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

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Cyber-physical System-based Workshop and a Case Study of Chinese Machinery Manufacturing Company 基于信息物理系统的车间与中国机械制造公司案例研究
T. Zhou, Z. H. Chen, X. Ming, Y. Chang
Oriented by mass customization in recent years, manufacturing enterprises need to transform their traditional workshops to smart workshop. Cyber-physical system (CPS), as a core of industry 4.0, plays an essential role in smart manufacturing. By applying CPS, the traditional workshop will shift into a new paradigm with intelligence and flexibility. However, the implementation of CPS in workshop is a complex task, which is still in its infancy. Thus, this paper presents a comprehensive perspective on CPS-based workshop, which can facilitate the implementation CPS-based workshop in industry. At first, seven features of CPS-based workshop are identified, including self-sensing, self-awareness, self-assessment, self-optimization, self-adjustment, self-configuration, and self-control. Then, the architecture of CPS-based workshop is proposed from technical perspective. Next, a conceptual model of CPS-based workshop is developed, which presents the three fundamental elements and closed-loop mechanism of CPS-based workshop. Finally, a case study of Chinese machinery manufacturing company illustrates the feasibility of implementing CPS-based workshop in industry.
近年来,在大规模定制的趋势下,制造企业需要将传统车间转变为智能车间。信息物理系统(CPS)作为工业4.0的核心,在智能制造中发挥着至关重要的作用。通过应用CPS,传统的工作坊将转变为具有智能和灵活性的新范式。然而,CPS在车间的实施是一项复杂的任务,目前还处于起步阶段。因此,本文对基于cps的车间提出了一个全面的视角,可以促进基于cps的车间在工业中的实施。首先确定了基于cps的工作坊的七个特征,包括自我感知、自我意识、自我评估、自我优化、自我调整、自我配置和自我控制。然后,从技术角度提出了基于cps的车间体系结构。其次,建立了基于cps的车间概念模型,提出了基于cps的车间的三个基本要素和闭环机制。最后,以中国机械制造企业为例,说明了在工业中实施cps车间的可行性。
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引用次数: 0
A Heuristic-IRM Method on Hard Disk Failure Prediction in Out-of-distribution Environments 非分布环境下硬盘故障预测的启发式irm方法
Jichao Wang, Ran Zhang, Guanqiang Qi, Lanqing Hong
The hard disk drives (HDD) are essential devices lying in primary layers of diverse information infrastructure. Long-term disk failure predictions are crucial to the stability and robustness of storage systems for data centers. In this paper, a domain adaption method is developed to improve prediction performance in out-of-distribution disk datasets. We propose heuristic invariant risk minimization (HIRM) with a new loss function to deal with imbalanced data. The HIRM combined with machine learning models are verified to promote the accuracy and stability in out-of-distribution (OoD) data. When hard disks with new SMART feature distribution are introduced into the data center, the proposed HIRM algorithm achieves better results than vanilla neural networks. A numerical example using the data from the BackBlaze data center is shown to illustrate the application of our HIRM model. The aims of each person are different.
硬盘驱动器(HDD)是位于各种信息基础设施的主要层中的基本设备。长期磁盘故障预测对于数据中心存储系统的稳定性和健壮性至关重要。本文提出了一种领域自适应方法来提高非分布磁盘数据集的预测性能。我们提出了一种带有新的损失函数的启发式不变风险最小化(HIRM)方法来处理不平衡数据。验证了HIRM与机器学习模型相结合,提高了对超分布(OoD)数据的准确性和稳定性。当数据中心中引入具有新的SMART特征分布的硬盘时,所提出的HIRM算法比普通神经网络获得了更好的结果。以BackBlaze数据中心的数据为例,说明了HIRM模型的应用。每个人的目标都不一样。
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引用次数: 2
Measuring Smart Cities: Identification of Smart Society Indicators in Indonesia 衡量智慧城市:印尼智慧社会指标的确定
D. D. Pangestuti, T. D. Susanto, L. Trisunarno
In building Smart City in urban and village supported by information and communication technology and also government or commonly called e-Government. In recent years, there has been a drastic increase in the complexity of the internet, digitization and Artificial intelligence [24]. In the utilization of ICT technology in the region in Indonesia, there are many benefits of technology have positive impacts on Indonesian society. In one dimension Smart City is smart society that depends on human resources owned. In measuring the success of smart society in the smart city, variables and supporting indicators are required. This research aims to identify the variables and indicators of the smart society in the smart city, especially the intelligent technology that becomes the Smart City enabler dimension. Qualitative methods through literature studies, interviews or focus group discussion (FGD). Researchers found of these informants and papers are 4 variables are prioritized in smart society position in smart city concept. The four variables found were community, learning, security, and creativity.
在信息和通信技术的支持下,在城市和乡村建设智慧城市,也就是政府或通常所说的电子政务。近年来,互联网、数字化和人工智能的复杂性急剧增加[24]。在ICT技术在印尼地区的应用中,有许多技术的好处对印尼社会产生了积极的影响。在一个维度上,智慧城市是依赖于人力资源所拥有的智慧社会。衡量智慧城市中智慧社会的成功与否,需要变量和支撑指标。本研究旨在识别智慧城市中智慧社会的变量和指标,特别是成为智慧城市使能者维度的智能技术。定性方法通过文献研究,访谈或焦点小组讨论(FGD)。研究人员从这些信息提供者和论文中发现,在智慧城市概念中,有4个变量在智慧社会中处于优先地位。发现的四个变量是社区、学习、安全和创造力。
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引用次数: 0
Autonomous Deep-sea Shipping - The Economist's View 自主深海航运——经济学人的观点
R. Adland, S. Strandenes
For the past decade, autonomous ships have been touted as the next revolution in maritime transport, on par with the switch from sail to steam. Yet, despite large research funding and effort, technological progress remain slow and commercial uptake is largely non-existent. In this paper we go through some of the key arguments for the introduction of autonomous ships in deep-sea trades and highlight some of the challenges in the business case for unmanned autonomous ships.
在过去的十年里,无人驾驶船舶被吹捧为海上运输的下一次革命,与从帆船到蒸汽的转变相提并论。然而,尽管有大量的研究资金和努力,技术进步仍然缓慢,商业应用基本上不存在。在本文中,我们介绍了在深海贸易中引入自主船舶的一些关键论点,并强调了无人驾驶自主船舶商业案例中的一些挑战。
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引用次数: 0
Development of a Model to Evaluate the Potential of 5G Technology for Latency-critical Applications in Production 开发模型以评估5G技术在生产中延迟关键应用的潜力
Raphael Kiesel, F. Boehm, J. Pennekamp, R. Schmitt
Latency-critical applications in production promise to be essential enablers for performance improvement in production. However, they require the right and often wireless communication system. 5G technology appears to be an effective way to achieve communication system for these applications. Its estimated economic benefit on production gross domestic product is immense ($740 billion Euro until 2030). However, 55% of production companies state that 5G technology deployment is currently not a subject matter for them and mainly state the lack of knowledge on benefits as a reason. Currently, it is missing an approach or model for a use case specific, data-based evaluation of 5G technology influence on the performance of production applications. Therefore, this paper presents a model to evaluate the potential of 5G technology for latency-critical applications in production. First, we derive requirements for the model to fulfill the decision-makers' needs. Second, we analyze existing evaluation approaches regarding their fulfillment of the derived requirements. Third, based on outlined research gaps, we develop a model fulfilling the requirements. Fourth, we give an outlook for further research needs.
生产环境中的延迟关键型应用程序有望成为提高生产环境性能的重要推动者。然而,它们需要合适的无线通信系统。5G技术似乎是实现这些应用的通信系统的有效途径。据估计,它对国内生产总值的经济效益是巨大的(到2030年将达到7400亿欧元)。然而,55%的生产企业表示,5G技术部署目前不是他们的主题,主要原因是缺乏对利益的了解。目前,它缺少一种方法或模型,用于特定于用例的、基于数据的5G技术对生产应用程序性能影响的评估。因此,本文提出了一个模型来评估5G技术在生产中延迟关键应用的潜力。首先,我们推导出模型的需求,以满足决策者的需求。其次,我们分析了现有的评估方法对衍生需求的实现情况。第三,基于概述的研究差距,我们开发了一个满足需求的模型。第四,展望了进一步研究的需要。
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引用次数: 3
Application of Simulation Technique in Improvement of Intra-hospital Patient Transfer: A Provincial Hospital Center in Northern Thailand 模拟技术在改善院内病人转移中的应用:泰国北部一家省级医院中心
T. Phongthiya, C. Kasemset, S. Poomsuk, W. Lertcharoenpaisan
Intra-hospital patient transfer is one important aspect of patient care since a delay in transfer can severely affect the patient's treatment. The case study hospital was facing a problem of intra-hospital patient transfer during peak hours (8:00 a.m. to 4:00 p.m.) due to the high number of patients and limited number of staff to provide service. The objective of this study was to propose the strategies to improve the intra-hospital patient transfer process in the case study hospital and to apply the simulation technique using the Arena simulation software to evaluate the proposed strategies. This study evidenced that the suggested strategies could help to reduce intra-hospital patient transfer times and increase the number of patient transfer cases of one staff from 15 to 17 cases (11.8%) at transfer center A and from 16 to 17 cases (5.9%) at transfer center B. This study provides contributions to the existing academic literature as it showed how the healthcare system in Thailand was managed as well as how the Arena simulation software is utilized to evaluate the effectiveness of healthcare management strategies.
院内患者转移是患者护理的一个重要方面,因为延迟转移会严重影响患者的治疗。该案例研究医院在高峰时间(上午8点至下午4点)由于患者人数众多,而提供服务的工作人员数量有限,因此面临院内患者转移的问题。本研究的目的是提出改善案例研究医院院内患者转移过程的策略,并使用Arena模拟软件应用模拟技术来评估所提出的策略。这项研究证明,提出的策略可以帮助减少intra-hospital病人传输时间和增加病人转移情况下的一个工作人员从15到17例(11.8%)在传输中心,从16到17例(5.9%)在传输中心b .本研究现有的学术文献提供的贡献,因为它展示了在泰国的医疗系统管理以及如何利用领域仿真软件评估的有效性医疗保健管理策略。
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引用次数: 2
Onomatopoeia Search System Focused on Attributes Based on Sensibility and Various Sounds 基于感性和多音属性的拟声词检索系统
R. Yamada, T. Ito, S. Ishizu
In recent years, several onomatopoeias have been used in food advertisements as words to express texture. When consumers observe onomatopoeias in advertisements, they link them to food sales by associating them with the willingness to purchase a particular product. It is important to select onomatopoeias that appropriately express the product image. If the most suitable onomatopoeias that represent the advertised product or review text can be searched, it will be easier for consumers to understand the product better, and the advertisement, as a result, will be successful. The purpose of this study was to identify the attributes that characterize onomatopoeias from user reviews and to analyze the relationship between the sounds of onomatopoeias and each of their attributes to construct a system that can search for onomatopoeias by matching attribute images. In the proposed system, onomatopoeia words were extracted by arranging the onomatopoeias on a plane using principal component analysis and then clicking on this plane using a mouse. In addition, we confirmed whether the extracted onomatopoeias matched the images of the attributes through verification experiments.
近年来,一些拟声词在食品广告中被用作表达质感的词语。当消费者在广告中看到象声词时,他们通过将它们与购买特定产品的意愿联系起来,将它们与食品销售联系起来。选择恰当表达产品形象的拟声词是很重要的。如果能够搜索到代表广告产品或评论文字的最合适的拟声词,消费者就更容易更好地了解产品,广告也就成功了。本研究的目的是从用户评论中识别表征拟声词的属性,并分析拟声词的声音与其各属性之间的关系,从而构建一个通过匹配属性图像来搜索拟声词的系统。在拟声词提取系统中,利用主成分分析方法将拟声词排列在一个平面上,然后用鼠标点击该平面进行拟声词提取。此外,我们通过验证实验确认提取的拟声词是否与属性图像匹配。
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引用次数: 2
Situational Awareness and Flight Approach Phase Event Recognition Based on Psychophysiological Measurements 基于心理生理测量的态势感知与飞行进近阶段事件识别
Qinbiao Li, Cho Yin Yiu, S. C. Yu, K. Ng
Situational awareness (SA) is a key parameter for air traffic control officers (ATCOs) when performing complex tasks in ATC. Identifying the potential lack of SA can avoid serious human errors and assist users to make proper decisions in ATC tasks. This paper aims to evaluate the SA of ATCOs by discriminating various SA levels via commonly used dry-sensor electroencephalography (EEG). This research also provides fundamentals and guidance for further research on SA. In this experiment, 10 participants are recruited to imitate ATCOs and perform three tasks accordingly. The results demonstrated a significant increase in the alpha wave while having a low beta wave with a high Beta power spectrum in channels FC6, F7, and T8 when comparing the projection scenario with the perception scenario. This research further reveals the relationship between various SA statuses and the corresponding physiological feedback, with reasonable measures in non-ideal situations.
在空中交通管制中,态势感知是空管人员执行复杂任务的关键参数。识别潜在的SA缺乏可以避免严重的人为错误,并帮助用户在ATC任务中做出正确的决策。本文旨在通过常用的干传感器脑电图(EEG)区分不同的SA水平来评估ATCOs的SA。本研究也为SA的进一步研究提供了基础和指导。在本实验中,招募了10名参与者来模仿atco,并相应地执行三个任务。结果表明,与感知情景相比,在FC6、F7和T8通道α波明显增加,而β波较低,β波功率谱较高。本研究进一步揭示了各种SA状态与相应的生理反馈之间的关系,并在非理想情况下采取合理措施。
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引用次数: 2
Optimization of AGV Dispatching Based on Petri Net Towards Smart Manufacturing System 面向智能制造系统的Petri网AGV调度优化
Shangjia Xiang, Y. Lv
As the key technique of smart manufacturing, Automated Guided Vehicles(AGV) are widely adopted in automatic material handling systems. How to dispatch AGVs for material distribution so as to support better production has always been a problem for smart factories as there might be different complex constraints in a real practical manufacturing environment. Petri Nets as a powerful system modeling tool is capable to demonstrate the discrete states/events in real systems. Therefore, a Petri net model is established in this paper to describe the workshop production process with AGVs for material delivery, and Platform Independent Petri Net Editor(PIPE) is used to analyze the resource changes via simulation analysis. The invariant analysis is adopted to represent structure characteristics, combined with the simulation result from PIPE, resource utilization can be obtained and a reconfiguration of AGVs will also be suggested. Finally, based on improved AGV configuration the dispatching scheduling is provided.
自动导引车(AGV)作为智能制造的关键技术,被广泛应用于自动化物料搬运系统中。如何调度agv进行物料配送,以支持更好的生产,一直是智能工厂面临的一个问题,因为在真实的实际制造环境中可能存在不同的复杂约束。Petri网作为一种功能强大的系统建模工具,能够演示实际系统中的离散状态/事件。因此,本文建立了一个Petri网模型来描述agv进行物料输送的车间生产过程,并使用平台独立Petri网编辑器(PIPE)通过仿真分析对资源变化进行分析。采用不变量分析来表示结构特征,结合PIPE的仿真结果,得出资源利用率,并提出agv的重构方案。最后,给出了基于改进AGV配置的调度调度方法。
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引用次数: 1
Improving Competitiveness Through the Application of Cost Estimation Models in the South African Automotive Industry 通过成本估算模型在南非汽车工业中的应用来提高竞争力
P. Naicker, O. Olanrewaju
Optimal sourcing decisions have become a critical factor to maintaining and improving the competitiveness of organizations operating in a globally competitive environment. This research utilized a case study approach to determine the impact of cost estimation models on the competitiveness of organizations in the South African automotive industry. A parametric cost estimation model was adopted and applied to the sourcing processes at an automotive manufacturer situated in Durban, Kwa-Zulu Natal to support the introduction of the next generation passenger vehicle. Additionally, the sourcing process was redesigned to incorporate the parametric cost estimation model. The model was generated on Microsoft Excel, making it cost effective and user friendly. It was shown that the application of the cost estimation yielded favorable results and significantly improved the competitiveness of the organisation studied.
最佳采购决策已成为维持和提高在全球竞争环境中运作的组织的竞争力的关键因素。本研究利用案例研究方法来确定成本估算模型对南非汽车行业组织竞争力的影响。采用参数成本估算模型并将其应用于位于夸祖鲁纳塔尔省德班的一家汽车制造商的采购过程,以支持下一代乘用车的引入。此外,对采购过程进行了重新设计,以纳入参数成本估算模型。该模型是在Microsoft Excel上生成的,使其具有成本效益和用户友好性。结果表明,成本估算的应用产生了良好的效果,并显著提高了所研究组织的竞争力。
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引用次数: 0
期刊
2021 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)
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