A hybrid VNS approach for the short-term production planning and scheduling: A case study in the pulp and paper industry

被引:26
作者
Figueira, Goncalo [1 ]
Santos, Maristela Oliveira [2 ]
Almada-Lobo, Bernardo [1 ]
机构
[1] Univ Porto, INESC TEC, Fac Engn, P-4200465 Oporto, Portugal
[2] Univ Sao Paulo, Inst Ciencias Matemat & Comp, BR-13560970 Sao Carlos, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Multi-stage lotsizing and scheduling; Production rates; Pulp and paper industry; Mixed integer programming; Variable Neighbourhood Search; Hybrid methods; TABU SEARCH; OPTIMIZATION; MILLS; PLANT;
D O I
10.1016/j.cor.2013.01.015
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Mathematical formulations for production planning are increasing complexity, in order to improve their realism. In short-term planning, the desirable level of detail is particularly high. Exact solvers fail to generate good quality solutions for those complex models on medium- and large-sized instances within feasible time. Motivated by a real-world case study in the pulp and paper industry, this paper provides an efficient solution method to tackle the short-term production planning and scheduling in an integrated mill. Decisions on the paper machine setup pattern and on the production rate of the pulp digester (which is constrained to a maximum variation) complicate the problem. The approach is built on top of a mixed integer programming (MIP) formulation derived from the multi-stage general lotsizing and scheduling problem. It combines a Variable Neighbourhood Search procedure which manages the setup-related variables, a specific heuristic to determine the digester's production speeds and an exact method to optimize the production and flow movement decisions. Different strategies are explored to speed-up the solution procedure and alternative variants of the algorithm are tested on instances based on real data from the case study. The algorithm is benchmarked against exact procedures. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1804 / 1818
页数:15
相关论文
共 23 条
[1]   Production planning and scheduling in the glass container industry: A VNS approach [J].
Almada-Lobo, Bernardo ;
Oliveira, Jose F. ;
Carravilla, Maria Antonia .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2008, 114 (01) :363-375
[2]   A hybrid optimization approach for multi-level capacitated lot-sizing problems [J].
Almeder, Christian .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 200 (02) :599-606
[3]   Increased capacity in kraft pulp mills: Lignin separation and reduced steam demand compared with recovery boiler upgrade [J].
Axelsson, Erik ;
Olsson, Marcus R. ;
Berntsson, Thore .
NORDIC PULP & PAPER RESEARCH JOURNAL, 2006, 21 (04) :485-492
[4]   Metaheuristics in combinatorial optimization: Overview and conceptual comparison [J].
Blum, C ;
Roli, A .
ACM COMPUTING SURVEYS, 2003, 35 (03) :268-308
[5]   Lot sizing problem on a paper machine under a cyclic production approach [J].
Bouchriha, Hanen ;
Ouhimmou, Mustapha ;
D'Amours, Sophie .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2007, 105 (02) :318-328
[6]   Supply chain optimization in the pulp mill industry -: IP models, column generation and novel constraint branches [J].
Bredström, D ;
Lundgren, JT ;
Rönnqvist, M ;
Carlsson, D ;
Mason, A .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 156 (01) :2-22
[7]   Three time-based scale formulations for the two-stage lot sizing and scheduling in process industries [J].
Camargo, V. C. B. ;
Toledo, F. M. B. ;
Almada-Lobo, B. .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2012, 63 (11) :1613-1630
[8]   Scheduling of a continuous plant with recycling of byproducts: A case study from a tissue paper mill [J].
Castro, Pedro M. ;
Westerlund, Joakim ;
Forssell, Sebastian .
COMPUTERS & CHEMICAL ENGINEERING, 2009, 33 (01) :347-358
[9]   Lot sizing and scheduling: industrial extensions and research opportunities [J].
Clark, Alistair ;
Almada-Lobo, Bernardo ;
Almeder, Christian .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2011, 49 (09) :2457-2461
[10]  
Eppen C., 1987, OPER RES, V35, P832