Logic-Based Benders Decomposition for Integrated Process Configuration and Production Planning Problems

数学优化 生产计划 计算机科学 拉格朗日松弛 集合(抽象数据类型) 分解 下料问题 分解法(排队论) 本德分解 过程(计算) 生产(经济) 最优化问题 数学 离散数学 操作系统 宏观经济学 经济 生物 程序设计语言 生态学
作者
Karim Pérez Martínez,Yossiri Adulyasak,Raf Jans
出处
期刊:Informs Journal on Computing 卷期号:34 (4): 2177-2191 被引量:2
标识
DOI:10.1287/ijoc.2021.1079
摘要

We propose a general logic-based Benders decomposition (LBBD) for production planning problems with process configuration decisions. This family of problems appears in contexts where the machines are set up according to specific patterns, templates, or, in general, process configurations that allow for simultaneously producing products of different types. The problem requires determining feasible configurations for the machines and their corresponding production levels to fulfill the demand at the minimum total cost. The structure of this problem contains nonlinear constraints that link the number of units produced of each product with the used configurations and their production levels. We decompose the original problem into a master problem, where the configurations are determined, and a subproblem, where the production amounts are determined. This allows us to apply the LBBD technique to solve the problem using a standard LBBD implementation and a branch-and-check algorithm. LBBD enhancements through logic-based inequalities generated for subsets of products with common characteristics are proposed. Such inequalities represent a form of the subproblem relaxation added to the master problem during its resolution. In our computational experiments, we apply the proposed LBBD approaches to two different applications from the literature: cutting stock problems in the steel industry and a printing problem. Results show that the LBBD methods find optimal solutions much faster than the solution approaches in the literature and have a superior performance with respect to the number of instances solved to optimality and the solution quality. Summary of Contribution: In this work, we introduce a unified exact solution algorithm based on logic-based Benders decomposition to solve a class of integrated production planning problems that include process configuration decisions. We propose a general mathematical representation of the original integrated planning problem and logic-based Benders reformulations that can be applied to solve several problems within the studied class. Our implementation frameworks provide guidelines to practitioners in the field. The solution approaches in this paper together with the proposed methodological enhancements can be adapted to solve other integrated planning problems in a similar context, including the case when the original problem has a complex combinatorial and nonlinear structure.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
芜厸完成签到,获得积分10
2秒前
2秒前
卜靖荷完成签到,获得积分10
3秒前
5秒前
XXXX发布了新的文献求助50
5秒前
ZH发布了新的文献求助10
6秒前
柏林寒冬应助guangweiyan采纳,获得30
7秒前
卡布达发布了新的文献求助10
7秒前
8秒前
9秒前
小果叮发布了新的文献求助20
9秒前
念姬发布了新的文献求助10
10秒前
佘楽发布了新的文献求助10
10秒前
Eternity完成签到,获得积分10
11秒前
XXXX完成签到,获得积分10
13秒前
ajun发布了新的文献求助10
14秒前
Owen应助will采纳,获得10
14秒前
14秒前
围城发布了新的文献求助10
15秒前
知识四面八方来完成签到 ,获得积分10
15秒前
16秒前
小果叮完成签到,获得积分10
17秒前
18秒前
徐高梁完成签到,获得积分10
19秒前
学术大亨发布了新的文献求助10
19秒前
19秒前
kexing发布了新的文献求助10
21秒前
21秒前
Ava应助shanhuo采纳,获得10
22秒前
深情安青应助小白采纳,获得10
23秒前
一味愚完成签到,获得积分10
23秒前
YH应助爱听歌白薇采纳,获得50
25秒前
entscholar发布了新的文献求助10
25秒前
26秒前
现代书雪发布了新的文献求助10
26秒前
溪边最好的小树完成签到,获得积分10
28秒前
思源应助aaaaaa采纳,获得10
28秒前
28秒前
kexing完成签到,获得积分10
31秒前
月神满月完成签到,获得积分10
31秒前
高分求助中
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Technical Brochure TB 814: LPIT applications in HV gas insulated switchgear 1000
Immigrant Incorporation in East Asian Democracies 600
Nucleophilic substitution in azasydnone-modified dinitroanisoles 500
不知道标题是什么 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3966742
求助须知:如何正确求助?哪些是违规求助? 3512237
关于积分的说明 11162366
捐赠科研通 3247107
什么是DOI,文献DOI怎么找? 1793690
邀请新用户注册赠送积分活动 874549
科研通“疑难数据库(出版商)”最低求助积分说明 804432