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Challenges and opportunities in integration of simulation and optimization in maritime logistics

Published: 09 December 2018 Publication History

Abstract

Maritime logistics plays an important role in the global trading scene with over 80% of global trade by volume and more than 70% of the trade value being handled by vessels and seaports worldwide. Today, the maritime industry is facing both new challenges and opportunities. Amongst the existing review papers, an in-depth and systematic summary on the integration of simulation and optimization is lacking. To fill the gap, this paper reviews dozens of papers on the integration of simulation and optimization for maritime logistics since 2010. Five modes of integration are classified according to how the two techniques interact with each other. Lastly, the paper introduces new challenges and opportunities in the maritime industry, and how the integration of simulation and optimization can help to boost the development of the next generation maritime systems.

References

[1]
Amaran, S., N. V. Sahinidis, B. Sharda, and S. J. Bury. 2014. "Simulation Optimization: A Review of Algorithms and Applications". 4OR 12(4):301--333.
[2]
Angeloudis, P., and M. G. Bell. 2010. "An Uncertainty-aware AGV Assignment Algorithm for Automated Container Terminals". Transportation Research Part E: Logistics and Transportation Review 46(3):354--366.
[3]
Angeloudis, P., and M. G. H. Bell. 2011. "A Review of Container Terminal Simulation Models". Maritime Policy & Management 38(5):523--540.
[4]
Arango, C., P. Cortés, J. Muñuzuri, and L. Onieva. 2011. "Berth Allocation Planning in Seville Inland Port by Simulation and Optimisation". Advanced Engineering Informatics 25(3):452--461.
[5]
Bierwirth, C., and F. Meisel. 2015. "A Follow-up Survey of Berth Allocation and Quay Crane Scheduling Problems in Container Terminals". European Journal of Operational Research 244(3):675--689.
[6]
Carlo, H. J., I. F. Vis, and K. J. Roodbergen. 2014a. "Storage Yard Operations in Container Terminals: Literature Overview, Trends, and Research Directions". European Journal of Operational Research 235(2):412--430.
[7]
Carlo, H. J., I. F. Vis, and K. J. Roodbergen. 2014b. "Transport Operations in Container Terminals: Literature Overview, Trends, Research Directions and Classification Scheme". European Journal of Operational Research 236(1):1--13.
[8]
Chang, D., Z. Jiang, W. Yan, and J. He. 2010. "Integrating Berth Allocation and Quay Crane Assignments". Transportation Research Part E: Logistics and Transportation Review 46(6):975--990.
[9]
Chau, M., M. C. Fu, H. Qu, and I. O. Ryzhov. 2014. "Simulation Optimization: A Tutorial Overview and Recent Developments in Gradient-based Methods". In Proceedings of the 2014 Winter Simulation Conference, edited by A. Tolk et al., 21--35. Piscataway, New Jersey: IEEE.
[10]
Cordeau, J.-F., P. Legato, R. M. Mazza, and R. Trunfio. 2015. "Simulation-based Optimization for Housekeeping in a Container Transshipment Terminal". Computers & Operations Research 53:81--95.
[11]
Davarzani, H., B. Fahimnia, M. Bell, and J. Sarkis. 2016. "Greening Ports and Maritime Logistics: A Review". Transportation Research Part D: Transport and Environment 48:473--487.
[12]
Do, N. A. D., I. E. Nielsen, G. Chen, and P. Nielsen. 2014. "A Simulation-based Genetic Algorithm Approach for Reducing Emissions From Import Container Pick-up Operation at Container Terminal". Annals of Operations Research 242(2):285--301.
[13]
Dragović, B., E. Tzannatos, and N. K. Park. 2017. "Simulation Modelling in Ports and Container Terminals: Literature Overview and Analysis by Research Field, Application Area and Tool". Flexible Services and Manufacturing Journal 29(1):4--34.
[14]
Fagerholt, K., M. Christiansen, L. M. Hvattum, T. A. Johnsen, and T. J. Vabø. 2010. "A Decision Support Methodology for Strategic Planning in Maritime Transportation". Omega 38(6):465--474.
[15]
Fischer, A., H. Nokhart, H. Olsen, K. Fagerholt, J. G. Rakke, and M. Stålhane. 2016. "Robust Planning and Disruption Management in Roll-on Roll-off Liner Shipping". Transportation Research Part E: Logistics and Transportation Review 91:51--67.
[16]
Fu, M. C. (Ed.) 2016. Handbook of Simulation Optimization. New York: Springer.
[17]
Gao, S., H. Xiao, E. Zhou, and W. Chen. 2016. "Optimal Computing Budget Allocation with Input Uncertainty". In Proceedings of the 2016 Winter Simulation Conference, edited by T. M. K. Roeder et al., 839--846. Piscataway, New Jersey: IEEE.
[18]
Gharehgozli, A., and N. Zaerpour. 2018. "Stacking Outbound Barge Containers in an Automated Deep-sea Terminal". European Journal of Operational Research 267(3):977--995.
[19]
Gharehgozli, A. H., D. Roy, and R. de Koster. 2016. "Sea Container Terminals: New Technologies and OR Models". Maritime Economics & Logistics 18(2):103--140.
[20]
Gharehgozli, A. H., F. G. Vernooij, and N. Zaerpour. 2017. "A Simulation Study of the Performance of Twin Automated Stacking Cranes at a Seaport Container Terminal". European Journal of Operational Research 261(1):108--128.
[21]
Guo, X., and S. Y. Huang. 2012. "Dynamic Space and Time Partitioning for Yard Crane Workload Management in Container Terminals". Transportation Science 46(1):134--148.
[22]
Halvorsen-Weare, E. E., K. Fagerholt, and M. Rönnqvist. 2013. "Vessel Routing and Scheduling Under Uncertainty in the Liquefied Natural Gas Business". Computers & Industrial Engineering 64(1):290--301.
[23]
He, J., W. Zhang, Y. Huang, and W. Yan. 2013. "A Simulation Optimization Method for Internal Trucks Sharing Assignment Among Multiple Container Terminals". Advanced Engineering Informatics 27(4):598--614.
[24]
He, J., Y. Huang, and W. Yan. 2015. "Yard Crane Scheduling in a Container Terminal for the Trade-off Between Efficiency and Energy Consumption". Advanced Engineering Informatics 29(1):59--75.
[25]
Hong, L. J., Z. Huang, and H. Lam. 2016. "Approximating Data-driven Joint Chance-constrained Programs via Uncertainty Set Construction". In Proceedings of the 2016 Winter Simulation Conference, edited by T. M. K. Roeder et al., 389--400. Piscataway, New Jersey: IEEE.
[26]
Jiang, X. J., Y. Xu, C. Zhou, E. P. Chew, and L. H. Lee. 2018. "Frame Trolley Dispatching Algorithm for the Frame Bridge Based Automated Container Terminal". Transportation Science 52(3):722--737.
[27]
Kavakeb, S., T. T. Nguyen, K. McGinley, Z. Yang, I. Jenkinson, and R. Murray. 2015. "Green Vehicle Technology to Enhance the Performance of a European Port: A Simulation Model with a Cost-benefit Approach". Transportation Research Part C: Emerging Technologies 60:169--188.
[28]
Kulkarni, K., K. T. Tran, H. Wang, and H. C. Lau. 2017. "Efficient Gate System Operations for a Multipurpose Port Using Simulation-Optimization". In Proceedings of the 2017 Winter Simulation Conference, edited by W. K. V. Chan et al., 3090--3101. Piscataway, New Jersey: IEEE.
[29]
Lam, H. 2016. "Advanced Tutorial: Input Uncertainty and Robust Analysis in Stochastic Simulation". In Proceedings of the 2016 Winter Simulation Conference, edited by T. M. K. Roeder et al., 178--192. Piscataway, New Jersey: IEEE.
[30]
Legato, P., R. M. Mazza, and R. Trunfio. 2010. "Simulation-based Optimization for Discharge/Loading Operations at a Maritime Container Terminal". OR Spectrum 32(3):543--567.
[31]
Legato, P., R. M. Mazza, and D. Gulli. 2014. "Integrating Tactical and Operational Berth Allocation Decisions via Simulation-optimization". Computers & Industrial Engineering 78:84--94.
[32]
Li, H., Y. Zhu, Y. Chen, G. Pedrielli, and N. A. Pujowidianto. 2015. "The Object-oriented Discrete Event Simulation Modeling: A Case Study on Aircraft Spare Part Management". In Proceedings of the 2015 Winter Simulation Conference, edited by L. Yilmaz et al., 3514--3525. Piscataway, New Jersey: IEEE.
[33]
Li, H., C. Zhou, B. K. Lee, L. H. Lee, E. P. Chew, and R. S. M. Goh. 2017. "Capacity Planning for Mega Container Terminals with Multi-objective and Multi-fidelity Simulation Optimization". IISE Transactions 49(9):849--862.
[34]
Liu, W., S. Gao, and L. H. Lee. 2017. "A Multi-objective Perspective on Robust Ranking and Selection". In Proceedings of the 2017 Winter Simulation Conference, edited by W. K. V. Chan et al., 2116--2127. Piscataway, New Jersey: IEEE.
[35]
Long, Y., L. H. Lee, and E. P. Chew. 2012. "The Sample Average Approximation Method for Empty Container Repositioning with Uncertainties". European Journal of Operational Research 222(1):65--75.
[36]
Long, Y., E. P. Chew, and L. H. Lee. 2015. "Sample Average Approximation Under non-i.i.d. Sampling for Stochastic Empty Container Repositioning Problem". OR Spectrum 37(2):389--405.
[37]
Pasupathy, R., and S. Ghosh. 2013. "Simulation Optimization: A Concise Overview and Implementation Guide". In Theory Driven by Influential Applications, 122--150. Maryland: INFORMS.
[38]
Song, D.-P., D. Li, and P. Drake. 2015. "Multi-objective Optimization for Planning Liner Shipping Service with Uncertain Port Times". Transportation Research Part E: Logistics and Transportation Review 84:1--22.
[39]
Speer, U., and K. Fischer. 2017. "Scheduling of Different Automated Yard Crane Systems at Container Terminals". Transportation Science 51(1):305--324.
[40]
Tang, L., W. Jiang, J. Liu, and Y. Dong. 2014. "Research Into Container Reshuffling and Stacking Problems in Container Terminal Yards". IIE Transactions 47(7):751--766.
[41]
Tran, N. K., and H.-D. Haasis. 2013. "Literature Survey of Network Optimization in Container Liner Shipping". Flexible Services and Manufacturing Journal 27(2--3):139--179.
[42]
Ursavas, E. 2015. "Priority Control of Berth Allocation Problem in Container Terminals". Annals of Operations Research 232:1--20.
[43]
Wu, Y., W. Li, M. E. H. Petering, M. Goh, and R. de Souza. 2015. "Scheduling Multiple Yard Cranes with Crane Interference and Safety Distance Requirement". Transportation Science 49(4):990--1005.
[44]
Xu, J., E. Huang, C.-H. Chen, and L. H. Lee. 2015. "Simulation Optimization: A Review and Exploration in the New Era of Cloud Computing and Big Data". Asia-pacific Journal of Operational Research 32(03):1550019.
[45]
Xu, J., S. Zhang, E. Huang, C.-H. Chen, L. H. Lee, and N. Celik. 2016. "MO2TOS: Multi-fidelity Optimization with Ordinal Transformation and Optimal Sampling". Asia-pacific Journal of Operational Research 33(03):1650017.
[46]
Zehendner, E., and D. Feillet. 2014. "Benefits of a Truck Appointment System on the Service Quality of Inland Transport Modes at a Multimodal Container Terminal". European Journal of Operational Research 235(2):461--469.
[47]
Zehendner, E., G. Rodriguez-Verjan, N. Absi, S. Dauzère-Pérès, and D. Feillet. 2015. "Optimized Allocation of Straddle Carriers to Reduce Overall Delays at Multimodal Container Terminals". Flexible Services and Manufacturing Journal 27(2--3):300--330.
[48]
Zeng, Q., A. Diabat, and Q.Zhang. 2015. "A Simulation Optimization Approach for Solving the Dual-cycling Problem in Container Terminals". Maritime Policy & Management 42(8):806--826.
[49]
Zhang, C., T. Wu, K. H. Kim, and L. Miao. 2014. "Conservative Allocation Models for Outbound Containers in Container Terminals". European Journal of Operational Research 238(1):155--165.
[50]
Zhen, L., X. Jiang, L. H. Lee, and E. P. Chew. 2013. "A Review on Yard Management in Container Terminals". Industrial Engineering and Management Systems 12(4):289--304.
[51]
Zhou, E., and W. Xie. 2015. "Simulation Optimization When Facing Input Uncertainty". In Proceedings of the 2015 Winter Simulation Conference, edited by L. Yilmaz et al., 3714--3724. Piscataway, New Jersey: IEEE.
[52]
Zhou, C., E. P. Chew, and L. H. Lee. 2017. "Information-based Allocation Strategy for GRID-based Transshipment Automated Container Terminal". Transportation Science 52(3):707--721.
  1. Challenges and opportunities in integration of simulation and optimization in maritime logistics

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    cover image ACM Conferences
    WSC '18: Proceedings of the 2018 Winter Simulation Conference
    December 2018
    4298 pages
    ISBN:978153866570

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    Published: 09 December 2018

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    December 9 - 12, 2018
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    WSC '18 Paper Acceptance Rate 183 of 260 submissions, 70%;
    Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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