跳至主要内容

Robust Optimization for a Multi-Product Integrated Problem of Planning and Scheduling under Products Uncertainty

Read  full  paper  at:
http://www.scirp.org/journal/PaperInformation.aspx?PaperID=53572#.VMnXpizQrzE

Author(s)  
Mengwen Chen*, Cuiwen Cao

Affiliation(s)
Key Laboratory of Advanced Control and Optimization for Chemical Processes, Ministry of Education, East China University of Science and Technology, Shanghai, China.

ABSTRACT
This paper presents robust optimization models for a multi-product integrated problem of planning and scheduling (based on the work of Terrazas-Moreno & Grossmann (2011) [1]) under products prices uncertainty. With the objective of maximizing the total profit in planning time horizon, the planning section determines the amount of each product, each product distributed to each market, and the inventory level in each manufacturing site during each scheduling time period; the scheduling section determines the products sequence, start and end time of each product running in each production site during each scheduling time period. The uncertainty sets used in robust optimization model are box set, ellipsoidal set, polyhedral set, combined box and ellipsoidal set, combined box and polyhedral set, combined box, ellipsoidal and polyhedral set. The genetic algorithm is utilized to solve the robust optimization models. Case studies show that the solutions obtained from robust optimization models are better than the solutions obtained from the original integrated planning and scheduling when the prices are changed.

KEYWORDS
Uncertainty, Robust Optimization, Integrated Problem of Planning and Scheduling, GA

Cite this paper
Chen, M. and Cao, C. (2015) Robust Optimization for a Multi-Product Integrated Problem of Planning and Scheduling under Products Uncertainty. Journal of Applied Mathematics and Physics, 3, 16-24. doi: 10.4236/jamp.2015.31003.

References
[1]Terrazas-Moreno, S. and Grossmann, I.E. (2011) A Multiscale Decomposition Method for the Optimal Planning and Scheduling of Multisite Continuous Multiproduct Plants. Chemical Engineering Science, 66, 4307-4818. http://dx.doi.org/10.1016/j.ces.2011.03.017
 
[2]Papageorgiou, L.G. and Pantelides, C.C. (1996) Optimal Campaign Planning/Scheduling of Multipurpose Batch/Semi- Continuous Plants. 1. Mathematical Formulation. Industrial and Engineering Chemistry Research, 35, 488-509. http://dx.doi.org/10.1021/ie950081l
 
[3]Karimi, I.A. and Mcdonald, C.M. (1997) Planning and Scheduling of Parallel Semicontinuous Processes. 2. Short- Term Scheduling. Industrial and Engineering Chemistry Research, 36, 2691-2700. http://dx.doi.org/10.1021/ie9609022
 
[4]Grossmann, I.E., Van Den Heever, S.A. and Harjunkoski, I. (2002) Discrete Optimization Methods and Their Role in the Integration of Planning and Scheduling. AIChE Symposium Series, 326, 150-168.
 
[5]Lin, X., Floudas, C.A., Modi, S., et al. (2002) Continuous-Time Optimization Approach for Medium-Range Production Scheduling of a Multiproduct Batch Plant. Industrial and Engineering Chemistry Research, 41, 3884-3906. http://dx.doi.org/10.1021/ie011002a
 
[6]Erdirik-Dogan, M. and Grossmann, I.E. (2006) A Decomposition Method for the Simultaneous Planning and Scheduling of Single-Stage Continuous Multiproduct Plants. Industrial and Engineering Chemistry Research, 45, 299-315. http://dx.doi.org/10.1021/ie050778z
 
[7]Soyster, A.L. (1973) Convex Programming with Set-Inclusive Constraints and Appplications to Inexact Linear Programming. Operational Research, 21, 1154-1157. http://dx.doi.org/10.1287/opre.21.5.1154
 
[8]Ben-Tal, A. and Nemirovski, A. (1998) Robust Convex Optimization. Mathematics of Operations Research, 4, 769- 805. http://dx.doi.org/10.1287/moor.23.4.769
 
[9]Ben-Tal, A. and Nemirovski, A. (1999) Robust Solutions of Linear Programs. Operation, 25, 1-13.
 
[10]Ben-Tal, A. and Nemirovski, A. (2000) Robust Solutions of Linear Programming Problems Contaminated with Uncertain Data. Methematical Programming, 88, 411-424. http://dx.doi.org/10.1007/PL00011380
 
[11]Ben-Tal, A. and Nemirovski, A. (2002) Robust Optimization: Methodology and Applications. Math. Program. Ser. B, 92, 453-480. http://dx.doi.org/10.1007/s101070100286
 
[12]Lin, X., Janak, S.L. and Floudas, C.A. (2004) A New Robust Optimization Approach for Scheduling under Uncertainty: I. Bounded Uncertainty. Computers & Chemical Engineering, 6, 1069-1085. http://dx.doi.org/10.1016/j.compchemeng.2003.09.020
 
[13]Janak, S.L., Lin, X. and Floudas, C.A. (2007) A New Robust Optimization Approach for Scheduling under Uncertainty: II. Uncertainty with Known Probability Distribution. Computers & Chemical Engineering, 3, 171-195. http://dx.doi.org/10.1016/j.compchemeng.2006.05.035
 
[14]Verderame, P.M. and Floudas, C.A. (2009) Operational Planning of Large-Scale Industrial Batch Plants under Demand Due Date and Amount Uncertainty. I. Robust Optimization Framework. Industrial & Engineering Chemistry Research, 48, 7214-7231. http://dx.doi.org/10.1021/ie9001124
 
[15]Li, J., Verderame, P.M. and Floudas, C.A. (2012) Operational Planning of Large-Scale Continuous Processes: Deterministic Planning Model and Robust Optimization for Demand Amount and Due Date Uncertainty. Industrial & Engineering Chemistry Research, 51, 4347-4362. http://dx.doi.org/10.1021/ie202670a
 
[16]Li, Z., Ding, R. and Floudas, C.A. (2011) A Comparative Theoretical and Computational Study on Robust Counterpart Optimization: I. Robust Linear Optimization and Robust Mixed Integer Linear Optimization. American Chemical Society, 50, 10567-10603.        eww150129lx

评论

此博客中的热门博文

Electron Spin and Proton Spin in the Hydrogen and Hydrogen-Like Atomic Systems

Read full paper at: http://www.scirp.org/journal/PaperInformation.aspx?PaperID=52202#.VIj7tMnQrzE Author(s) Stanisław Olszewski * Affiliation(s) Institute of Physical Chemistry, Polish Academy of Sciences, Warsaw, Poland . ABSTRACT The mechanical angular momentum and magnetic moment of the electron and proton spin have been calculated semiclassically with the aid of the uncertainty principle for energy and time. The spin effects of both kinds of the elementary particles can be expressed in terms of similar formulae. The quantization of the spin motion has been done on the basis of the old quantum theory. It gives a quantum number n = 1/2 as the index of the spin state acceptable for both the electron and proton ...

A Study on the Seismic Isolation Systems of Bridges with Lead Rubber Bearings

Read full paper at: http://www.scirp.org/journal/PaperInformation.aspx?PaperID=52566#.VJt06cCAM4 Author(s)   Woo-Suk Kim , Dong-Joon Ahn , Jong-Kook Lee Affiliation(s) School of Architecture, Kumoh National Institute of Technology, Gumi, Republic of Korea . ABSTRACT This study consists of the development and presentation of example of seismic isolation system analysis and design for a continuous, 3-span, cast-in-place concrete box girder bridge. It is expected that example is developed for all Lead-Rubber Bearing (LRB) seismic isolation system on piers and abutments which placed in between super-structure and sub-structure. Design forces, displacements, and drifts are given distinctive consideration in...

Effects of Karate Training on Basic Motor Abilities of Primary School Children

“You never attack first in karate” might be the best conclusion of karate, which is a martial art practiced typically without weapons. It’s reported that karate has a long history for several hundred years, but the modern karate was spread to the whole Japan from Okinawa in the early part of 20th century. Now it has become one of the most widely practiced martial art forms in the world. Usually, it’s divided into Kihon, Kata and Kumite. As for the beginners, Kihon is more suitable for them because it involves basic techniques. Due to karate consists of dynamic offensive and defensive techniques using all parts of the body to their maximum advantage, the best understanding of true karate practice is the perfection of oneself through the perfection of the art. It not only develops coordination, quickens reflexes, and builds stamina, but also develops composure, a clearer thought process, deeper insight into one’s mental capabilities, and more self-confidence. So many researchers stu...