多阶段订单接受模型及基于模拟退火的启发式算法

Wenbing Chang, Yun Tian, Yiyong Xiao
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引用次数: 0

摘要

本文研究了具有多个加工阶段的单条生产线上有大量潜在订单等待接受和加工的企业所面临的带有延迟处罚的订单接受问题。针对这一问题,本文提出了一种订单接受决策模型,称为多阶段订单接受模型,该模型是对单阶段订单接受模型Slotnick-Morton版本的扩展,旨在通过多阶段生产线处理这些潜在订单的总利润最大化。针对该问题的复杂性,结合了订单接收和多阶段作业调度的操作,提出了一种启发式算法,即基于部分优化的模拟退火(SABPO)算法,以可行的解和可接受的计算时间求解该模型。在综合数据集上进行了经验实验,以检验所提出的算法,并比较了多阶段模型和单阶段模型的性能。结果表明,多阶段模型总能给出较好的订单接收决策;一些被单阶段模型拒绝的潜在订单实际上是有利可图的,并将被多阶段模型接受。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-stage Order Acceptance Model and the Heuristic Algorithm Based on Simulated Annealing
This paper studies the order acceptance problem with tardiness penalties faced by firm who has a pool of potential orders waiting to be accepted and processed through a single production line with multiple processing stages. We present an order acceptance decision model, named the multistage order acceptance model, to handle this problem, which is an extension of the Slotnick-Morton version of single-stage order acceptance model, aiming at maximizing the total profit of these potential orders to be processed through a multi-stage production line. Because of the complexity of the problem that integrates the operations of order acceptance and multi-stage job scheduling, we propose a heuristic algorithm, named Simulated Annealing Based on Partial Optimization (SABPO) algorithm, to solve the model with feasible solutions and acceptable computational time. Empirical experiments on synthetic datasets are carried out to examine the proposed algorithm and also to compare the performances between multi-stage model and single-stage model. The comparisons show that the multi-stage model can always suggest a better decision on order acceptance problem; some potential orders rejected by single-stage model are in fact profitable and will be accepted by multi-stage model.
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