A Model Predictive Control and Time Series Forecasting Framework for Supply Chain Management

Authors: Philip Doganis, Eleni Aggelogiannaki, Haralambos Sarimveis

Abstract:

Model Predictive Control has been previously applied to supply chain problems with promising results; however hitherto proposed systems possessed no information on future demand. A forecasting methodology will surely promote the efficiency of control actions by providing insight on the future. A complete supply chain management framework that is based on Model Predictive Control (MPC) and Time Series Forecasting will be presented in this paper. The proposed framework will be tested on industrial data in order to assess the efficiency of the method and the impact of forecast accuracy on overall control performance of the supply chain. To this end, forecasting methodologies with different characteristics will be implemented on test data to generate forecasts that will serve as input to the Model Predictive Control module.

Keywords: Forecasting, Model predictive control, production planning.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1062294

References:

[1] M. Morari, .JH. Lee, "Model predictive control: Past, present, and future", Computers & Chemical Engineering, vol. 23, 1999, pp. 667- 682.
[2] G. Kapsiotis, S. Tzafestas, "Decision making for inventory/production planning using model-based predictive control", in: S. Tzafestas, P. Borne, L. Grandinetti (Eds.), Parallel and distributed computing in engineering systems, Amsterdam: Elsevier, 1992, pp. 551-556.
[3] E. Perea Lopez, B. E. Ydstie, I. Grossmann, "A model predictive control strategy for supply chain management", in Computers & Chemical Engineering, vol. 27, 2003, pp. 1201-1218.
[4] M. W. Braun, D. E. Rivera, M. E. Flores, W. M. Carlyle, K. G. Kempf, "A model predictive control framework for robust management of multiproduct, multi-echelon demand networks", in Annual Reviews in Control, vol. 27, pp. 229-245.
[5] P. H. Lin, S. S. Jang, D. S. H. Wong, "Predictive control of a decentralized supply chain unit". Industrial Engineering & Chemistry Research, vol. 44, 2005, pp. 9120-9128.
[6] G. E. P. Box, G. M. Jenkins & G. C. Reinsel, "Time series analysis : forecasting and control", 3rd ed., Englewood Cliffs, New Jersey, Prentice Hall, 1994.