Abstract
A robust optimization approach is proposed to solve the problem of supply chain collaboration under a demand uncertain environment. The proposed approach is universal and able to adapt to various demand models. First, the uncertain demand is described by a set of sampling sequences, and the total cost of supply chain is calculated based on these sequences to evaluate a collaboration scheme. Then a particle swarm optimization (PSO) is employed to find the optimal collaboration scheme which leads to a minimum total cost of supply chain. Numerical experiments show that the proposed approach can produce a robust solution that is insensible to the effect of demand uncertainty.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Fung, R.Y.K., Chen, T.: A multiagent supply chain planning and coordination architecture. Int. J. Adv. Manuf. Technol. 25(7/8), 811–819 (2005)
Li, X., Wang, Q.: Coordination mechanisms of supply chain systems. Eur. J. Oper. Res. 179(1), 1–16 (2007)
Barbarosoglu, G., Ozgur, D.: Hierarchical design of integrated production and 2-echelon distribution system. Eur. J. Oper. Res. 118, 464–484 (1999)
Ozdamar, L., Yazgac, T.: A hierarchical planning approach for a production-distribution system. Int. J. Prod. Res. 37(16), 3759–3772 (1999)
Darwish, M.A., Odah, O.M.: Vendor managed inventory model for single-vendor multi-retailer supply chains. European Journal of Operational Research 204, 473–484 (2010)
Kim, J.U., Kim, Y.D.A.: Lagrangian relaxation approach to multi-period inventory/distribution planning. J. Oper. Res. Soc. 51(3), 364–370 (2000)
Kang, J.-H., Kim, Y.-D.: Inventory replenishment and delivery planning in a two-level supply chain with compound Poisson demands. Int. J. Adv. Manuf. Technol. (2009)
Schmitt, A.J., Snyder, L.V., Shen, Z.-J.M.: Inventory systems with stochastic demand and supply: Properties and approximations. European Journal of Operational Research 206(2010), 313–328 (2010)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Jia, Y., Zuo, X., Wu, J. (2011). A PSO- Based Robust Optimization Approach for Supply Chain Collaboration with Demand Uncertain. In: Tan, Y., Shi, Y., Chai, Y., Wang, G. (eds) Advances in Swarm Intelligence. ICSI 2011. Lecture Notes in Computer Science, vol 6728. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21515-5_21
Download citation
DOI: https://doi.org/10.1007/978-3-642-21515-5_21
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-21514-8
Online ISBN: 978-3-642-21515-5
eBook Packages: Computer ScienceComputer Science (R0)