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2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)最新文献

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Digital Twin-enhanced Approach for Supply Chain Disruption Management in Manufacturing Shop Floors 制造车间供应链中断管理的数字孪生增强方法
Kendrik Yan Hong Lim, Alejandro Seif, Nimish Agarwal, Nam Tuan Le
The recent global pandemic has exposed vulnerabilities in manufacturing and amplified prevailing concerns towards the development of resilient systems from a supply chain (SC) perspective. Industries are often faced with supply and demand-related disruptions, leading to production lines unable to cope with material shortage and demand spikes, resulting in missed opportunities or wastage. As a prevailing technology in the manufacturing domain, Digital twins (DT) has the potential to support SC disruption management with real-time connectivity, simulation, and decision support functionalities. Thus, this paper proposes a DT system designed to mitigate SC-related disruptions, and facilitates end-to-end visibility, process streamlining, and solution generation to meet these challenges. A case study featuring an individualized production shop floor is further explored to validate the effectiveness of this DT system in disruption management within the FMCG domain. This explorative study hopes to align manufacturing resilience concepts with industrial practices to suit today's academic and industrial environment.
最近的全球大流行暴露了制造业的脆弱性,并加剧了从供应链(SC)角度对弹性系统发展的普遍担忧。工业经常面临与供应和需求相关的中断,导致生产线无法应对材料短缺和需求激增,导致错失机会或浪费。作为制造领域的主流技术,数字孪生(DT)具有通过实时连接、仿真和决策支持功能来支持SC中断管理的潜力。因此,本文提出了一种DT系统,旨在减轻sc相关的中断,并促进端到端可见性、流程简化和解决方案生成,以应对这些挑战。进一步探讨了以个性化生产车间为特色的案例研究,以验证该DT系统在快速消费品领域中断管理中的有效性。本探索性研究希望将制造业弹性概念与工业实践相结合,以适应当今的学术和工业环境。
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引用次数: 3
Effectiveness of the Tactics for Small and Medium-sized Toy Factories in China in Dealing with European and US Toy Safety Requirements 中国中小玩具厂应对欧美玩具安全要求策略的有效性
C. Kwong, S. Mak, Chiho Li
There have been more and more customers and regulatory requirements in the toy industry. Small and medium-sized toy factories in China have been facing challenges to deal with European and US toy safety requirements. How to establish an effective management system to avoid product recalls or penalties becomes an important question, especially to small and medium-sized toy factories with limited resources. After literature review and a pilot study in 4 toy factories, a conceptual framework has been proposed. In January 2020, these 4 factories followed the framework and implemented the toy safety improvement schemes. In January 2021, they were interviewed again about their implementation status. The results showed that their capabilities in responding to European and US toy safety requirements had been lifted. Positive contributions from Toy safety assessment, Industry 4.0, and ISO 37301 (It supersedes ISO 19600:2014) were confirmed among the tactics. This study provides a valuable framework for manufacturers in selecting and implementing toy product safety tactics in responding to European and US requirements.
玩具行业有越来越多的客户和监管要求。中国的中小型玩具厂一直面临着应对欧美玩具安全要求的挑战。如何建立有效的管理制度,避免产品召回或处罚,成为一个重要的问题,特别是对于资源有限的中小型玩具厂。通过文献综述和4家玩具工厂的试点研究,提出了一个概念框架。2020年1月,这4家工厂遵循框架并实施了玩具安全改进计划。2021年1月,他们再次接受了关于实施情况的采访。结果显示,他们响应欧洲和美国玩具安全要求的能力已经提高。玩具安全评估、工业4.0和ISO 37301(取代ISO 19600:2014)的积极贡献在策略中得到确认。本研究为制造商选择和实施玩具产品安全策略以响应欧洲和美国的要求提供了一个有价值的框架。
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引用次数: 0
A Logical Database Design Methodology for MongoDB NoSQL Databases MongoDB NoSQL数据库的逻辑数据库设计方法
W. Mok
This paper presents a logical database design methodology for a MongoDB NoSQL database. Given a query, the design methodology is able to assist database designers to determine the best set of configurations of data, also known elsewhere as scheme trees, in the database such that the retrieval time of the query can be minimal or reduced. The design methodology first models an application of interest with a conceptual model. Based on our previous researches, the design methodology then generates from the conceptual model as few scheme trees as possible, which will eventually be implemented as MongoDB's collections in the database. To illustrate the design methodology, the COVID-19 data set was downloaded as an example application. The design methodology first conceptualized the data set with an Entity-Relationship model. Multiples queries were then devised to access various parts of the date set, whose executions required retrievals of the attribute values of all or some of the entity types and/or the relationship in the ER model. The design methodology then generated the best sets of scheme trees for the queries.
本文提出了一种MongoDB NoSQL数据库的逻辑数据库设计方法。给定一个查询,设计方法能够帮助数据库设计人员确定数据库中数据的最佳配置集(在其他地方也称为模式树),从而使查询的检索时间最小化或减少。设计方法首先用概念模型对感兴趣的应用程序进行建模。基于我们之前的研究,设计方法从概念模型中生成尽可能少的方案树,最终将作为MongoDB的集合在数据库中实现。为了说明设计方法,下载了COVID-19数据集作为示例应用程序。设计方法首先用实体-关系模型将数据集概念化。然后设计多个查询来访问日期集的各个部分,这些部分的执行需要检索ER模型中所有或某些实体类型和/或关系的属性值。然后,设计方法为查询生成最佳的方案树集。
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引用次数: 2
Untrimmed Operator Standard Cleaning Action Parsing Based on Deep Learning Method 基于深度学习方法的未修剪算子标准清洗动作解析
W. Pan, S. Chou
For the process in the clean room, small particles will not only cause environmental pollution, but also lead to the decrease of product yield. Therefore, it is important to clear away the particles from the body before entering the clean room. This paper described an existing approach for automated monitoring cleaning action on real-time camera. The current method of performing action recognition uses 3D convolutional neural network (3DCNN) and real-time object detection which uses You Only Look Once (YOLO) as backbone. To achieve untrimmed standard cleaning action parsing, our research proposes a new approach by combining the two methods with proposed mechanisms. In addition to considering coarse-grained analysis of different actions, this paper also proposed a fine-grained measure of action completion.
对于在洁净室进行的工艺,小颗粒不仅会造成环境污染,还会导致产品收率的降低。因此,在进入洁净室之前,清除体内的颗粒是很重要的。本文介绍了一种利用实时摄像机自动监控清洗动作的方法。目前的动作识别方法采用三维卷积神经网络(3DCNN)和以You Only Look Once (YOLO)为骨干的实时目标检测。为了实现未修剪的标准清理动作解析,我们的研究提出了一种将两种方法与所提出的机制相结合的新方法。除了考虑对不同动作的粗粒度分析外,本文还提出了一种细粒度的动作完成度量。
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引用次数: 1
Implementation of Lean Production for Achieving Low-cost Product: A Case Study of ABC Company 实施精益生产实现低成本产品:以ABC公司为例
Jonny
In today's highly competitive industry, achieving highest Process Cycle Efficiency (PCE) is a must for any company to gain competitive advantage including ABC company. This company has implemented Lean Production throughout the company's manufacturing facilities. In this initiative, a research is conducted using Value Stream Mapping (VSM) to follow all processes used by producing product A as one of the company's line of products. Through this tool, waste was able to be carefully identified and eliminated to gain low-cost product. By doing this, PCE of the company experienced an 56% increase from 15.60% to 29.60% and 44% pricing index. Thus, the implementation of this initiative has given insight that low-cost product can also be gained by improving PCE.
在当今竞争激烈的行业中,实现最高的过程循环效率(PCE)是任何公司获得竞争优势的必要条件,包括ABC公司。这家公司在整个公司的生产设施中实施了精益生产。在这项倡议中,使用价值流映射(VSM)进行了一项研究,以跟踪生产产品a作为公司产品线之一所使用的所有过程。通过该工具,可以仔细识别和消除浪费,从而获得低成本的产品。通过这样做,公司的PCE从15.60%提高到29.60%,价格指数提高了56%。因此,这一举措的实施使人们认识到,通过改进PCE也可以获得低成本产品。
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引用次数: 0
Modeling IoT and Big Data Impacts to Business Performance 建模物联网和大数据对业务绩效的影响
Jonny, Kriswanto, Matsumura Toshio
With the existence of Internet of Things that have ability to connect various devices through censors, the growth of data volume is increasing rapidly known as Big Data. Through this Big Data, many companies gained its insights as basis for better decision making to gain competitive advantage. However, past literatures have shown that these empirical results are still fragmented. Therefore, this paper aims to propose a model on how IoT Big Data impacts business performance. For modeling purposes, some elements are included such as: 1) Business Process Improvement, 2) Marketing Strategies, 3) Business Management Innovation, 4) Business Models and Organizational Culture, 5) Privacy and Ethics, 6) Business Performance. Furthermore, sampling of managers in manufacturing industry are gained to answer several questions regarding the model development. For analysis purposes, Smart PLS 3.0 is run to evaluate the fitness of the model with requirement of Goodness of Fit (GoF) above 0.38. After careful conduct, the model is robust and accurate. From this model it can be said that 1) Business Models & Organizational Culture positively influence Business Process Improvement while Privacy and Ethics negatively influence it, 2) Business Process Improvement positively influences Marketing Strategies, Business Management Innovation and Business Performance, and 3) both Marketing Strategies and Business Management Innovation positively influence Business Performance.
随着能够通过审查连接各种设备的物联网的存在,数据量的增长正在迅速增加,被称为大数据。通过这些大数据,许多公司获得了洞察,作为更好决策的依据,从而获得竞争优势。然而,过去的文献表明,这些实证结果仍然是碎片化的。因此,本文旨在提出一个物联网大数据如何影响业务绩效的模型。为了建模的目的,包括一些元素,如:1)业务流程改进,2)营销策略,3)业务管理创新,4)业务模型和组织文化,5)隐私和道德,6)业务绩效。此外,本文还对制造业的管理人员进行了抽样,以回答有关模型开发的几个问题。为了便于分析,我们运行Smart PLS 3.0来评估模型的适应度,要求模型的拟合优度(GoF)大于0.38。经过仔细的操作,该模型具有鲁棒性和准确性。从这个模型可以看出,1)业务模式和组织文化正向影响业务流程改进,隐私和道德负向影响业务流程改进;2)业务流程改进正向影响营销策略、业务管理创新和业务绩效;3)营销策略和业务管理创新都正向影响业务绩效。
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引用次数: 1
Extreme Learning Machine for Short and Mid-term Electricity Spot Prices Forecasting 短期和中期电力现货价格预测的极限学习机
I. M. Teixeira, A. P. Barroso, T. Marques
In a deregulated electricity market, market participants define trading strategies and models to assist the decision-making process. Companies whose operation is heavily dependent on this market are increasingly adopting electricity price forecasting models to identify sales and purchase contracts with the best price. This paper intends to contribute to the improvement of the decision-making process for purchasing electricity in the Iberian Electricity Market. The purpose is to develop a forecasting model for electricity spot prices based on prices established on the derivatives markets. The model uses Artificial Neural Networks trained with the Extreme Learning Machine algorithm to determine the monthly average spot prices for the next six months and provides a tool for making trading decisions considering the risk of exposure to spot market volatility. The forecasting model was applied in two scenarios: pre-pandemic and pandemic. The results prove that its application can contribute to improving decision-making for trading electricity in the short/medium term. Experimental results considering both scenarios show that the proposed model can provide month-ahead forecasts with an RMSE up to 6.38 €/MWh.
在解除管制的电力市场中,市场参与者定义交易策略和模型以协助决策过程。经营严重依赖该市场的公司越来越多地采用电价预测模型,以确定最优价格的销售和购买合同。本文旨在为改善伊比利亚电力市场的购电决策过程做出贡献。目的是建立一个基于衍生品市场价格的电力现货价格预测模型。该模型使用经过极限学习机算法训练的人工神经网络来确定未来六个月的月平均现货价格,并为考虑现货市场波动风险的交易决策提供工具。该预测模型应用于两种情景:大流行前和大流行。结果表明,该模型的应用有助于改善中短期电力交易决策。考虑两种情况的实验结果表明,该模型可以提供一个月前的预测,RMSE高达6.38€/MWh。
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引用次数: 2
A Weighted Subjective Skyline Approach for World University Ranking Systems 世界大学排名系统的加权主观天际线方法
Junyi Chai, Wenbin Liu
Multicriteria ranking has been the center of Multicriteria decision making (MCDM) for a long time, which usually assumes a simple structure of criteria and the objective values of evaluations. In this study, we develop a new multicriteria ranking approach that considers people's subjective attitudes on objective rankings and accommodates a hierarchical structure of criteria. Our new approach, called weighted subjective skyline ranking (WSSR), can capture people's tastes (or bias) under a hierarchy of multicriteria. As a unique behavioral feature, this WSSR accounts for the diminishing sensitivity of people. We can quantitatively characterize the influence of people's subjective attitudes in processing multicriteria ranking. We consider the world university ranking as a practical scenario of implementation through this study. Interestingly, using the WSSR uncovers essentials and bias in prevailing world university ranking systems. This study provides a deeper understanding of the influence of the human factor on multicriteria ranking.
长期以来,多准则排序一直是多准则决策的核心,多准则决策通常具有简单的准则结构和客观的评价值。在本研究中,我们开发了一种新的多标准排名方法,该方法考虑了人们对客观排名的主观态度,并适应了标准的层次结构。我们的新方法,称为加权主观天际线排名(WSSR),可以在多标准的层次结构下捕捉人们的品味(或偏见)。作为一种独特的行为特征,这种WSSR解释了人们敏感性的降低。我们可以定量表征人们的主观态度对多标准排序的影响。我们认为世界大学排名是通过本研究实施的一个实际场景。有趣的是,使用WSSR揭示了主流世界大学排名系统的本质和偏见。本研究对人为因素对多准则排名的影响有了更深入的认识。
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引用次数: 1
An Appropriateness Analysis for Additive Manufacturing Based on a Global Performance Index 基于全局绩效指标的增材制造适宜性分析
D. Nguyen
The appearance of layering manufacturing technologies as called 3D printing or additive manufacturing changed the way we design and fabricate the product. The more complex geometric surfaces of the product are able to be manufactured thanks to these technologies. However, these technologies still have several technological limitations such as materials, thermal deformation, removal of support structures, etc., and they have a strong influence on the manufacturability of the technology. Therefore, a new approach is presented in the paper that allows us to analyze the manufacturability for additive manufacturing based on the global performance index. The index is defined to evaluate the appropriateness of an additive manufacturing technology that we used to fabricate the designed product.
被称为3D打印或增材制造的分层制造技术的出现改变了我们设计和制造产品的方式。由于这些技术,产品更复杂的几何表面能够被制造出来。然而,这些技术仍然存在材料、热变形、移除支撑结构等几个技术限制,对技术的可制造性有很大影响。因此,本文提出了一种基于全局性能指标分析增材制造可制造性的新方法。该指标的定义是为了评估我们用于制造设计产品的增材制造技术的适当性。
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引用次数: 1
Reasons for Engineering Changes Affecting Part-specific Tools: An Investigation in the Automotive Industry
M. Kratzer, L. Bauch, T. Burkert, B. Szost, T. Bauernhansl
Engineering Changes (ECs) cause significant effort in the automotive industry. With increasing complexity and functionalities of vehicles on the one hand, and decreasing time to market on the other hand, managing ECs becomes more crucial. Especially ECs affecting part-specific tools consume much time and costs in the development of an automobile. To find strategies for reducing this effort, it is important to understand when and why ECs occur. Therefore, this paper first investigates the distribution over time of 3561 EC Orders (ECOs) of three vehicle development projects. A similar pattern with peaks after hardware development phases is observed. Second, the ECOs are categorized according to their reasons. The most frequent reasons are assembly problems, design, and geometric conflicts. Third, the share of reasons over time is analyzed. Whereas some reasons like cost reduction occur early in the development process, others like assembly problems or acoustics appear later. The authors suggest that some ECs with reasons like acoustics should be either done earlier or reduced e.g. through increased virtual validation whereas others with reasons like design should be done more efficiently.
工程变更(ECs)在汽车工业中引起了巨大的努力。随着车辆的复杂性和功能的增加,以及上市时间的缩短,管理ec变得更加重要。在汽车的开发过程中,影响零件专用工具的ECs消耗了大量的时间和成本。为了找到减少这种努力的策略,重要的是要了解ec发生的时间和原因。因此,本文首先研究了三个汽车开发项目的3561个EC订单(eco)的时间分布。在硬件开发阶段之后观察到一个类似的峰值模式。其次,根据其产生的原因对其进行分类。最常见的原因是装配问题、设计和几何冲突。第三,分析了不同时期的原因占比。成本降低等原因出现在开发过程的早期,而装配问题或声学问题等其他原因则出现在较晚的阶段。作者建议,一些基于声学等原因的ec应该更早完成,或者通过增加虚拟验证来减少,而其他基于设计等原因的ec应该更有效地完成。
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引用次数: 1
期刊
2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)
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