An Agile Adaptive Biased-Randomized Discrete-Event Heuristic for the Resource-Constrained Project Scheduling Problem

In industries such as aircraft or train manufacturing, large-scale manufacturing companies often manage several complex projects. Each of these projects includes multiple tasks that share a set of limited resources. Typically, these tasks are also subject to time dependencies among them. One frequen...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Mathematics (Basel) Ročník 12; číslo 12; s. 1873
Hlavní autori: Martin, Xabier A., Herrero, Rosa, Juan, Angel A., Panadero, Javier
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Basel MDPI AG 01.06.2024
Predmet:
ISSN:2227-7390, 2227-7390
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract In industries such as aircraft or train manufacturing, large-scale manufacturing companies often manage several complex projects. Each of these projects includes multiple tasks that share a set of limited resources. Typically, these tasks are also subject to time dependencies among them. One frequent goal in these scenarios is to minimize the makespan, or total time required to complete all the tasks within the entire project. Decisions revolve around scheduling these tasks, determining the sequence in which they are processed, and allocating shared resources to optimize efficiency while respecting the time dependencies among tasks. This problem is known in the scientific literature as the Resource-Constrained Project Scheduling Problem (RCPSP). Being an NP-hard problem with time dependencies and resource constraints, several optimization algorithms have already been proposed to tackle the RCPSP. In this paper, a novel discrete-event heuristic is introduced and later extended into an agile biased-randomized algorithm complemented with an adaptive capability to tune the parameters of the algorithm. The results underscore the effectiveness of the algorithm in finding competitive solutions for this problem within short computing times.
AbstractList In industries such as aircraft or train manufacturing, large-scale manufacturing companies often manage several complex projects. Each of these projects includes multiple tasks that share a set of limited resources. Typically, these tasks are also subject to time dependencies among them. One frequent goal in these scenarios is to minimize the makespan, or total time required to complete all the tasks within the entire project. Decisions revolve around scheduling these tasks, determining the sequence in which they are processed, and allocating shared resources to optimize efficiency while respecting the time dependencies among tasks. This problem is known in the scientific literature as the Resource-Constrained Project Scheduling Problem (RCPSP). Being an NP-hard problem with time dependencies and resource constraints, several optimization algorithms have already been proposed to tackle the RCPSP. In this paper, a novel discrete-event heuristic is introduced and later extended into an agile biased-randomized algorithm complemented with an adaptive capability to tune the parameters of the algorithm. The results underscore the effectiveness of the algorithm in finding competitive solutions for this problem within short computing times.
Audience Academic
Author Herrero, Rosa
Juan, Angel A.
Martin, Xabier A.
Panadero, Javier
Author_xml – sequence: 1
  givenname: Xabier A.
  orcidid: 0000-0003-4182-0120
  surname: Martin
  fullname: Martin, Xabier A.
– sequence: 2
  givenname: Rosa
  orcidid: 0000-0003-3575-0963
  surname: Herrero
  fullname: Herrero, Rosa
– sequence: 3
  givenname: Angel A.
  orcidid: 0000-0003-1392-1776
  surname: Juan
  fullname: Juan, Angel A.
– sequence: 4
  givenname: Javier
  orcidid: 0000-0002-3793-3328
  surname: Panadero
  fullname: Panadero, Javier
BookMark eNptUV1vFCEUJaZNrG3f_AGT-OrUAWb4eBzXaps00bT1mTBw2WUzAyuwTeqvl3WNaYzcB8jlnJN7z3mDTkIMgNBb3F1RKrsPiy4bTGoJTl-hM0IIb3n9OHnxfo0uc9529UhMRS_PUBlDM679DM1o9a74J2g-ep3Btvc62Lj4n2CbTz6bBAXa6ycIpbmBffK5eNO4mJqygeYectwnA-0qhlyS9qGyvqW4BVOaB7MBu599WB9a0wzLBTp1es5w-ec-R98_Xz-ubtq7r19uV-Nda_qOlZa7ycqhM4w6wwUwSSaGgWMY3GSondyEJZMOGJMAbNDcdRaY6LjsrcED0HN0e9S1UW_VLvlFp2cVtVe_GzGtlU51jxkUmSwHIWzfG-gNYVJrSrCmgkyD69lQtd4dtXYp_thDLmpbVw51fEU7TnoyCIEr6uqIWusq6oOL1Q1Ty8LiTQ3MVavVyKVkmFdGJbw_EkyKOSdwf8fEnTrkql7mWuHkH7jxRRcfw8H1-f-kX7BTqS0
CitedBy_id crossref_primary_10_1108_ECAM_03_2025_0429
crossref_primary_10_3390_buildings15030393
crossref_primary_10_3390_math13152488
Cites_doi 10.1016/j.ins.2017.08.023
10.1109/ACCESS.2024.3352438
10.1016/j.ejor.2022.05.014
10.1007/s42979-022-01487-1
10.1016/j.ejor.2004.08.020
10.1007/s10951-009-0131-y
10.1007/978-1-4615-4629-0
10.1007/s10732-010-9142-2
10.1111/itor.12796
10.1023/A:1016540724870
10.1016/j.asoc.2010.06.013
10.1016/j.eswa.2023.122002
10.1016/j.ejor.2008.07.036
10.1111/itor.12196
10.1016/j.cie.2019.06.044
10.1007/s10696-011-9133-0
10.1016/j.ejor.2023.07.043
10.1061/(ASCE)CP.1943-5487.0000874
10.1016/j.ejor.2006.12.033
10.1016/j.cor.2007.07.001
10.1007/s00170-012-4227-8
10.1023/A:1010997814183
10.1137/141000671
10.1016/j.ejor.2019.01.063
10.1007/s10479-021-04142-9
10.1007/s10951-020-00651-w
10.1007/s10479-023-05784-7
10.1016/0166-218X(83)90012-4
10.1016/j.ins.2011.06.014
10.2139/ssrn.4689017
10.1016/j.ejor.2004.04.008
10.1007/s00500-008-0337-5
10.1016/j.ejor.2005.01.065
10.1016/j.eswa.2010.12.059
10.1016/j.asoc.2011.02.032
10.1002/nav.10029
10.1016/j.cor.2023.106489
10.5267/j.dsl.2023.2.002
10.1016/j.ejor.2021.05.004
10.1016/j.asoc.2011.02.002
10.1016/j.cie.2020.106695
10.1016/j.cor.2009.02.010
10.1002/nav.20439
10.1016/j.eswa.2020.114116
10.1016/j.ins.2023.119164
10.1287/mnsc.16.1.93
10.1016/j.ejor.2021.12.035
10.1016/j.ins.2014.02.155
10.1016/S0377-2217(96)00170-1
10.1016/S0305-0548(97)00055-5
10.1016/0377-2217(92)90320-9
10.1057/palgrave.jors.2600416
10.1016/j.ejor.2004.04.002
10.1016/j.ins.2009.11.044
10.1016/j.ejor.2022.09.033
10.1016/j.rcim.2023.102628
10.1080/07408178508975272
10.1287/opre.1060.0358
10.1016/j.ejor.2009.11.005
10.1016/j.autcon.2022.104503
10.1016/j.cor.2010.01.007
10.1287/mnsc.41.10.1693
ContentType Journal Article
Copyright COPYRIGHT 2024 MDPI AG
2024 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 (https://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.
Copyright_xml – notice: COPYRIGHT 2024 MDPI AG
– notice: 2024 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 (https://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.
DBID AAYXX
CITATION
3V.
7SC
7TB
7XB
8AL
8FD
8FE
8FG
8FK
ABJCF
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
FR3
GNUQQ
HCIFZ
JQ2
K7-
KR7
L6V
L7M
L~C
L~D
M0N
M7S
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
Q9U
DOA
DOI 10.3390/math12121873
DatabaseName CrossRef
ProQuest Central (Corporate)
Computer and Information Systems 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 Database
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Database
ProQuest Central Essentials Local Electronic Collection Information
ProQuest Central
Technology collection
ProQuest One
ProQuest Central
Engineering Research Database
ProQuest Central Student
SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Civil Engineering Abstracts
ProQuest Engineering Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Computing Database
Engineering Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
ProQuest Central Basic
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
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
Civil Engineering Abstracts
ProQuest Computing
Engineering Database
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList Publicly Available Content Database


CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Mathematics
EISSN 2227-7390
ExternalDocumentID oai_doaj_org_article_2bd7e88d44ce4c269aa321a382b5f465
A799617588
10_3390_math12121873
GroupedDBID -~X
5VS
85S
8FE
8FG
AADQD
AAFWJ
AAYXX
ABDBF
ABJCF
ABPPZ
ABUWG
ACIPV
ACIWK
ADBBV
AFFHD
AFKRA
AFPKN
AFZYC
ALMA_UNASSIGNED_HOLDINGS
AMVHM
ARAPS
AZQEC
BCNDV
BENPR
BGLVJ
BPHCQ
CCPQU
CITATION
DWQXO
GNUQQ
GROUPED_DOAJ
HCIFZ
IAO
ITC
K6V
K7-
KQ8
L6V
M7S
MODMG
M~E
OK1
PHGZM
PHGZT
PIMPY
PQGLB
PQQKQ
PROAC
PTHSS
RNS
3V.
7SC
7TB
7XB
8AL
8FD
8FK
FR3
JQ2
KR7
L7M
L~C
L~D
M0N
P62
PKEHL
PQEST
PQUKI
PRINS
Q9U
ID FETCH-LOGICAL-c406t-7fbd950c63fc78e692b61e71e5fbc3dbfb1969fe669ee65a7f0de680794dc15e3
IEDL.DBID DOA
ISICitedReferencesCount 3
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001255762100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2227-7390
IngestDate Tue Oct 14 19:01:39 EDT 2025
Fri Jul 25 11:58:03 EDT 2025
Tue Nov 04 18:24:34 EST 2025
Sat Nov 29 07:15:27 EST 2025
Tue Nov 18 22:45:28 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c406t-7fbd950c63fc78e692b61e71e5fbc3dbfb1969fe669ee65a7f0de680794dc15e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0003-3575-0963
0000-0003-4182-0120
0000-0003-1392-1776
0000-0002-3793-3328
OpenAccessLink https://doaj.org/article/2bd7e88d44ce4c269aa321a382b5f465
PQID 3072425881
PQPubID 2032364
ParticipantIDs doaj_primary_oai_doaj_org_article_2bd7e88d44ce4c269aa321a382b5f465
proquest_journals_3072425881
gale_infotracacademiconefile_A799617588
crossref_primary_10_3390_math12121873
crossref_citationtrail_10_3390_math12121873
PublicationCentury 2000
PublicationDate 2024-06-01
PublicationDateYYYYMMDD 2024-06-01
PublicationDate_xml – month: 06
  year: 2024
  text: 2024-06-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Mathematics (Basel)
PublicationYear 2024
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References ref_50
Alcaraz (ref_38) 2024; 163
Arnau (ref_9) 2022; 302
Hartmann (ref_12) 2022; 297
Guo (ref_29) 2021; 167
ref_51
Ziarati (ref_61) 2011; 11
Fu (ref_34) 2024; 238
Hartmann (ref_52) 2002; 49
Souravlias (ref_35) 2024; 313
Liu (ref_68) 2020; 34
Li (ref_39) 1992; 56
Debels (ref_54) 2007; 55
Herroelen (ref_24) 2005; 165
Hirsch (ref_10) 2021; 28
Lu (ref_4) 2019; 135
Lim (ref_26) 2013; 25
Vanhoucke (ref_15) 2020; 23
Elsayed (ref_67) 2017; 418
Zamani (ref_66) 2017; 24
Hartmann (ref_17) 2010; 207
Kolisch (ref_48) 1995; 41
Nasiri (ref_64) 2013; 65
Cai (ref_36) 2024; 85
Kurtulus (ref_6) 1985; 17
Juan (ref_8) 2023; 320
Debels (ref_53) 2006; 169
Pritsker (ref_16) 1969; 16
Rabbani (ref_43) 2009; 13
Chen (ref_58) 2011; 38
ref_33
Etminaniesfahani (ref_27) 2022; 4
Blazewicz (ref_2) 1983; 5
Hua (ref_30) 2022; 142
Kolisch (ref_18) 2006; 174
Vanhoucke (ref_14) 2023; 337
Ranjbar (ref_44) 2009; 16
Mobini (ref_60) 2011; 11
Wang (ref_63) 2011; 181
ref_37
Chica (ref_69) 2020; 44
Bezanson (ref_45) 2017; 59
Gil (ref_7) 2023; 309
Resende (ref_62) 2011; 17
Talbi (ref_22) 2002; 8
Chen (ref_57) 2010; 180
Blum (ref_21) 2011; 11
Pellerin (ref_20) 2020; 280
Liu (ref_32) 2023; 642
Mendes (ref_56) 2009; 36
ref_46
Scholl (ref_3) 2009; 197
Berthaut (ref_28) 2018; 10
Golab (ref_31) 2023; 12
Agarwal (ref_59) 2011; 38
Koulinas (ref_65) 2014; 277
ref_42
Cho (ref_49) 1997; 48
Lozano (ref_23) 2010; 37
Rainer (ref_13) 1997; 96
Tormos (ref_40) 2001; 102
Herroelen (ref_19) 1998; 25
Proon (ref_25) 2011; 58
Browning (ref_47) 2010; 13
Manousakis (ref_1) 2024; 12
Bayliss (ref_11) 2020; 148
Liu (ref_5) 2023; 304
Valls (ref_41) 2005; 165
Valls (ref_55) 2008; 185
References_xml – volume: 418
  start-page: 346
  year: 2017
  ident: ref_67
  article-title: Consolidated optimization algorithm for resource-constrained project scheduling problems
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2017.08.023
– volume: 12
  start-page: 12976
  year: 2024
  ident: ref_1
  article-title: A practical approach for resource-constrained project scheduling
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2024.3352438
– volume: 304
  start-page: 939
  year: 2023
  ident: ref_5
  article-title: A tree search heuristic for the resource constrained project scheduling problem with transfer times
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2022.05.014
– volume: 4
  start-page: 104
  year: 2022
  ident: ref_27
  article-title: A Forward–Backward Relax-and-Solve Algorithm for the Resource-Constrained Project Scheduling Problem
  publication-title: SN Comput. Sci.
  doi: 10.1007/s42979-022-01487-1
– volume: 169
  start-page: 638
  year: 2006
  ident: ref_53
  article-title: A hybrid scatter search/electromagnetism meta-heuristic for project scheduling
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2004.08.020
– volume: 13
  start-page: 143
  year: 2010
  ident: ref_47
  article-title: A random generator of resource-constrained multi-project network problems
  publication-title: J. Sched.
  doi: 10.1007/s10951-009-0131-y
– ident: ref_51
  doi: 10.1007/978-1-4615-4629-0
– volume: 17
  start-page: 467
  year: 2011
  ident: ref_62
  article-title: A biased random-key genetic algorithm with forward-backward improvement for the resource constrained project scheduling problem
  publication-title: J. Heuristics
  doi: 10.1007/s10732-010-9142-2
– volume: 28
  start-page: 201
  year: 2021
  ident: ref_10
  article-title: Agile optimization of a two-echelon vehicle routing problem with pickup and delivery
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/itor.12796
– volume: 8
  start-page: 541
  year: 2002
  ident: ref_22
  article-title: A Taxonomy of Hybrid Metaheuristics
  publication-title: J. Heuristics
  doi: 10.1023/A:1016540724870
– volume: 11
  start-page: 1975
  year: 2011
  ident: ref_60
  article-title: An Artificial Immune Algorithm for the project scheduling problem under resource constraints
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2010.06.013
– volume: 16
  start-page: 11
  year: 2009
  ident: ref_44
  article-title: A hybrid scatter search for the RCPSP
  publication-title: Sci. Iran. Trans. E Ind. Eng.
– volume: 44
  start-page: 311
  year: 2020
  ident: ref_69
  article-title: Why simheuristics? Benefits, limitations, and best practices when combining metaheuristics with simulation
  publication-title: SORT—Stat. Oper. Res. Trans.
– volume: 238
  start-page: 122002
  year: 2024
  ident: ref_34
  article-title: Robustifying the resource-constrained project scheduling against uncertain durations
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2023.122002
– volume: 197
  start-page: 492
  year: 2009
  ident: ref_3
  article-title: A heuristic solution framework for the resource constrained (multi-)project scheduling problem with sequence-dependent transfer times
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2008.07.036
– ident: ref_42
– volume: 24
  start-page: 1525
  year: 2017
  ident: ref_66
  article-title: An evolutionary implicit enumeration procedure for solving the resource-constrained project scheduling problem
  publication-title: Int. Trans. Oper. Res.
  doi: 10.1111/itor.12196
– volume: 135
  start-page: 568
  year: 2019
  ident: ref_4
  article-title: A resource investment problem based on project splitting with time windows for aircraft moving assembly line
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2019.06.044
– volume: 25
  start-page: 48
  year: 2013
  ident: ref_26
  article-title: New meta-heuristics for the resource-constrained project scheduling problem
  publication-title: Flex. Serv. Manuf. J.
  doi: 10.1007/s10696-011-9133-0
– volume: 313
  start-page: 92
  year: 2024
  ident: ref_35
  article-title: Hybrid differential evolution algorithm for the resource constrained project scheduling problem with a flexible project structure and consumption and production of resources
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2023.07.043
– volume: 34
  start-page: 04019055
  year: 2020
  ident: ref_68
  article-title: Solving resource-constrained project scheduling problem via genetic algorithm
  publication-title: J. Comput. Civ. Eng.
  doi: 10.1061/(ASCE)CP.1943-5487.0000874
– volume: 185
  start-page: 495
  year: 2008
  ident: ref_55
  article-title: A hybrid genetic algorithm for the resource-constrained project scheduling problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2006.12.033
– volume: 36
  start-page: 92
  year: 2009
  ident: ref_56
  article-title: A random key based genetic algorithm for the resource constrained project scheduling problem
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2007.07.001
– volume: 65
  start-page: 909
  year: 2013
  ident: ref_64
  article-title: A pseudo particle swarm optimization for the RCPSP
  publication-title: Int. J. Adv. Manuf. Technol.
  doi: 10.1007/s00170-012-4227-8
– volume: 102
  start-page: 65
  year: 2001
  ident: ref_40
  article-title: A competitive heuristic solution technique for resource-constrained project scheduling
  publication-title: Ann. Oper. Res.
  doi: 10.1023/A:1010997814183
– volume: 59
  start-page: 65
  year: 2017
  ident: ref_45
  article-title: Julia: A fresh approach to numerical computing
  publication-title: SIAM Rev.
  doi: 10.1137/141000671
– volume: 280
  start-page: 395
  year: 2020
  ident: ref_20
  article-title: A survey of hybrid metaheuristics for the resource-constrained project scheduling problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2019.01.063
– volume: 320
  start-page: 831
  year: 2023
  ident: ref_8
  article-title: A review of the role of heuristics in stochastic optimisation: From metaheuristics to learnheuristics
  publication-title: Ann. Oper. Res.
  doi: 10.1007/s10479-021-04142-9
– volume: 23
  start-page: 301
  year: 2020
  ident: ref_15
  article-title: Resource-constrained multi-project scheduling: Benchmark datasets and decoupled scheduling
  publication-title: J. Sched.
  doi: 10.1007/s10951-020-00651-w
– ident: ref_37
  doi: 10.1007/s10479-023-05784-7
– volume: 5
  start-page: 11
  year: 1983
  ident: ref_2
  article-title: Scheduling subject to resource constraints: Classification and complexity
  publication-title: Discret. Appl. Math.
  doi: 10.1016/0166-218X(83)90012-4
– volume: 181
  start-page: 4804
  year: 2011
  ident: ref_63
  article-title: An effective shuffled frog-leaping algorithm for multi-mode resource-constrained project scheduling problem
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2011.06.014
– ident: ref_33
  doi: 10.2139/ssrn.4689017
– volume: 165
  start-page: 375
  year: 2005
  ident: ref_41
  article-title: Justification and RCPSP: A technique that pays
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2004.04.008
– volume: 13
  start-page: 597
  year: 2009
  ident: ref_43
  article-title: Using an enhanced scatter search algorithm for a resource-constrained project scheduling problem
  publication-title: Soft Comput.
  doi: 10.1007/s00500-008-0337-5
– volume: 337
  start-page: 593
  year: 2023
  ident: ref_14
  article-title: On the summary measures for the resource-constrained project scheduling problem
  publication-title: Ann. Oper. Res.
– volume: 174
  start-page: 23
  year: 2006
  ident: ref_18
  article-title: Experimental investigation of heuristics for resource-constrained project scheduling: An update
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2005.01.065
– volume: 38
  start-page: 7102
  year: 2011
  ident: ref_58
  article-title: Particle swarm optimization with justification and designed mechanisms for resource-constrained project scheduling problem
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2010.12.059
– volume: 11
  start-page: 4135
  year: 2011
  ident: ref_21
  article-title: Hybrid metaheuristics in combinatorial optimization: A survey
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2011.02.032
– volume: 49
  start-page: 433
  year: 2002
  ident: ref_52
  article-title: A self-adapting genetic algorithm for project scheduling under resource constraints
  publication-title: Nav. Res. Logist. (NRL)
  doi: 10.1002/nav.10029
– volume: 163
  start-page: 106489
  year: 2024
  ident: ref_38
  article-title: Metaheuristics for the bi-objective resource-constrained project scheduling problem with time-dependent resource costs: An experimental comparison
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2023.106489
– volume: 12
  start-page: 225
  year: 2023
  ident: ref_31
  article-title: A convolutional neural network for the resource-constrained project scheduling problem (RCPSP): A new approach
  publication-title: Decis. Sci. Lett.
  doi: 10.5267/j.dsl.2023.2.002
– volume: 297
  start-page: 1
  year: 2022
  ident: ref_12
  article-title: An updated survey of variants and extensions of the resource-constrained project scheduling problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2021.05.004
– volume: 11
  start-page: 3720
  year: 2011
  ident: ref_61
  article-title: On the performance of bee algorithms for resource-constrained project scheduling problem
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2011.02.002
– volume: 148
  start-page: 106695
  year: 2020
  ident: ref_11
  article-title: A two-phase local search with a discrete-event heuristic for the omnichannel vehicle routing problem
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2020.106695
– volume: 37
  start-page: 481
  year: 2010
  ident: ref_23
  article-title: Hybrid metaheuristics with evolutionary algorithms specializing in intensification and diversification: Overview and progress report
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2009.02.010
– volume: 58
  start-page: 73
  year: 2011
  ident: ref_25
  article-title: A Genetic Algorithm with Neighborhood Search for the Resource-Constrained Project Scheduling Problem
  publication-title: Nav. Res. Logist. (NRL)
  doi: 10.1002/nav.20439
– volume: 167
  start-page: 114116
  year: 2021
  ident: ref_29
  article-title: Automatic detection of the best performing priority rule for the resource-constrained project scheduling problem
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2020.114116
– volume: 642
  start-page: 119164
  year: 2023
  ident: ref_32
  article-title: A late-mover genetic algorithm for resource-constrained project-scheduling problems
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2023.119164
– ident: ref_50
– volume: 16
  start-page: 93
  year: 1969
  ident: ref_16
  article-title: Multiproject Scheduling with Limited Resources: A Zero-One Programming Approach
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.16.1.93
– volume: 302
  start-page: 348
  year: 2022
  ident: ref_9
  article-title: A biased-randomized discrete-event heuristic for coordinated multi-vehicle container transport across interconnected networks
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2021.12.035
– ident: ref_46
– volume: 277
  start-page: 680
  year: 2014
  ident: ref_65
  article-title: A particle swarm optimization based hyper-heuristic algorithm for the classic resource constrained project scheduling problem
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2014.02.155
– volume: 96
  start-page: 205
  year: 1997
  ident: ref_13
  article-title: PSPLIB-a project scheduling problem library: OR software-ORSEP operations research software exchange program
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/S0377-2217(96)00170-1
– volume: 25
  start-page: 279
  year: 1998
  ident: ref_19
  article-title: Resource-constrained project scheduling: A survey of recent developments
  publication-title: Comput. Oper. Res.
  doi: 10.1016/S0305-0548(97)00055-5
– volume: 56
  start-page: 370
  year: 1992
  ident: ref_39
  article-title: An iterative scheduling technique for resource-constrained project scheduling
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/0377-2217(92)90320-9
– volume: 48
  start-page: 736
  year: 1997
  ident: ref_49
  article-title: A simulated annealing algorithm for resource constrained project scheduling problems
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2600416
– volume: 165
  start-page: 289
  year: 2005
  ident: ref_24
  article-title: Project scheduling under uncertainty: Survey and research potentials
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2004.04.002
– volume: 180
  start-page: 1031
  year: 2010
  ident: ref_57
  article-title: An efficient hybrid algorithm for resource-constrained project scheduling
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2009.11.044
– volume: 309
  start-page: 958
  year: 2023
  ident: ref_7
  article-title: Resource-constrained multi-project scheduling problem: A survey
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2022.09.033
– volume: 10
  start-page: 1
  year: 2018
  ident: ref_28
  article-title: A path relinking-based scatter search for the resource-constrained project scheduling problem
  publication-title: Int. J. Proj. Organ. Manag.
– volume: 85
  start-page: 102628
  year: 2024
  ident: ref_36
  article-title: Deep reinforcement learning for solving resource constrained project scheduling problems with resource disruptions
  publication-title: Robot.-Comput.-Integr. Manuf.
  doi: 10.1016/j.rcim.2023.102628
– volume: 17
  start-page: 58
  year: 1985
  ident: ref_6
  article-title: Multi-project scheduling: Analysis of project performance
  publication-title: IIE Trans.
  doi: 10.1080/07408178508975272
– volume: 55
  start-page: 457
  year: 2007
  ident: ref_54
  article-title: A decomposition-based genetic algorithm for the resource-constrained project-scheduling problem
  publication-title: Oper. Res.
  doi: 10.1287/opre.1060.0358
– volume: 207
  start-page: 1
  year: 2010
  ident: ref_17
  article-title: A survey of variants and extensions of the resource-constrained project scheduling problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2009.11.005
– volume: 142
  start-page: 104503
  year: 2022
  ident: ref_30
  article-title: Improved genetic algorithm based on time windows decomposition for solving resource-constrained project scheduling problem
  publication-title: Autom. Constr.
  doi: 10.1016/j.autcon.2022.104503
– volume: 38
  start-page: 44
  year: 2011
  ident: ref_59
  article-title: A neurogenetic approach for the resource-constrained project scheduling problem
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2010.01.007
– volume: 41
  start-page: 1693
  year: 1995
  ident: ref_48
  article-title: Characterization and Generation of a General Class of Resource-Constrained Project Scheduling Problems
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.41.10.1693
SSID ssj0000913849
Score 2.2849934
Snippet In industries such as aircraft or train manufacturing, large-scale manufacturing companies often manage several complex projects. Each of these projects...
SourceID doaj
proquest
gale
crossref
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
StartPage 1873
SubjectTerms adaptive algorithms
agile optimization
Aircraft industry
Algorithms
biased-randomization
Constraints
discrete-event heuristics
Graph representations
Heuristic
Manufacturing
Manufacturing industry
Mathematical optimization
Project management
Resource scheduling
resource-constrained project scheduling
Scheduling
Task complexity
Task scheduling
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lj9MwELZglwMceCMKC_IBxAFZm8SJPT6hFLraA1TV8tDeIr_SrQRpabsc-PXMJG6Bw3LhmjiRo5n55pHxN4y9kJXPWgtS5A6CKJ0LAnJMVmypTaENpj79-Yov7_V0CufnZpYKbpvUVrnDxB6ow9JTjfwYdZGiY4D8zeq7oKlR9Hc1jdC4zg6JqQz1_HA8mc7O9lUWYr2E0gwd7xLz-2OMAy9yxOsctPzLF_WU_VcBc-9tTu787z7vstspzuT1oBj32LXY3We3PuxJWjcP2LbueD1HVOB1sCuCPT5eoFML4sx2Yflt8TMG_m6BuIKBtZhQYyQ_jZcDtTPHYJfjy_iu_i9o9Gc_cAKfmg31Hf4RVSJQr_ucLtHkmofs88nk09tTkYYwCI--fit064KpMq9k6zVEZQqn8qjzWLXOy-BaRwQ7bVTKxKgqq9ssRAUZ2nnweRXlI3bQLbv4mHEVDDgJzqPRl7G0oLWPxiImgFWZy0bs9U4cjU8M5bTvrw1mKiS85k_hjdjL_erVwMxxxboxSXa_hvi0-wvL9bxJ5tkULugIEMrSx9IXylgri9xKKFzVlqoasVekFw1ZPW7J23R4AT-M-LOaWmPeiJEYwIgd7fSiSXCwaX4rxZN_337KbhYYNQ29aEfsYLu-jM_YDf9ju9isnyft_gXW7QW5
  priority: 102
  providerName: ProQuest
Title An Agile Adaptive Biased-Randomized Discrete-Event Heuristic for the Resource-Constrained Project Scheduling Problem
URI https://www.proquest.com/docview/3072425881
https://doaj.org/article/2bd7e88d44ce4c269aa321a382b5f465
Volume 12
WOSCitedRecordID wos001255762100001&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: 2227-7390
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913849
  issn: 2227-7390
  databaseCode: DOA
  dateStart: 20130101
  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: 2227-7390
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913849
  issn: 2227-7390
  databaseCode: M~E
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Computer Science Database
  customDbUrl:
  eissn: 2227-7390
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913849
  issn: 2227-7390
  databaseCode: K7-
  dateStart: 20130301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/compscijour
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Engineering Database
  customDbUrl:
  eissn: 2227-7390
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913849
  issn: 2227-7390
  databaseCode: M7S
  dateStart: 20130301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 2227-7390
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913849
  issn: 2227-7390
  databaseCode: BENPR
  dateStart: 20130301
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 2227-7390
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000913849
  issn: 2227-7390
  databaseCode: PIMPY
  dateStart: 20130301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV29b9QwFLdQYYChonyIK-XkAcSArMaxYz-PObiqVekpagGVKfJX2pMgrXpXBgb-dp6T3Ok6VCwsHhwnct73s55_j5C3ovBZY0Ew7iAw6VxgwDFZsVKbXBtMfbr7Fd8-69kMzs9NtdHqK9WE9fDAPeH2cxd0BAhS-ih9roy1IudWQO6KRqoOvTTTZiOZ6myw4QKk6SvdBeb1-xj_XXK00xy0uOODOqj--wxy52UOnpLtITykZb-tHfIgts_Ik5M1turiOVmWLS0vUJlpGex1slZ0MkdfFNipbcPVz_nvGOinOZoDjIfZNNUz0sN42yMyU4xRKX6Mro7tWerY2fWJwLeq_liGniEnQypRv0hTqeHMC_L1YPrl4yEbeicwjy56yXTjgikyr0TjNURlcqd41DwWjfMiuMYlXJwmKmViVIXVTRaiAqSkDJ4XUbwkW-1VG18RqoIBJ8B51FUZpQWtfTQWVRmsylw2Ih9W1Kz9ACye9v2jxgQj0b7epP2IvFuvvu4BNe5ZN0mMWa9JMNjdBApHPQhH_S_hGJH3ia11UlbckrfDnQP8sQR7VZca0z0MoABGZG_F-XrQ4kWN9i9lZAB893_s5jV5nGNI1Bea7ZGt5c1tfEMe-V_L-eJmTB5OprPqdNwJMo7Hmo1TJepZGv9M8Xl1dFJ9_wtelfyu
linkProvider Directory of Open Access Journals
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9NAEB6VFAk48EYECuyBigOyanvtfRwQcmiqVE2jqBTU27Ivh0iQhCQFwY_iNzLrR4BDufXAdb1e7dqfv5lZz34D8JzmNi61oFFihIsyY1wkEgxWdMZlyiWGPtX5ivdDPhqJszM53oKf7VmYkFbZcmJF1G5uwx75HmIxeMdCJK8XX6JQNSr8XW1LaNSwOPLfv2HItnp1uI_vdzdND_qnbwZRU1Ugsmi81hEvjZN5bBktLReeydSwxPPE56Wx1JnSBMWY0jMmvWe55mXsPBMxAtfZJPcUx70C2xnNWN6B7V5_ND7Z7OoElU2RyTrDnlIZ76Hf-TFB-5AITv-yfVWJgIsMQWXdDm79b8_lNtxs_GhS1MC_A1t-dhduHG9EaFf3YF3MSDFB1iOF04tA66Q3RaPtohM9c_PP0x_ekf0p8iYGDlE_JH6SgT-vpasJOvMEByPt_40olDatCmrgXeN6_4q8Rci7kMs_CU2hMs99eHcpy34Andl85h8CYU4KQ4WxSGqZz7Tg3HqpkfOEZrGJu_Cyff3KNgrsYd6fFEZiASzqT7B0YXfTe1Erj1zQrxeQtOkT9MKrhvlyohr6Ualx3Avhssz6zKZMak3TRFORmrxEIHfhRcChCqyGU7K6OZyBCwv6YKrgGBejpylEF3ZaHKqG7lbqNwgf_fvyM7g2OD0equHh6OgxXE_RQ6zz7nags16e-ydw1X5dT1fLp82XReDDZYP2F6lkZRM
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1LbxMxELZKQQgOvFEDBXyg4oCs7K69fhwQ2pJGrVqiiALqzfVrQ6SyCUkKgp_Gr2O8jwCHcuuBq9dr7ePzNzP2-BuEntPcJaWRlKRWesKs9USmEKwYJlQmFIQ-9fmKj0diNJInJ2q8gX52Z2FiWmXHiTVR-5mLa-R9wGL0jqVM-2WbFjEeDF_Pv5BYQSrutHblNBqIHIbv3yB8W746GMC_3smy4d77N_ukrTBAHBiyFRGl9SpPHKelEzJwlVmeBpGGvLSOelvaqB5TBs5VCDw3okx84DIBEHuX5oHCuFfQVcF4wuq0weP1-k7U25RMNbn2lKqkDx7opxQsRSoF_csK1sUCLjIJtZ0b3v6fv9AddKv1rnHRTIe7aCNU99DNt2tp2uV9tCoqXEyAC3HhzTySPd6dgin35J2p_Ozz9EfweDAFNoVwguzFdFC8H84bQWsMLj6GwXC360FiwdO6zAbcNW5WtfAxTAQfM_wnsSnW63mAPlzKaz9Em9WsClsIc6-kpdI6oDoWmJFCuKAMMKE0PLFJD73soKBdq8sen_tMQ3wWgaP_BE4P7ax7zxs9kgv67UZUrftEFfG6YbaY6JaUdGa9CFJ6xlxgLuPKGJqlhsrM5iXjeQ-9iJjUkevgkZxpj2zAi0XVMF0IiJbB_5Syh7Y7TOqWBJf6NyAf_fvyM3QdkKqPDkaHj9GNDNzGJhlvG22uFufhCbrmvq6my8XTeophdHrZiP0FPZxsjA
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=An+Agile+Adaptive+Biased-Randomized+Discrete-Event+Heuristic+for+the+Resource-Constrained+Project+Scheduling+Problem&rft.jtitle=Mathematics+%28Basel%29&rft.au=Xabier+A.+Martin&rft.au=Rosa+Herrero&rft.au=Angel+A.+Juan&rft.au=Javier+Panadero&rft.date=2024-06-01&rft.pub=MDPI+AG&rft.eissn=2227-7390&rft.volume=12&rft.issue=12&rft.spage=1873&rft_id=info:doi/10.3390%2Fmath12121873&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_2bd7e88d44ce4c269aa321a382b5f465
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2227-7390&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2227-7390&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2227-7390&client=summon