A Simulation Modeling Approach for Optimization of Storage Space Allocation in Container Terminal
Authors: Gamal Abd El-Nasser A. Said, El-Sayed M. El-Horbaty
Abstract:
Container handling problems at container terminals are NP-hard problems. This paper presents an approach using discrete-event simulation modeling to optimize solution for storage space allocation problem, taking into account all various interrelated container terminal handling activities. The proposed approach is applied on a real case study data of container terminal at Alexandria port. The computational results show the effectiveness of the proposed model for optimization of storage space allocation in container terminal where 54% reduction in containers handling time in port is achieved.
Keywords: Container terminal, discrete-event simulation, optimization, storage space allocation.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1337998
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[1] Zhuo Sun, Loo Hay Lee, Ek Peng Chew, Kok Choon Tan, “MicroPort: A general simulation platform for seaport container terminals”, Advanced Engineering Informatics, vol.26, pp. 80-89, 2012.
[2] Erhan Kozan and Peter Preston, “Mathematical modelling of container transfers and storage locations at seaport terminals”, OR Spectrum, vol. 28, no.4, pp. 519-537, 2006.
[3] S. Sacone and S. Siri, "An integrated simulation-optimization framework for the operational planning of seaport container terminals", Mathematical and Computer Modelling of Dynamical Systems, vol.15, no. 3, , pp. 275-293, 2009
[4] H. Javanshir, S. R. Seyedalizadeh Ganji., "Yard crane scheduling in port container terminals using genetic algorithm", Journal of Industrial and Systems Engineering, vol. 6, no. 11, pp. 39-50, 2010.
[5] Q. Zeng and Z. Yang. "Integrating simulation and optimization to schedule loading operations in container terminals". Computers and Operations Research, vol. 36, pp. 1935-1944, 2009.
[6] Gamal Abd El-Nasser, Abeer M. Mahmoud and El-Sayed M. El- Horbaty, "Simulation and optimization of container terminal operations: a case study", International Journal of Computer Science Engineering and Information Technology Research (IJCSEITR) , vol. 4, no. 4, pp. 85-94, 2014.
[7] W.C. Ng and K.L. Mak, "Yard crane scheduling in port container terminals", Applied Mathematical Modeling, vol.29, no.3, pp. 263-276, 2005.
[8] Jula H., Dessouky M., Ioannou P. and Chassiakos A., “Container movement by trucks in metropolitan networks: modeling and optimization”, Transportation Research Part, vol. 41, no.3, pp. 235–259, 2005.
[9] Peng YANG. Junqing SUN, Wenying YUE, "A Novel Genetic Algorithm for Multiple Yard Cranes Scheduling", Journal of Computational Information Systems, vol. 9, no. 14, pp. 5761- 5769, 2013.
[10] G. Ilati, A. Sheikholeslami and E. Hassannayebi, "A Simulation-Based Optimization Approach for Integrated Port Resource Allocation Problem", scientific Journal on Traffic and Transportation Research, vol. 26, no.3, pp. 243- 255, 2014.
[11] Lixin Tang, Jiao Zhao, and Jiyin Liu, “Modeling and solution of the joint quay crane and truck scheduling problem”, European Journal of Operational Research, vol. 236, pp.978-990, 2014.
[12] Laria Vacca, Michel Bierlaire and Matteo Salani, “Optimization at Container Terminals: Status, Trends and Perspectives”, 7th Swiss Transport Research Conference, 2007.
[13] R Stahlbock and S Voß, "Operations research at container terminals: a literature update", OR Spectrum vol.30, no.1, pp.1-52, 2008.
[14] Mohammad. B, Nima. S, Nikbakhsh. J, "A genetic algorithm to solve the storage space allocation problem in a container terminal", Computers & Industrial Engineering, vol. 56, no.1, pp. 44–52, 2009.
[15] K.L. Mak and D. Sun., "Scheduling Yard Cranes in a Container Terminal Using a New Genetic Approach", Engineering Letters, vol. 17, no. 4, pp.274, 2009.
[16] Azmi Alazzam and Harold W. Lewis, "A New Optimization Algorithm For Combinatorial Problems", (IJARAI) International Journal of Advanced Research in Artificial Intelligence, vol. 2, no.5, pp.63-68, 2013.
[17] Pasquale Legat, Rina Mary Mazza, Roberto Trunfio, "Simulation for performance evaluation of the housekeeping process". Proceedings of the Winter Simulation Conference, pp. 2717-2725, 2012.
[18] Gamal Abd El-Nasser, Abeer M. Mahmoud and El-Sayed M. El- Horbaty, "A Comparative Study of Meta-heuristic Algorithms for Solving Quadratic Assignment Problem", (IJACSA) International Journal of Advanced Computer Science and Applications, ISSN: 2156- 5570, Vol. 5, No.1, 2014.
[19] D. Steenken, S. VoB, and R. Stahlbock. "Container terminal operation and operations research - a classification and literature review". OR Spectrum, vol. 26, pp. 3-49, 2004.
[20] Phatchara Sriphrabu, Kanchana Sethanan, and Banchar Arnonkijpanich., "A Solution of the Container Stacking Problem by Genetic Algorithm ". International Journal of Engineering and Technology, vol. 5, no. 1, pp. 45-49, 2013.
[21] S. Y. Huang, W. J. Hsu, C. Chen, R. Ye and S. Nautiyal, "Capacity Analysis of Container Terminals Using Simulation Techniques", International Journal of Computer Applications in Technology, vol. 32, no. 4, pp. 246-253, 2008.
[22] Cordeau, J. F., M. Gaudioso, G. Laporte and L. Moccia, "The service allocation problem at the Gioia Tauro maritime terminal", European Journal of Operational Research, vol. 176, pp. 1167-1184, 2007.
[23] M. Rodriguez-Molins, M. A. Salido, and F. Barber, “Intelligent planning for allocating containers in maritime terminals”, Expert Systems with Applications, vol. 39, no. 1, pp. 978–989, 2012.
[24] Bradley Skinner, Shuai Yuan, Shoudong Huang, Dikai Liu, Binghuang Cai, Gamini Dissanayake, Haye Lau, Andrew Bott, and Daniel Pagac, "Optimisation for job scheduling at automated container terminals using genetic algorithm", Computers & Industrial Engineering, Vol.64, no.1, pp.511–523, 2012.
[25] Jiabin Luo, Yue Wu, Arni Halldorsson and Xiang Song, "Storage and stacking logistics problems in container terminals", OR Insight, vol.24, pp.256–275, 2011.
[26] I. Ayachi , R. Kammarti , M. Ksouri and P. Borne, "A Genetic algorithm to solve the container storage space allocation problem", International conference on Computational Intelligence and Vehicular System (CIVS), Cheju, Republic of Korea, November 22-23, 2010.
[27] Miguel A. Salido, Mario Rodriguez-Molins, and Federico Barber, "A Decision Support System for Managing Combinatorial Problems in Container Terminals", Knowledge-Based Systems, Vol.29, pp.63-74, 2012.
[28] Armando Carten and Stefano de Luca, "Tactical and strategic planning for a container terminal: Modelling issues within a discrete event simulation approach", Simulation Modelling Practice and Theory, vol.21, pp.123-145, 2012.
[29] Mariam Kotachi, Ghaith Rabadi, and Mohammad F. Obeid, "Simulation Modeling and Analysis of Complex Port Operations with Multimodal Transportation", Procedia Computer Science, vol.20, pp.229-234, 2013.
[30] Yiqin Lu and Meilong Le, "The integrated optimization of container terminal scheduling with uncertain factors", Computers & Industrial Engineering, vol.75, pp.209-216, 2014.
[31] K. H. Kim, Y-M. Park, and M.-J. Jin, “An optimal layout of container yards,” OR Spectrum, vol. 30, pp. 675-695, 2007.
[32] Han, Y., Lee, L.H., Chew, E.P. and Tan, K.C., “A yard storage strategy for minimizing traffic congestion in a marine container transshipment hub”, OR Spectrum, vol.30.pp. 697–720, 2008.
[33] Flexsim software products inc.: www.flexsim.com.
[34] Alexandria Container terminal: www.alexcont.com (accessed 1/9/2014).