  doi: 10.1109/TCNS.2016.2518083
– ident: ref12
  doi: 10.1109/TAC.2016.2527731
– start-page: 1
  year: 2019
  ident: ref24
  article-title: Scalable and robust deployment of heterogenenous teams from temporal logic specifications
  publication-title: Int Symp of Robotics Research (ISRR)
– year: 2019
  ident: ref33
  article-title: Gurobi Optimizer Reference Manual
– ident: ref18
  doi: 10.1109/ICCPS.2018.00026
– ident: ref31
  doi: 10.1007/978-3-030-01090-4_16
– year: 2020
  ident: ref13
  article-title: Decentralized safe reactive planning under TWTL specifications
  publication-title: IEEE/RSJ Int Conf Intell Robots Syst
– year: 2008
  ident: ref8
  publication-title: Principles of Model Checking
– ident: ref22
  doi: 10.1016/j.automatica.2018.12.022
– ident: ref21
  doi: 10.23919/ACC.2019.8814487
– ident: ref6
  doi: 10.1109/TRA.2004.824698
– ident: ref26
  doi: 10.1109/CDC.2017.8263687
– ident: ref20
  doi: 10.1109/CDC40024.2019.9029429
– ident: ref28
  doi: 10.1177/0278364911406761
– ident: ref32
  doi: 10.1109/CDC.2008.4739370
– ident: ref30
  doi: 10.1145/2883817.2883839
– ident: ref9
  doi: 10.1109/TCST.2019.2955628
– ident: ref16
  doi: 10.1007/978-3-642-15297-9_9
– ident: ref34
  doi: 10.1109/CACSD.2004.1393890
– ident: ref5
  doi: 10.1016/j.ifacol.2019.12.156
– ident: ref14
  doi: 10.1007/978-3-540-30206-3_12
– ident: ref4
  doi: 10.1109/ROBOT.2008.4543197
– ident: ref27
  doi: 10.1007/978-3-319-11164-3_19
– ident: ref10
  doi: 10.1109/CDC.2011.6160740
– ident: ref23
  doi: 10.23919/ACC45564.2020.9147692
– ident: ref2
  doi: 10.1109/TAC.2005.846556
– ident: ref25
  doi: 10.1109/CDC.2016.7799146
– ident: ref15
  doi: 10.1016/j.tcs.2009.06.021
– ident: ref17
  doi: 10.1109/CDC.2014.7039363
– ident: ref1
  doi: 10.1109/TRA.2004.825275
– ident: ref11
  doi: 10.1016/j.ifacol.2015.10.326
– ident: ref29
  doi: 10.1007/978-3-319-21668-3_21
SSID ssj0001527395
Score 2.3834596
Snippet We address the problem of coordinating the trajectories of heterogeneous multi-agent systems under spatio-temporal specifications. In particular, we consider...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1375
SubjectTerms Aerodynamics
Formal methods in robotics and automation
Integrals
Mixed integer
Multi-agent systems
multi-robot systems
Multiagent systems
optimization and optimal control
Planning
Robot kinematics
Robustness
Specifications
Task analysis
Temporal logic
Trajectory
Trajectory optimization
Windows (intervals)
Title Planning of Heterogeneous Multi-Agent Systems Under Signal Temporal Logic Specifications With Integral Predicates
URI https://ieeexplore.ieee.org/document/9345973
https://www.proquest.com/docview/2493595154
Volume 6
WOSCitedRecordID wos000622097700013&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: PRVIEE
  databaseName: IEEE Xplore : IEEE Electronic Library (IEL) [unlimited simultaenous users]
  customDbUrl:
  eissn: 2377-3766
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001527395
  issn: 2377-3766
  databaseCode: RIE
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2377-3766
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001527395
  issn: 2377-3766
  databaseCode: M~E
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NT8IwGH4DxIMe_EIjiqYHLyZO1nWw9kgMBBMkRPHjttCuVRICitOjv92-3YYkGhNvO7RNs6cf79P2fR6A04C1UKVOek1qpBdyf-zxVhR6VDLOjZ2CY6dbcN-PBgP--CiGJThf5sJord3jM32Bn-4uP5mrdzwqawgW2viXlaEcRVGWq_V9noJKYqJZ3ET6otG_aVv-F9ALO6QjH8UyV3YeZ6XyY_11m0p363_d2YbNPHgk7QztHSjp2S5srEgKVuG1cCEic0N6-NZlboeItvyeuFxbr425VCQXKifO9ojcTp6w3VEmUzUlaMCsiLOmN8WZHnmYpM_kKlOXmJLhwt3w2EB1D-66ndFlz8ttFTwVCJrahVezRDNkOlwLn2uacEupFTdaqpAZzJY1oQooazFNGU2kr6OEmcSyFa5suLQPldl8pg-AKMmkn_hNKZSwPFtIKpFxSRMZOpZJUING8ctjlWuOo_XFNHbcwxexBSlGkOIcpBqcLWu8ZHobf5StIijLcjkeNagXqMb5hHyLLcvEFGQbMB7-XusI1rHt7FFOHSrp4l0fw5r6SCdvixMoX392TtyI-wJvQ9SR
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1dS8MwFL3oFNQHv6Y4nZoHXwTrmqZbk8chysQ6ROfHW1nSRAdj1W36-81N2ykogm99SNLSk497ktxzAI4C1kKVOuk1qZFeyP2-x1tR6FHJODd2CPadbsFDHHW7_OlJ3MzBySwXRmvtLp_pU3x0Z_lppt5xq6whWGjjXzYPC80wDGierfW1o4JaYqJZnkX6ohHfti0DDOip7dSRj3KZ39YeZ6byYwZ2y8rF2v8-aB1Wi_CRtHO8N2BOjzZh5ZuoYBXeSh8ikhnSwdsume0k2jJ84rJtvTZmU5FCqpw44yNyN3jGdnu5UNWQoAWzIs6c3pS7euRxMH0hl7m-xJDcjN0Zjw1Vt-D-4rx31vEKYwVPBYJO7dSrWaoZch2uhc81Tbkl1YobLVXIDObLmlAFlLWYpoym0tdRykxq-QpXNmDahsooG-kdIEoy6ad-UwolLNMWkkrkXNJEhvZlGtSgUf7yRBWq42h-MUwc-_BFYkFKEKSkAKkGx7Mar7nixh9lqwjKrFyBRw3qJapJMSQnieWZmIRsQ8bd32sdwlKndx0n8WX3ag-W8T35FZ06VKbjd70Pi-pjOpiMD1y_-wSZqdan
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=Planning+of+Heterogeneous+Multi-Agent+Systems+Under+Signal+Temporal+Logic+Specifications+With+Integral+Predicates&rft.jtitle=IEEE+robotics+and+automation+letters&rft.au=Buyukkocak%2C+Ali+Tevfik&rft.au=Aksaray%2C+Derya&rft.au=Yazcoglu%2C+Yasin&rft.date=2021-04-01&rft.issn=2377-3766&rft.eissn=2377-3766&rft.volume=6&rft.issue=2&rft.spage=1375&rft.epage=1382&rft_id=info:doi/10.1109%2FLRA.2021.3057049&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_LRA_2021_3057049
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2377-3766&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2377-3766&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2377-3766&client=summon