Affiliation:
1. Automatic Control Department, Institute of Robotics and Industrial Informatics (CSIC-UPC), Polytechnic University of Catalonia (UPC), Llorens and Artigas 4–6, 08028 Barcelona, Spain
Abstract
Abstract
This paper proposes a reliability-based economic model predictive control (MPC) strategy for the management of generalised flow-based networks, integrating some ideas on network service reliability, dynamic safety stock planning, and degradation of equipment health. The proposed strategy is based on a single-layer economic optimisation problem with dynamic constraints, which includes two enhancements with respect to existing approaches. The first enhancement considers chance-constraint programming to compute an optimal inventory replenishment policy based on a desired risk acceptability level, leading to dynamical allocation of safety stocks in flow-based networks to satisfy non-stationary flow demands. The second enhancement computes a smart distribution of the control effort and maximises actuators’ availability by estimating their degradation and reliability. The proposed approach is illustrated with an application of water transport networks using the Barcelona network as the case study considered.
Subject
Applied Mathematics,Engineering (miscellaneous),Computer Science (miscellaneous)
Reference42 articles.
1. Ahuja, R., Magnanti, T. and Orlin, J. (1993). Network Flows: Theory, Algorithms, and Applications, Prentice Hall, Englewood Cliffs, NJ.
2. Betts, J. (2011). A robust approximation for setting target inventory levels in a constrained production environment, Procedia Computer Science4: 1262–1271.
3. Billings, R. and Jones, C. (2008). Forecasting Urban Water Demand, 2nd Edn., American Water Works Association, Denver, CO.
4. Blanchini, F., Miani, S. and Ukovich, W. (2000). Control of production-distribution systems with unknown inputs and system failures, IEEE Transactions on Automatic Control45(6): 1072–1081.
5. Blanchini, F., Rinaldi, F. and Ukovich, W. (1997). Least inventory control of multistorage systems with non-stochastic unknown inputs, IEEE Transactions on Robotics and Automation13(5): 633–645.
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