Abstract
In this paper we construct an integer programming model for the order planning problem. Our model takes into account inventory matching and production planning simultaneously, and considers multiple objectives. We design a hybrid Particle Swarm Optimization, in which new heuristic rules to repair infeasible solutions are proposed, and then compare the results of using PSO, Tabu Search and the hybrid algorithm to solve the models of three different order quantities. Numerical results show that the hybrid PSO/TS algorithm provides more effective solutions.
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Zhang, T., Wang, M., Tang, L., Song, J., Yang, J.: The Method for the Order Planning of the Steel Plant based on the MTO Management System. Control and Decision 15, 649–653 (2000)
Liu, S., Tang, J., Song, J.: Order-Planning Model and Algorithm for Manufacturing Steel Sheets. International Journal of Production Economics 100, 30–43 (2006)
Zhang, T., Zhang, Y., Liu, S.: A Mixed Integer Programming Model and Improved Genetic Algorithm for Order Planning of Iron-Steel Plants. International Journal of Information and Management Science 19, 413–435 (2008)
Kennedy, J., Eberhart, R.: Particle Swarm Optimization. In: IEEE International Conference on Neural Networks, pp. 1942–1948. IEEE Press, Piscataway (1995)
Nguyen, V.: A Multiclass Hybrid Production Center in Heavy Traffic. Operations Research 46(3), 13–25 (1998)
Rezazadeh, H., Ghazanfari, M., Saidi-Mehrabad, M., Sadjadi, S.J.: An Extended Discrete Particle Swarm Optimization Algorithm for the Dynamic Facility Layout Problem. Journal of Zhejiang University Science A 10, 520–529 (2009)
Liu, S.Q., Ong, H.L., Ng, K.M.: A Fast Tabu Search Algorithm for the Group Shop Scheduling Problem. Advances in Engineering Software 36(8), 533–539 (2005)
Ben-Daya, M., Al-Fawzan, M.: A Tabu Search Approach for the Flow Shop Scheduling Problem. European Journal of Operational Research 109, 88–95 (1998)
Ganapathy, V., Marimuthu, S., Ponnambalam, S.G.: Tabu Search and Simulated Annealing Algorithms for Lot-Streaming in Two-Machine Flow Shop. In: IEEE International Conference on Systems, Man and Cybernetics, pp. 4221–4225. The Hague, Netherlands (2004)
Denton, B., Gupta, D., Jawahir, K.: Managing Increasing Products Variety at Integrated Steel Mills. Interfaces 33(2), 41–53 (2003)
Trelea, I.C.: The Particle Swarm Optimization Algorithm: Convergence Analysis and Parameter Selection. Information Processing Letters 85, 317–325 (2003)
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Zhang, T., Shao, Z., Zhang, Y., Yu, Z., Jiang, J. (2010). A Hybrid Particle Swarm Optimization Algorithm for Order Planning Problems of Steel Factory. In: Tan, Y., Shi, Y., Tan, K.C. (eds) Advances in Swarm Intelligence. ICSI 2010. Lecture Notes in Computer Science, vol 6145. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13495-1_70
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DOI: https://doi.org/10.1007/978-3-642-13495-1_70
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-13494-4
Online ISBN: 978-3-642-13495-1
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