TY - JOUR
T1 - A simulation-based Genetic Algorithm approach for the quay crane scheduling under uncertainty
AU - Al-Dhaheri, Noura
AU - Jebali, Aida
AU - Diabat, Ali
N1 - Publisher Copyright:
© 2016 Elsevier B.V. All rights reserved.
PY - 2016/8/1
Y1 - 2016/8/1
N2 - The fast-paced growth in containerized trade market sparks the need for efficient operations at seaport container terminals. One major determinant of terminal efficiency is the productivity of Quay Cranes (QC) resulting from QC scheduling. This paper focuses on the QC Scheduling Problem (QCSP). The objective is to minimize vessel handling time while considering the entire container handling process involving both seaside operations and container transfer operations, taking place between the quay and the stacking yard. A stochastic mixed integer programming model is proposed, and a simulation-based Genetic Algorithm (GA) is applied to construct QC schedules that account for the dynamics and the uncertainty inherent to container handling process. Computational experiment shows satisfactory results of the proposed algorithm and stresses the importance of simulation to obtain more reliable estimates of QC schedule performance.
AB - The fast-paced growth in containerized trade market sparks the need for efficient operations at seaport container terminals. One major determinant of terminal efficiency is the productivity of Quay Cranes (QC) resulting from QC scheduling. This paper focuses on the QC Scheduling Problem (QCSP). The objective is to minimize vessel handling time while considering the entire container handling process involving both seaside operations and container transfer operations, taking place between the quay and the stacking yard. A stochastic mixed integer programming model is proposed, and a simulation-based Genetic Algorithm (GA) is applied to construct QC schedules that account for the dynamics and the uncertainty inherent to container handling process. Computational experiment shows satisfactory results of the proposed algorithm and stresses the importance of simulation to obtain more reliable estimates of QC schedule performance.
KW - Quay Crane scheduling
KW - Simulation-based Genetic Algorithm
KW - Stochastic programming
KW - Straddle carriers
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U2 - 10.1016/j.simpat.2016.01.009
DO - 10.1016/j.simpat.2016.01.009
M3 - Article
AN - SCOPUS:84964655299
SN - 1569-190X
VL - 66
SP - 122
EP - 138
JO - Simulation Modelling Practice and Theory
JF - Simulation Modelling Practice and Theory
ER -