The Quay Crane Scheduling Problem With Stability Constraints

The quay crane scheduling problem (QCSP) is one of the most important problems for the operations at container ports. The QCSP aims to decide a QC schedule for loading and unloading containers so as to minimize the vessel turnaround time. The QCSP is subject to various kinds of constraints, e.g., ta...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on automation science and engineering Vol. 15; no. 3; pp. 1399 - 1412
Main Authors Zhang, Zizhen, Liu, Ming, Lee, Chung-Yee, Wang, Jiahai
Format Journal Article
LanguageEnglish
Published IEEE 01.07.2018
Subjects
Online AccessGet full text
ISSN1545-5955
1558-3783
DOI10.1109/TASE.2018.2795254

Cover

Abstract The quay crane scheduling problem (QCSP) is one of the most important problems for the operations at container ports. The QCSP aims to decide a QC schedule for loading and unloading containers so as to minimize the vessel turnaround time. The QCSP is subject to various kinds of constraints, e.g., task precedence constraints and QC noninterference constraints. This paper extends the QCSP by taking into consideration the stability constraints, which are crucial for the safety reason but often omitted in the existing literature. We provide a mathematical model for the QCSP with stability constraints (QCSPSCs). A bicriteria evolutionary algorithm is proposed to solve the QCSPSC. The algorithm consists of a sliding-window heuristic to fix the schedule, which violates the stability constraints. Extensive experiments are conducted to demonstrate the effectiveness of the algorithm. The computational results of the traditional QCSP and the QCSPSC are also compared and analyzed. Note to Practitioners -Stability is a vital factor for the safety of the ship and the goods inside. At a terminal, when a berthed container ship receives loading and unloading operations performed by quay cranes (QCs), it is required that the ship stability criterion does not exceed a certain threshold. In practice, ship operation managers are keen in minimizing the ship's turnaround time via an efficient QC schedule for loading and unloading containers without leaning the ship to one side. The schedule is then implemented by automatic scheduling systems or simulation tools in the terminal routines. This paper presents some practical stability constraints and integrates them into the traditional QC scheduling model. The results show that by considering the stability constraints, the ship will become more stable, but the turnaround time will not be affected significantly. We believe that the introduction of ship stability constraints can not only fill in the gap between the research on QC scheduling and the real-world ship handling practices but also enrich the studies on logistics planning and port operations.
AbstractList The quay crane scheduling problem (QCSP) is one of the most important problems for the operations at container ports. The QCSP aims to decide a QC schedule for loading and unloading containers so as to minimize the vessel turnaround time. The QCSP is subject to various kinds of constraints, e.g., task precedence constraints and QC noninterference constraints. This paper extends the QCSP by taking into consideration the stability constraints, which are crucial for the safety reason but often omitted in the existing literature. We provide a mathematical model for the QCSP with stability constraints (QCSPSCs). A bicriteria evolutionary algorithm is proposed to solve the QCSPSC. The algorithm consists of a sliding-window heuristic to fix the schedule, which violates the stability constraints. Extensive experiments are conducted to demonstrate the effectiveness of the algorithm. The computational results of the traditional QCSP and the QCSPSC are also compared and analyzed. Note to Practitioners -Stability is a vital factor for the safety of the ship and the goods inside. At a terminal, when a berthed container ship receives loading and unloading operations performed by quay cranes (QCs), it is required that the ship stability criterion does not exceed a certain threshold. In practice, ship operation managers are keen in minimizing the ship's turnaround time via an efficient QC schedule for loading and unloading containers without leaning the ship to one side. The schedule is then implemented by automatic scheduling systems or simulation tools in the terminal routines. This paper presents some practical stability constraints and integrates them into the traditional QC scheduling model. The results show that by considering the stability constraints, the ship will become more stable, but the turnaround time will not be affected significantly. We believe that the introduction of ship stability constraints can not only fill in the gap between the research on QC scheduling and the real-world ship handling practices but also enrich the studies on logistics planning and port operations.
Author Wang, Jiahai
Lee, Chung-Yee
Liu, Ming
Zhang, Zizhen
Author_xml – sequence: 1
  givenname: Zizhen
  orcidid: 0000-0003-0320-9355
  surname: Zhang
  fullname: Zhang, Zizhen
  organization: School of Data and Computer Science, Sun Yat-sen University, Guangzhou, China
– sequence: 2
  givenname: Ming
  orcidid: 0000-0003-3190-5008
  surname: Liu
  fullname: Liu, Ming
  organization: School of Economics and Management, Tongji University, Shanghai, China
– sequence: 3
  givenname: Chung-Yee
  surname: Lee
  fullname: Lee, Chung-Yee
  email: cylee@ust.hk
  organization: Department of Industrial Engineering and Logistics Management, The Hong Kong University of Science and Technology, Hong Kong
– sequence: 4
  givenname: Jiahai
  orcidid: 0000-0002-6961-7813
  surname: Wang
  fullname: Wang, Jiahai
  organization: School of Data and Computer Science, Sun Yat-sen University, Guangzhou, China
BookMark eNp9kM1KAzEURoNUsK0-gLiZF5gxP5OZBNyUUqtQUGnF5ZBkbmxkmpEkXfTt7dDiwoWr-134zuVyJmjkew8I3RJcEILl_Wa2XhQUE1HQWnLKyws0JpyLnNWCjYZc8pxLzq_QJMYvjGkpJB6jh80Wsre9OmTzoDxka7OFdt85_5m9hl53sMs-XNpm66S061w69nofU1DOp3iNLq3qItyc5xS9Py4286d89bJ8ns9WuaEVT7lpNbFYQqU0BWOs0G1FmGamrAxYSWlZKa5axi0xWBx3buuKtcy0RmpFFJui-nTXhD7GALYxLqnkej880jUEN4OEZpDQDBKas4QjSf6Q38HtVDj8y9ydGAcAv31BJRUYsx_sBWrj
CODEN ITASC7
CitedBy_id crossref_primary_10_1109_TASE_2020_3018556
crossref_primary_10_1109_TSMC_2023_3253471
crossref_primary_10_1016_j_entcom_2021_100465
crossref_primary_10_1016_j_eswa_2020_114526
crossref_primary_10_1109_TASE_2024_3428392
crossref_primary_10_3390_su12010024
crossref_primary_10_1016_j_cie_2021_107118
crossref_primary_10_1109_TASE_2021_3085329
crossref_primary_10_1111_itor_13325
crossref_primary_10_3390_app12104820
crossref_primary_10_3390_su15065536
crossref_primary_10_1680_jmaen_2021_007
crossref_primary_10_1080_17509653_2021_1970039
crossref_primary_10_1088_1742_6596_1486_7_072080
crossref_primary_10_1109_ACCESS_2019_2928684
crossref_primary_10_1109_TASE_2019_2961258
crossref_primary_10_1016_j_cor_2022_106096
crossref_primary_10_3390_jmse11030557
Cites_doi 10.1016/j.tre.2015.06.009
10.1016/S0377-2217(03)00133-4
10.1016/j.cie.2008.09.008
10.1016/j.ejor.2003.11.025
10.1016/j.cor.2010.08.001
10.1016/j.cie.2016.01.011
10.1016/j.cie.2008.05.011
10.1109/6979.994792
10.1057/mel.2015.35
10.1287/trsc.1060.0148
10.1016/j.dss.2003.11.002
10.1109/JSYST.2010.2100198
10.1002/nav.20121
10.1109/TASE.2004.829412
10.1007/0-306-48056-5_5
10.1016/j.trb.2015.05.005
10.1016/j.eswa.2011.09.113
10.1007/s00291-009-0191-6
10.1007/s00291-007-0100-9
10.1109/TASE.2011.2165539
10.1109/TASE.2012.2198642
10.1007/s10479-016-2239-8
10.3141/2330-07
10.1016/j.tre.2016.10.005
10.1016/0191-2615(89)90001-5
10.1109/TSMC.2015.2504104
10.1016/j.ejor.2009.05.031
10.1007/0-387-28098-7_12
10.1016/j.ejor.2004.07.066
10.1016/j.trb.2014.11.008
10.1002/nav.20471
10.1016/0191-2615(90)90014-P
10.1002/nav.10123
10.1007/s00291-003-0157-z
10.1016/j.tre.2006.08.001
10.1287/trsc.2014.0563
10.1002/nav.20108
10.1007/s10951-007-0029-5
10.1016/j.ejor.2014.12.030
10.1016/j.tre.2011.10.011
10.1007/978-3-642-45111-9_8
10.1016/j.tre.2011.02.004
10.1109/TASE.2014.2350031
10.1287/trsc.2013.0461
10.1007/s10951-009-0105-0
10.1007/s10288-013-0235-2
10.1016/j.cor.2011.09.025
10.1016/j.ejor.2013.09.015
ContentType Journal Article
DBID 97E
RIA
RIE
AAYXX
CITATION
DOI 10.1109/TASE.2018.2795254
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library (IEL)
CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1558-3783
EndPage 1412
ExternalDocumentID 10_1109_TASE_2018_2795254
8292800
Genre orig-research
GrantInformation_xml – fundername: Research Grants Council of Hong Kong through the Theme-Based Research
  grantid: T32-620/11
– fundername: National Natural Science Foundation of China
  grantid: 71601191; 61673403; U1611262
  funderid: 10.13039/501100001809
GroupedDBID -~X
0R~
29I
4.4
5GY
5VS
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AIBXA
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
EBS
EJD
F5P
HZ~
H~9
IFIPE
IPLJI
JAVBF
LAI
M43
O9-
OCL
PQQKQ
RIA
RIE
RNS
AAYXX
CITATION
ID FETCH-LOGICAL-c265t-cdb1f09e6ab2eccf8bd613b3c46cef92246a5ad35f1c089225f763d3cdc9ba1a3
IEDL.DBID RIE
ISSN 1545-5955
IngestDate Wed Oct 01 03:35:39 EDT 2025
Thu Apr 24 23:12:03 EDT 2025
Wed Aug 27 02:49:40 EDT 2025
IsPeerReviewed false
IsScholarly true
Issue 3
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c265t-cdb1f09e6ab2eccf8bd613b3c46cef92246a5ad35f1c089225f763d3cdc9ba1a3
ORCID 0000-0003-3190-5008
0000-0002-6961-7813
0000-0003-0320-9355
PageCount 14
ParticipantIDs crossref_citationtrail_10_1109_TASE_2018_2795254
crossref_primary_10_1109_TASE_2018_2795254
ieee_primary_8292800
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2018-July
2018-7-00
PublicationDateYYYYMMDD 2018-07-01
PublicationDate_xml – month: 07
  year: 2018
  text: 2018-July
PublicationDecade 2010
PublicationTitle IEEE transactions on automation science and engineering
PublicationTitleAbbrev TASE
PublicationYear 2018
Publisher IEEE
Publisher_xml – name: IEEE
References ref13
ref12
ref15
ref14
ref11
ref10
ref16
ref19
ref18
(ref1) 2014
ref50
steenken (ref17) 2004; 26
ref46
ref45
ref48
ref42
ref41
ref44
ref43
ref49
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
ref35
ref34
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref39
ref38
ref24
ref23
ref26
ref25
ref20
ref22
ref28
ref27
ref29
lim (ref21) 2004; 51
barrass (ref47) 2011
References_xml – ident: ref10
  doi: 10.1016/j.tre.2015.06.009
– ident: ref24
  doi: 10.1016/S0377-2217(03)00133-4
– ident: ref36
  doi: 10.1016/j.cie.2008.09.008
– ident: ref23
  doi: 10.1016/j.ejor.2003.11.025
– ident: ref34
  doi: 10.1016/j.cor.2010.08.001
– ident: ref44
  doi: 10.1016/j.cie.2016.01.011
– ident: ref29
  doi: 10.1016/j.cie.2008.05.011
– ident: ref3
  doi: 10.1109/6979.994792
– ident: ref46
  doi: 10.1057/mel.2015.35
– ident: ref35
  doi: 10.1287/trsc.1060.0148
– ident: ref4
  doi: 10.1016/j.dss.2003.11.002
– ident: ref39
  doi: 10.1109/JSYST.2010.2100198
– ident: ref25
  doi: 10.1002/nav.20121
– ident: ref7
  doi: 10.1109/TASE.2004.829412
– ident: ref49
  doi: 10.1007/0-306-48056-5_5
– ident: ref16
  doi: 10.1016/j.trb.2015.05.005
– ident: ref28
  doi: 10.1016/j.eswa.2011.09.113
– year: 2014
  ident: ref1
  publication-title: Review of Maritime Transport 2014
– ident: ref37
  doi: 10.1007/s00291-009-0191-6
– ident: ref2
  doi: 10.1007/s00291-007-0100-9
– ident: ref8
  doi: 10.1109/TASE.2011.2165539
– ident: ref11
  doi: 10.1109/TASE.2012.2198642
– ident: ref45
  doi: 10.1007/s10479-016-2239-8
– ident: ref43
  doi: 10.3141/2330-07
– ident: ref42
  doi: 10.1016/j.tre.2016.10.005
– ident: ref19
  doi: 10.1016/0191-2615(89)90001-5
– year: 2011
  ident: ref47
  publication-title: Ship Stability for Masters and Mates
– ident: ref41
  doi: 10.1109/TSMC.2015.2504104
– ident: ref18
  doi: 10.1016/j.ejor.2009.05.031
– ident: ref48
  doi: 10.1007/0-387-28098-7_12
– ident: ref38
  doi: 10.1016/j.ejor.2004.07.066
– ident: ref15
  doi: 10.1016/j.trb.2014.11.008
– ident: ref33
  doi: 10.1002/nav.20471
– ident: ref20
  doi: 10.1016/0191-2615(90)90014-P
– volume: 51
  start-page: 386
  year: 2004
  ident: ref21
  article-title: Crane scheduling with spatial constraints
  publication-title: Naval Res Logistics
  doi: 10.1002/nav.10123
– volume: 26
  start-page: 3
  year: 2004
  ident: ref17
  article-title: Container terminal operation and operations research-A classification and literature review
  publication-title: OR Spectr
  doi: 10.1007/s00291-003-0157-z
– ident: ref22
  doi: 10.1016/j.tre.2006.08.001
– ident: ref9
  doi: 10.1287/trsc.2014.0563
– ident: ref31
  doi: 10.1002/nav.20108
– ident: ref26
  doi: 10.1007/s10951-007-0029-5
– ident: ref6
  doi: 10.1016/j.ejor.2014.12.030
– ident: ref14
  doi: 10.1016/j.tre.2011.10.011
– ident: ref40
  doi: 10.1007/978-3-642-45111-9_8
– ident: ref13
  doi: 10.1016/j.tre.2011.02.004
– ident: ref5
  doi: 10.1109/TASE.2014.2350031
– ident: ref12
  doi: 10.1287/trsc.2013.0461
– ident: ref27
  doi: 10.1007/s10951-009-0105-0
– ident: ref30
  doi: 10.1007/s10288-013-0235-2
– ident: ref32
  doi: 10.1016/j.cor.2011.09.025
– ident: ref50
  doi: 10.1016/j.ejor.2013.09.015
SSID ssj0024890
Score 2.2806048
Snippet The quay crane scheduling problem (QCSP) is one of the most important problems for the operations at container ports. The QCSP aims to decide a QC schedule for...
SourceID crossref
ieee
SourceType Enrichment Source
Index Database
Publisher
StartPage 1399
SubjectTerms Containers
Cranes
Evolutionary algorithm
Loading
Marine vehicles
Ports (Computers)
quay crane (QC) scheduling
sliding windows
Stability analysis
stability constraints
Task analysis
Title The Quay Crane Scheduling Problem With Stability Constraints
URI https://ieeexplore.ieee.org/document/8292800
Volume 15
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVIEE
  databaseName: IEEE Electronic Library (IEL)
  customDbUrl:
  eissn: 1558-3783
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0024890
  issn: 1545-5955
  databaseCode: RIE
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEA5tT3rwVcX6IgdP4m63yT4S8FKKpQgVpS32tuSporSiuwf99U52t7WKiLfskrBDZtj5knz5BqFTyNiQl4X2oKG8UDDh8YRyJ1tJNaFUlazK4XU8mIRX02haQ-fLuzDGmIJ8ZnzXLM7y9VzlbquszQgnAHDqqJ6wuLyr9aWrx4r9FIcIPPh-VJ1gdgLeHndHl47ExXyS8IhE4bcctFJUpcgp_U00XFhTUkme_DyTvvr4IdT4X3O30EYFLnG3jIZtVDOzHbS-IjnYRBcQF_g2F--4B1nK4BE4TTs2-j2-KWvL4LvH7AEDCC1os9DPIUhXSCJ720WT_uW4N_CqCgqeInGUeUrLjg24iYUk4CvLpIb0LakKY2Usd2JyAhxFI9tRAYPnyML_RlOlFZeiI-geaszmM7OPcJIAFOCJ0kzCis5waRkRQhBpQ6JEYlsoWMxpqip5cWfcc1osMwKeOjekzg1p5YYWOlsOeSm1Nf7q3HQzvOxYTe7B768P0ZobXPJqj1Aje83NMaCHTJ4UYfMJwC_AZA
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8JAEJ4gHtSDLzTiswdPxkK77dJu4oUQCCoQDRC5NfuqGg0YLQf99c62BdEY423bbJvJzGbn291vvwE4xYyNeZkrGxvS9nnIbRZ4zMhWeop4nsxYld1erT30r0Z0VIDz-V0YrXVKPtMV00zP8tVETs1WWTUkjCDAWYJl6vs-zW5rfSnrhemOisEENlpA8zNM12HVQb3fNDSusEICRgn1v2WhhbIqaVZpbUB3Zk9GJnmqTBNRkR8_pBr_a_AmrOfw0qpn42ELCnq8DWsLooMluMCRYd1O-bvVwDylrT6GTRk--r11k1WXse4ekwcLYWhKnMV-BkOaUhLJ2w4MW81Bo23nNRRsSWo0saUSbuwwXeOCYLTiUChM4MKTfk3qmBk5OY6h8mjsSifEZxrjjKM8qSQT3OXeLhTHk7HeAysIEAywQKpQ4JpOMxGHhHNOROwTyYO4DM7Mp5HMBcaNcc9RutBwWGTCEJkwRHkYynA2_-QlU9f4q3PJeHjeMXfu_u-vT2ClPeh2os5l7_oAVs2PMpbtIRST16k-QiyRiON0CH0CAHbDsQ
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=The+Quay+Crane+Scheduling+Problem+With+Stability+Constraints&rft.jtitle=IEEE+transactions+on+automation+science+and+engineering&rft.au=Zhang%2C+Zizhen&rft.au=Liu%2C+Ming&rft.au=Lee%2C+Chung-Yee&rft.au=Wang%2C+Jiahai&rft.date=2018-07-01&rft.pub=IEEE&rft.issn=1545-5955&rft.volume=15&rft.issue=3&rft.spage=1399&rft.epage=1412&rft_id=info:doi/10.1109%2FTASE.2018.2795254&rft.externalDocID=8292800
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1545-5955&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1545-5955&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1545-5955&client=summon