Title :
Integration of planning, scheduling and stochastic inventory under uncertainty for flexible process networks
Author :
Dajun Yue ; Fengqi You
Author_Institution :
Dept. of Chem. & Biol. Eng., Northwestern Univ., Evanston, IL, USA
Abstract :
We address in this article the tactical planning and scheduling of chemical process networks consisting of both dedicated and flexible processes under demand and supply uncertainty. To integrate the stochastic inventory control decisions with the production planning and scheduling, we propose a mixed-integer nonlinear programming (MINLP) model that captures the stochastic nature of the demand variations and supply delays by using the guaranteed-service approach (GSA). The model takes into account multiple tradeoffs and simultaneously determines the optimal selection of production schemes, purchase/sales and production levels, cyclic production schedules for flexible processes, as well as working and safety inventory levels of all chemicals involved in the process network. To globally optimize the resulting non-convex MINLP problems with modest computational times, we exploit the model properties, propose a tailored branch-and-refine algorithm and introduce three symmetry breaking cuts. The application is illustrated through a large-scale example with 25 chemicals and 16 processes including at most 8 production schemes for each flexible process.
Keywords :
chemical engineering; concave programming; integer programming; inventory management; nonlinear programming; production control; production planning; scheduling; stochastic processes; supply and demand; GSA; MINLP model; chemical process networks; cyclic production schedule; dedicated process; demand and supply uncertainty; demand variations; flexible process network; guaranteed-service approach; mixed-integer nonlinear programming model; model properties; nonconvex MINLP problem; optimal production scheme selection; process network; production level; production planning; production scheduling; production schemes; purchasing; safety inventory level; sales management; stochastic inventory control decision; supply delays; symmetry breaking cuts; tactical planning; tailored branch-and-refine algorithm; Chemicals; Computational modeling; Linear programming; Planning; Production; Safety; Stochastic processes;
Conference_Titel :
American Control Conference (ACC), 2013
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4799-0177-7
DOI :
10.1109/ACC.2013.6580373