Model and Algorithm for Human Resource-Constrained R&D Program Scheduling Optimization

In resource-constrained project scheduling problems, renewable resources can be expanded into human resources with competency differences. A flexible resource-constrained project scheduling problem with competency differences is proposed, which is a practical extension close to Research and Developm...

Full description

Saved in:
Bibliographic Details
Published inDiscrete dynamics in nature and society Vol. 2019; no. 2019; pp. 1 - 13
Main Authors Nie, Yafei, Xie, Hongmei, Tong, Shurong, Chen, Junjie, Zhang, Jingwen
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2019
Hindawi
John Wiley & Sons, Inc
Subjects
Online AccessGet full text

Cover

Loading…
Abstract In resource-constrained project scheduling problems, renewable resources can be expanded into human resources with competency differences. A flexible resource-constrained project scheduling problem with competency differences is proposed, which is a practical extension close to Research and Development (R&D) program management, from the traditional multimode resource-constrained project scheduling problem. A parameter and estimation formula to measure staff competency is presented, and a mixed-integer programming model is established for the problem. The single-objective optimization problems of optimal duration and optimal cost are solved sequentially according to the biobjective importance. To solve the model, according to the assumptions and constraints of the model, the initial network diagram of multiple projects is determined, the enumeration algorithm satisfying constraint conditions provides the feasible solution sets, and the algorithm based on dynamic programming is designed for phased optimization. Experimental results show that the proposed optimization model considering competence differences can solve the problem effectively.
AbstractList In resource-constrained project scheduling problems, renewable resources can be expanded into human resources with competency differences. A flexible resource-constrained project scheduling problem with competency differences is proposed, which is a practical extension close to Research and Development (R&D) program management, from the traditional multimode resource-constrained project scheduling problem. A parameter and estimation formula to measure staff competency is presented, and a mixed-integer programming model is established for the problem. The single-objective optimization problems of optimal duration and optimal cost are solved sequentially according to the biobjective importance. To solve the model, according to the assumptions and constraints of the model, the initial network diagram of multiple projects is determined, the enumeration algorithm satisfying constraint conditions provides the feasible solution sets, and the algorithm based on dynamic programming is designed for phased optimization. Experimental results show that the proposed optimization model considering competence differences can solve the problem effectively.
Audience Academic
Author Xie, Hongmei
Chen, Junjie
Tong, Shurong
Nie, Yafei
Zhang, Jingwen
Author_xml – sequence: 1
  fullname: Nie, Yafei
– sequence: 2
  fullname: Xie, Hongmei
– sequence: 3
  fullname: Tong, Shurong
– sequence: 4
  fullname: Chen, Junjie
– sequence: 5
  fullname: Zhang, Jingwen
BookMark eNqFkF1LHDEUhoMo-HnndQkUetOOJieTTHK5bLUWLIptxbshm4_dyEyyZmYR--ub7QgFoZRcnBCe95yc5xDtxhQdQqeUnFHK-TkQqs6BAREMdtABFaSppGwedsudgKgIgNhHh8PwSAgQqeAA3X9L1nVYR4tn3TLlMK567FPGV5teR3znhrTJxlXzFIcx6xCdxXcfPuPbnJZZ9_i7WTm76UJc4pv1GPrwS48hxWO053U3uJPXeoR-Xl78mF9V1zdfvs5n15VhSo2VrA3TvjEL6XljuBV8oWnNgQmhuaylM5SpheVUMa9qJcAxzSlvrJALCVqxI_R-6rvO6WnjhrF9LP-NZWQLQFTpBFAX6myilrpzbYg-lVVMOdb1wRSHPpT3maCyEZRDUwKfpoDJaRiy8-06h17nl5aSdqu63apuX1UXHN7gJox_PGyVdf8KfZxCqxCtfg7_G_Fuol1hnNd_aVoL4JL9BhgHl_o
CitedBy_id crossref_primary_10_1108_ECAM_03_2020_0201
crossref_primary_10_1109_ACCESS_2024_3506632
crossref_primary_10_2478_mspe_2024_0012
crossref_primary_10_1016_j_techfore_2022_121687
Cites_doi 10.1007/s00500-015-1866-3
10.1287/mnsc.49.6.718.16027
10.1016/j.amc.2007.04.096
10.1109/TSE.2012.17
10.1016/j.swevo.2017.06.001
10.1016/j.ejor.2017.03.006
10.1111/1467-9280.00065
10.1016/j.ejor.2013.10.012
10.1016/S0377-2217(96)00170-1
10.1016/j.ejor.2009.03.034
10.1016/S0263-7863(02)00097-2
10.1007/s10288-007-0038-4
10.1007/11593577_14
10.1016/j.ejor.2014.05.036
10.1007/s00291-009-0169-4
ContentType Journal Article
Copyright Copyright © 2019 Junjie Chen et al.
COPYRIGHT 2019 John Wiley & Sons, Inc.
Copyright © 2019 Junjie Chen et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
Copyright_xml – notice: Copyright © 2019 Junjie Chen et al.
– notice: COPYRIGHT 2019 John Wiley & Sons, Inc.
– notice: Copyright © 2019 Junjie Chen et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
DBID ADJCN
AHFXO
RHU
RHW
RHX
AAYXX
CITATION
7SC
7TB
8FD
8FE
8FG
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
CWDGH
DWQXO
FR3
GNUQQ
HCIFZ
JQ2
K7-
KR7
L7M
L~C
L~D
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
DOI 10.1155/2019/2320632
DatabaseName الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals
معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete
Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access
CrossRef
Computer and Information Systems Abstracts
Mechanical & Transportation Engineering Abstracts
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
Middle East & Africa Database
ProQuest Central Korea
Engineering Research Database
ProQuest Central Student
SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Advanced Technologies & Aerospace 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
ProQuest One Academic UKI Edition
ProQuest Central China
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
Middle East & Africa Database
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies Database with Aerospace
Advanced Technologies & Aerospace Collection
Civil Engineering Abstracts
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
Engineering Research Database
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList Publicly Available Content Database
CrossRef



Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1607-887X
Editor Zhou, Yong
Editor_xml – sequence: 1
  givenname: Yong
  surname: Zhou
  fullname: Zhou, Yong
EndPage 13
ExternalDocumentID A618761527
10_1155_2019_2320632
1146258
GrantInformation_xml – fundername: National Natural Science Foundation of China
  grantid: 71572148
GroupedDBID -~9
.4S
.DC
188
24P
29G
2UF
2WC
2XV
3V.
4.4
5GY
5VS
8FE
8FG
8R4
8R5
AAFWJ
AAJEY
ABDBF
ABUWG
ACGFO
ACIPV
ACIWK
ADBBV
ADJCN
AENEX
AFKRA
AFPKN
AHFXO
AIAGR
AINHJ
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ARCSS
BCNDV
BENPR
BGLVJ
BPHCQ
C1A
CAG
CCPQU
CNMHZ
COF
CS3
CVCKV
CWDGH
DU5
EAD
EAP
EAS
EBS
EDO
EJD
EMK
ESX
GROUPED_DOAJ
H13
HCIFZ
IAO
IEP
IL9
IPNFZ
ITC
J9A
K6V
K7-
KQ8
M~E
OK1
P2P
P62
PIMPY
PQQKQ
PROAC
Q2X
QF4
QN7
REM
RHU
RHX
RIG
RNS
TR2
TUS
UPT
UZ4
RHW
0R~
AAYXX
ACCMX
ACUHS
ADMLS
AMVHM
CITATION
OVT
PHGZM
PHGZT
PMFND
7SC
7TB
8FD
AAMMB
AEFGJ
AGXDD
AIDQK
AIDYY
AZQEC
DWQXO
FR3
GNUQQ
JQ2
KR7
L7M
L~C
L~D
PKEHL
PQEST
PQGLB
PQUKI
PRINS
ID FETCH-LOGICAL-c399t-84c3af7cb8f57c5d65ba1452366a5848ec139bd5193f94962e3a5157d68b82a93
IEDL.DBID BENPR
ISSN 1026-0226
IngestDate Fri Jul 25 21:00:37 EDT 2025
Tue Jun 10 21:02:59 EDT 2025
Tue Jul 01 03:42:46 EDT 2025
Thu Apr 24 23:02:03 EDT 2025
Sun Jun 02 19:20:59 EDT 2024
Tue Nov 26 17:06:59 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2019
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
http://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c399t-84c3af7cb8f57c5d65ba1452366a5848ec139bd5193f94962e3a5157d68b82a93
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-5995-9887
0000-0001-6004-2366
OpenAccessLink https://www.proquest.com/docview/2209523224?pq-origsite=%requestingapplication%
PQID 2209523224
PQPubID 237300
PageCount 13
ParticipantIDs proquest_journals_2209523224
gale_infotracacademiconefile_A618761527
crossref_primary_10_1155_2019_2320632
crossref_citationtrail_10_1155_2019_2320632
hindawi_primary_10_1155_2019_2320632
emarefa_primary_1146258
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2019-01-01
PublicationDateYYYYMMDD 2019-01-01
PublicationDate_xml – month: 01
  year: 2019
  text: 2019-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
– name: New York
PublicationTitle Discrete dynamics in nature and society
PublicationYear 2019
Publisher Hindawi Publishing Corporation
Hindawi
John Wiley & Sons, Inc
Publisher_xml – name: Hindawi Publishing Corporation
– name: Hindawi
– name: John Wiley & Sons, Inc
References 12
13
24
14
26
27
17
28
18
29
(9) 2017; 51
(16) 2012; 48
(8) 2010; 18
1
2
(11) 2012; 32
3
5
(4) 2003; 73
(7) 2014; 35
(6) 2010; 16
10
References_xml – volume: 16
  start-page: 1967
  issue: 9
  year: 2010
  ident: 6
  publication-title: Computer Integrated Manufacturing Systems
– volume: 35
  start-page: 184
  issue: 2
  year: 2014
  ident: 7
  publication-title: Journal of Northeastern University. Natural Science
– volume: 32
  start-page: 1337
  issue: 6
  year: 2012
  ident: 11
  publication-title: Systems Engineering-Theory Practice
– ident: 13
  doi: 10.1007/s00500-015-1866-3
– ident: 18
  doi: 10.1287/mnsc.49.6.718.16027
– ident: 26
  doi: 10.1016/j.amc.2007.04.096
– ident: 12
  doi: 10.1109/TSE.2012.17
– ident: 10
  doi: 10.1016/j.swevo.2017.06.001
– ident: 17
  doi: 10.1016/j.ejor.2017.03.006
– volume: 73
  start-page: 825
  issue: 8
  year: 2003
  ident: 4
  publication-title: Zeitschrift für Betrieb- swirtschaft
– ident: 24
  doi: 10.1111/1467-9280.00065
– ident: 28
  doi: 10.1016/j.ejor.2013.10.012
– ident: 29
  doi: 10.1016/S0377-2217(96)00170-1
– ident: 27
  doi: 10.1016/j.ejor.2009.03.034
– ident: 1
  doi: 10.1016/S0263-7863(02)00097-2
– ident: 3
  doi: 10.1007/s10288-007-0038-4
– ident: 2
  doi: 10.1007/11593577_14
– ident: 5
  doi: 10.1016/j.ejor.2014.05.036
– ident: 14
  doi: 10.1007/s00291-009-0169-4
– volume: 51
  start-page: 1000
  issue: 5
  year: 2017
  ident: 9
  publication-title: Zhejiang Daxue Xuebao (Gongxue Ban)
– volume: 48
  start-page: 231
  issue: 36
  year: 2012
  ident: 16
  publication-title: Computer Engineering and Applications
– volume: 18
  start-page: 120
  issue: 2
  year: 2010
  ident: 8
  publication-title: Chinese Journal of Management Science
SSID ssj0020892
Score 2.183817
Snippet In resource-constrained project scheduling problems, renewable resources can be expanded into human resources with competency differences. A flexible...
SourceID proquest
gale
crossref
hindawi
emarefa
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1
SubjectTerms Algorithms
Constraint modelling
Critical path
Dynamic programming
Enumeration
Human resources
Integer programming
Optimization
Parameter estimation
Production scheduling
R&D
Renewable resources
Research & development
Resource management
Resource scheduling
Software
SummonAdditionalLinks – databaseName: Hindawi Publishing Open Access
  dbid: RHX
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8MwDI5g0iQ4IN4MBsphwAFVdFmTpscJmCYOgICh3So3TTekPRAb4u9jt9l4TAhureQ2rZ3Ynx3HZqymfCssNKwnrNUeWmjwIgVUcj-BIAPItM2zLW5UuxNcd2XXFUmaLG7ho7VD97wenaPhR2OKunYZJxg55e3u3K_ydVRsagrKpxVqlt_-49lvlqdsh4AXMNfE5T75wO_PCzo5NzStdbbmECJvFiLdYEt2tMlWv9QN3GJP1MFswGGU8uagN0b_vj_kiD55HpLns5C8R9048x4QNuX3J5f8rkjG4g8oqZRS0Hv8FlXG0J3F3Gad1tXjRdtzDRI8g7hi6unANCALTaIzGRqZKplAPUDXUilAYKGtQXyXpATSsiiIlLANQPwSpkonWkDU2GGl0Xhk9xindKcs9X2TQkTxxSTyUVBSZBbC0Piyws5mzIuNqx5OPzCIcy9CyphYHTtWV9jxnPqlqJrxC92uk8MnGapuIXWFnZJcYlpmOI4Bd1oAv5YKVsVNVUc9Tj15K6zmRPfHUNWZXGO3TCexEIgwkUAE-_97ywFbodsiBlNlpenrmz1EVDJNjvI5-QHPJtZb
  priority: 102
  providerName: Hindawi Publishing
Title Model and Algorithm for Human Resource-Constrained R&D Program Scheduling Optimization
URI https://search.emarefa.net/detail/BIM-1146258
https://dx.doi.org/10.1155/2019/2320632
https://www.proquest.com/docview/2209523224
Volume 2019
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV3dT9swED9BEdJ4QLAP6MYqP7DtYYpI3dhxnqbyUao9MNSNrW_RxXYAqS0wivbv7y5xyiYEvCSRYjnxnX33u_P5DmBXx1567PlIem8i0tAYZRo55X6BSYlYGl9FW5zo4VnydazGweF2G8IqG5lYCWp3ZdlHviclgQFS_zL5cn0TcdUo3l0NJTSWYYVEsDEtWNk_OjkdLUyu2GT1fqfkUFupm9B3pcjq72Z71CHpaPmfUlr1U6QHXAjp1Qs2j_9cPhDXlQ4abMB6AI-iX3N7E5b87CWs_ZNS8BX85OJmE4EzJ_qTcxrA_GIqCJiKylsvGm99xIU6q_IQ3onRx0NxWsdpie_ERMfR6efiG0mTaTim-RrOBkc_DoZRqJ0QWYIc88gktodlagtTqtQqp1WB3YQIqDUS5jDeEvQrHOO3MksyLX0PCdqkTpvCSMx6b6A1u5r5bRAcCVW6OLYOM3Y9FllMPFSy9JimNlZt-NwQL7chsTgPYJJXBoZSOZM6D6Ruw4dF6-s6ocYj7bYCH-6bkVSXyrThE_Ml5xVI37EYDhLQ33Iuq7yvuyTiuVxvG3YD65751E7D1zys4Nv8fr69ffr1O3jBndVumR1ozX_f-fcEVOZFB5bN4LgT5iTdD34dHg87ldlP19Fw_BdG0uZ8
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB5VRRVwQLzZUsCHFg4o2tQbO84BoRVl2dJSELRVb2ZiO22l3e1rUdU_1d_ITOJsQQg49RYplp3MjOcbe14AyzoNMmAvJDIEkxBCY1Jo5JL7JWYVYmVCHW2xpYc72cc9tTcHl20uDIdVtjqxVtT-yPEdeVdKMgYI_mX29vgk4a5R7F1tW2g0YrERLs7pyHb2Zn2N-Lsi5eD99rthErsKJI7AeJqYzPWwyl1pKpU75bUqcTWjqbVGQmMTHBlFpWfLpiqyQsvQQwL93GtTGolcfIlU_o2sR0jOmemDD7MDXmqKxrsqObBX6jbQXqku4WzRpc8ni0D-BoELYYz0gDNIWDjgw_j54R_gUCPe4C7ciaaq6DeydQ_mwuQ-3P6lgOED2OVWaiOBEy_6o30i1_RgLMgMFrVvQLS-gYTbgtbNKIIXX1-uiS9NVJj4RiLjORZ-X3wm3TWOSaEPYedaaPoI5idHk_AEBMddVT5NnceCLzrLIiWJUbIKmOcuVR143RLPuljGnH9gZOvjjFKWSW0jqTuwMht93JTv-Mu4x5EPV8MIQ6QyHXjFfLG832kdhzFtgb6WK2fZvl4lQOHmwB1Yjqz7z1JLLV9t1Bdn9kq6F__9-gXcHG5_2rSb61sbT-EWT9xcCC3B_PT0R3hGJtK0fF7LpYDv170RfgK4Vhx_
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1fb9MwED9NnYbgAfGfwgA_bPCAomZu7DgPCBW6amOoVIOhvZmL7WxIbTdY0cRX49NxlzgdCAFPe4sUK47vzve7853vADZ0GmTAfkhkCCYhhMak0Mgl90vMKsTKhDrbYqx3DrI3h-pwBX60d2E4rbLVibWi9ieOz8h7UpIxQPAvs14V0yImw9HL0y8Jd5DiSGvbTqMRkb3w_Zzct7MXu0Pi9aaUo-0Pr3eS2GEgcQTMi8Rkro9V7kpTqdwpr1WJWxlNozUSMpvgyEAqPVs5VZEVWoY-kgGQe21KI5ELMZH6X83ZK-rA6qvt8WR_6e6lpmhirZLTfKVu0-6V6hHqFj1aDNkH8jdAXAszpAdcAsTaMbvm55__gIoa_0Y34Ho0XMWgkbSbsBLmt-DaL-UMb8NHbqw2FTj3YjA9IoItjmeCjGJRRwpEGylIuElo3ZoieLH_dCgmTY6YeE8C5Dkz_ki8I002i1dE78DBpVD1LnTmJ_NwHwRnYVU-TZ3Hgo89yyIl-VGyCpjnLlVdeN4Sz7pY1JwXMLW1c6OUZVLbSOoubC5HnzbFPP4y7l7kw8UwQhSpTBeeMV8s736ax2G8xEB_y3W07EBvEbxwq-AubETW_Weq9ZavNmqPM3sh6w_-_foJXKFNYN_ujvcewlX-bnM6tA6dxddv4RHZS4vycRRMAZ8uey_8BA5gIhE
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=Model+and+Algorithm+for+Human+Resource-Constrained+R%26D+Program+Scheduling+Optimization&rft.jtitle=Discrete+dynamics+in+nature+and+society&rft.au=Chen%2C+Junjie&rft.au=Tong%2C+Shurong&rft.au=Xie%2C+Hongmei&rft.au=Nie%2C+Yafei&rft.date=2019-01-01&rft.issn=1026-0226&rft.eissn=1607-887X&rft.volume=2019&rft.spage=1&rft.epage=13&rft_id=info:doi/10.1155%2F2019%2F2320632&rft.externalDBID=n%2Fa&rft.externalDocID=10_1155_2019_2320632
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1026-0226&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1026-0226&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1026-0226&client=summon