Generation of material handling system alternatives: A constraints satisfaction problem approach

IF 8.2 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Zakarya SOUFI, Pierre DAVID, Zakaria YAHOUNI
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引用次数: 0

Abstract

In the context of Industry 4.0, the design of efficient Material Handling Systems (MHS) plays a critical role in optimizing industrial operations and enhancing productivity. The integration of advanced technologies, automation, and complex systems has revolutionized industrial processes, emphasizing the need for defining coherent MHS alternatives prior to the deployment of a specific solution. This paper presents an integrated MHS alternative generation approach that combines MHE allocation, fleet sizing, and key performance indicator (KPI)-based evaluation to enhance MHS. The proposed approach deploys a Constraint Satisfaction Problem (CSP) framework, which defines the conditions that must be satisfied by the values assigned to the MHE allocation and fleet sizing variables. The constraints capture the physical and operational characteristics of MHE and MHS, ensuring that the generated alternatives adhere to the specific requirements and limitations of the system. Once a set of feasible MHS alternatives complying with various constraints is established, further assessments can be carried out to gauge the dynamic behavior of these systems using methods like Discrete Event Simulation. The paper emphasizes the importance of incorporating a broader range of data categories, such as layout constraints, product characteristics, and Industry 4.0 challenges, to enhance the effectiveness and accuracy of the MHS design process. To evaluate the generated alternatives, a set of KPIs is proposed, encompassing operational, economic, environmental, safety, and security aspects. These KPIs enable decision-makers to assess alternative performance across multiple metrics, aiding in the identification of relevant solutions aligned with company objectives. The incorporation of KPIs provides a pre-evaluation of MHS alternatives, streamlining subsequent simulation and multicriteria decision-making processes. This research acknowledges the importance of alternative generation as an integral part of the broader MHS design problem.

物料搬运系统备选方案的生成:约束满足问题方法
在工业4.0的背景下,高效物料搬运系统(MHS)的设计在优化工业运营和提高生产率方面发挥着关键作用。先进技术、自动化和复杂系统的集成已经彻底改变了工业流程,强调了在部署特定解决方案之前定义一致的MHS替代方案的必要性。本文提出了一种综合MHS替代生成方法,该方法结合了MHE分配、机队规模和基于关键绩效指标(KPI)的评估来提高MHS。该方法部署了一个约束满足问题(CSP)框架,该框架定义了分配给MHE分配和车队规模变量的值必须满足的条件。约束条件捕获了MHE和MHS的物理和操作特性,确保生成的替代方案符合系统的特定要求和限制。一旦建立了一套符合各种约束条件的可行MHS替代方案,就可以使用离散事件模拟等方法进行进一步评估,以衡量这些系统的动态行为。本文强调了整合更广泛的数据类别的重要性,例如布局约束、产品特性和工业4.0挑战,以提高MHS设计过程的有效性和准确性。为了评估产生的备选方案,提出了一组kpi,包括操作、经济、环境、安全和安保方面。这些kpi使决策者能够跨多个指标评估备选性能,帮助确定与公司目标一致的相关解决方案。kpi的结合提供了MHS备选方案的预评估,简化了随后的模拟和多标准决策过程。这项研究承认替代发电作为更广泛的MHS设计问题的一个组成部分的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Computers in Industry
Computers in Industry 工程技术-计算机:跨学科应用
CiteScore
18.90
自引率
8.00%
发文量
152
审稿时长
22 days
期刊介绍: The objective of Computers in Industry is to present original, high-quality, application-oriented research papers that: • Illuminate emerging trends and possibilities in the utilization of Information and Communication Technology in industry; • Establish connections or integrations across various technology domains within the expansive realm of computer applications for industry; • Foster connections or integrations across diverse application areas of ICT in industry.
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