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Enterprise Information Systems: 23rd International Conference, ICEIS 2021, Virtual Event, April 26–28, 2021, Revised Selected Papers 企业信息系统:第23届国际会议,ICEIS 2021,虚拟事件,2021年4月26-28日,修订论文选集
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2022-01-01 DOI: 10.1007/978-3-031-08965-7
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引用次数: 0
Security and safety assurance of collaborative manufacturing in industry 4.0 工业4.0中协同制造的安全保障
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-12-05 DOI: 10.1080/17517575.2021.2008512
Z. Bi, Bin Chen, Lida Xu, Chong Wu, C. Malott, M. Chamberlin, T. Enterline
ABSTRACT Industry 4.0 provides an ideal platform to support a direct interaction of humans and machines in adapting changes and uncertainties in system operations. However, a physical human-machine interaction must assure security and safety. The safety requirements of collaborative manufacturing are explored and the techniques to assure safety in different collaboration modes are investigated to identify the challenges of safety assurance of human–machine collaborations in shared workspaces. In addition, system-level safety requirements of collaborative manufacturing are discussed to reveal the importance of sustaining similar safety levels for all system components and tools in developing an integrated collaborative system.
摘要工业4.0提供了一个理想的平台来支持人和机器的直接交互,以适应系统运行中的变化和不确定性。然而,物理人机交互必须确保安全。探讨了协同制造的安全要求,并研究了在不同协作模式下确保安全的技术,以确定共享工作空间中人机协作的安全保障挑战。此外,还讨论了协同制造的系统级安全要求,以揭示在开发集成协同系统时,所有系统组件和工具保持相似安全级别的重要性。
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引用次数: 7
Impacts of social networks in an agent-based artificial stock market 基于智能体的人工股票市场中社会网络的影响
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-12-01 DOI: 10.1080/17517575.2021.2008514
Xiaoting Dai, Jie Zhang, Victor Chang
ABSTRACT We propose an agent-based artificial stock market to investigate the influences of social networks on financial markets. It contains four types of traders whose information sets and trading strategies are different. The application of artificial intelligence is employed in informed and uninformed traders’behaviour and heterogeneity. When information is exogenous, social networks result in higher volatility and trading volume and lower price distortion and bid-ask spread. When information is endogenous, the influences are reversed. The reason is that social networks harm information production after traders tend to rely on information from communication, instead of spending a cost on it..
摘要本文提出了一个基于智能体的人工股票市场来研究社会网络对金融市场的影响。它包含四种类型的交易者,他们的信息集和交易策略不同。人工智能的应用是在知情和不知情的交易者的行为和异质性。当信息是外生的,社会网络导致更高的波动性和交易量,更低的价格扭曲和买卖价差。当信息是内生的,影响是相反的。原因是社交网络损害了信息的生产,因为交易者倾向于依赖来自沟通的信息,而不是在信息上花费成本。
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引用次数: 2
A prediction model for complex equipment remaining useful life using gated recurrent unit complex networks 基于门控递归单元复杂网络的复杂设备剩余使用寿命预测模型
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-11-30 DOI: 10.1080/17517575.2021.2008515
Sheng Tong, Jie Yang, Haohua Zong
ABSTRACT Complex equipment has the characteristics of diverse feature types, complex internal structures, and timing information coupling. This paper realizes a complex gated recurrent unit (GRU) network that contains monotonicity-Las Vegas wrapper based feature selection and accelerated GRU based RUL prediction. By eliminating useless data and noise data, the input data volume of the prediction model is reduced, and the efficiency and accuracy of the RUL prediction for complex equipment are effectively improved. The experimental results show our method can predict the RUL of complex equipment more efficiently and increase the prediction accuracy of GRU by 18.3%.
摘要复杂设备具有特征类型多样、内部结构复杂、时序信息耦合等特点。本文实现了一个复杂门控递归单元(GRU)网络,该网络包含基于单调拉斯维加斯包装器的特征选择和基于GRU的RUL预测。通过消除无用数据和噪声数据,减少了预测模型的输入数据量,有效地提高了复杂设备RUL预测的效率和准确性。实验结果表明,该方法可以更有效地预测复杂设备的RUL,并将GRU的预测精度提高18.3%。
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引用次数: 1
Bridging the Strategy Execution Gap of Designing Intelligent Talent Acquisition Systems Using Enterprise Modelling and Simulation 利用企业建模与仿真弥合设计智能人才获取系统的战略执行差距
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-11-29 DOI: 10.1080/17517575.2021.2005149
Amjad Fayoumi, P. Loucopoulos
ABSTRACT The development of modern intelligent systems poses numerous challenges in their strategic alignment and their effectiveness to a greater extent. Enterprise modelling emerged as a significant paradigm for holistic and systematic enterprise analysis and design. We develop a multi-view approach based on enterprise modelling and simulation that bridges the strategy execution gap between talent acquisition processes and the underlying intelligent information systems design. The approach integrates a set of techniques and tools that are rooted in the conceptual modelling paradigm. We demonstrate the value of the proposed approach in a case study, and then discuss its practical and theoretical implications.
现代智能系统的发展在更大程度上对其战略一致性和有效性提出了许多挑战。企业建模作为整体和系统的企业分析和设计的重要范例而出现。我们开发了一种基于企业建模和仿真的多视角方法,弥合了人才获取过程和底层智能信息系统设计之间的战略执行差距。该方法集成了一组植根于概念建模范式的技术和工具。我们在一个案例研究中论证了所提出的方法的价值,然后讨论了其实践和理论意义。
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引用次数: 4
Robotic process automation - a systematic mapping study and classification framework 机器人过程自动化——一个系统的绘图研究和分类框架
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-11-15 DOI: 10.1080/17517575.2021.1986862
Judith Wewerka, M. Reichert
ABSTRACT Robotic Process Automation (RPA) deals with the automation of rule-based process tasks to increase process efficiency and to reduce process costs. Due to the utmost importance of business process automation in industry, RPA attracts increasing attention in the scientific field as well. This paper presents the state-of-the-art in the RPA field by means of aSystematic Mapping Study (SMS). In this SMS, 63 publications are identified and analysed. From the SMS findings, aframework for systematically analysing, and comparing RPA works is derived. The discovered thematic clusters suggest further investigations to develop amore elaborated structural research approach for RPA.
摘要机器人过程自动化(RPA)处理基于规则的过程任务的自动化,以提高过程效率并降低过程成本。由于业务流程自动化在工业中的重要性,RPA在科学领域也越来越受到关注。本文通过系统映射研究(SMS)介绍了RPA领域的最新进展。在该SMS中,确定并分析了63份出版物。根据SMS的发现,导出了系统分析和比较RPA工作的框架。所发现的专题集群建议进行进一步的研究,以开发更详细的RPA结构研究方法。
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引用次数: 26
A systems approach to improve reliability of a contract by Modularising contract’s information flow architecture: a new contribution to risk mitigation in projects management 通过模块化合同信息流架构提高合同可靠性的系统方法:对降低项目管理风险的新贡献
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-11-09 DOI: 10.1080/17517575.2021.1971773
A. Mollajan, S. Iranmanesh, R. Tavakkoli-Moghaddam
ABSTRACT To achieve a good architecture for information flow in a contract capable of withstanding environmental disruptive events, the present study employs systems engineering approaches and proposes a reliable design for the architecture by modularising the concerned architecture. The study argues that the ‘modularisation’ can avoid propagation of damage(s) from one component to another. The authors present a methodology for designing a reliable architecture for information flow in a contract by utilizing design structure matrix (DSM) methodology and axiomatic design theory (ADT). Results from the application of the method showed that modularisation was increased and the overall reliability was significantly enhanced
摘要:为了在能够承受环境破坏事件的合同中实现良好的信息流架构,本研究采用了系统工程方法,并通过模块化相关架构,提出了一种可靠的架构设计。该研究认为,“模块化”可以避免损伤从一个组件传播到另一个组件。作者提出了一种利用设计结构矩阵(DSM)方法和公理化设计理论(ADT)为合同中的信息流设计可靠体系结构的方法。应用结果表明,该方法提高了模块化程度,整体可靠性显著提高
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引用次数: 1
Making autonomous vehicle systems human-like: lessons learned from accident experiences in traffic 让自动驾驶汽车系统人性化:从交通事故经验中吸取的教训
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-11-08 DOI: 10.1080/17517575.2021.1998641
C. K. H. Lee, K. Wu
ABSTRACT The COVID-19 pandemic has hastened the adoption of autonomous vehicles (AVs) to minimise human-to-human contact. Yet, prior investigations suggest that AVs are accident-prone when they behave differently from humans. It is necessary to design an autonomous vehicle system (AVS) that can take human behaviour into account. This study capitalises on the wealth of data from traffic accidents caused by humans and discovers association rules to improve AVSs. Findings show that fatal accidents likely co-occur with “right near”, “head on” or “lane side swipe” scenarios. They provide important implications for designing traffic scenarios that are critical for training an AVS.
摘要新冠肺炎疫情加速了自动驾驶汽车(AV)的采用,以最大限度地减少人与人之间的接触。然而,先前的调查表明,当AV的行为与人类不同时,它们很容易发生事故。有必要设计一种能够考虑人类行为的自动驾驶汽车系统。这项研究利用了人类造成的交通事故的丰富数据,并发现了改善AVS的关联规则。调查结果显示,致命事故可能与“右近”、“头朝上”或“车道侧扫”场景同时发生。它们为设计对训练AVS至关重要的交通场景提供了重要的启示。
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引用次数: 1
Blockchain technology and its applications in agriculture and supply chain management: a retrospective overview and analysis 区块链技术及其在农业和供应链管理中的应用:回顾与分析
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-10-27 DOI: 10.1080/17517575.2021.1995783
Praveen Ranjan Srivastava, Z. Zhang, Prajwal Eachempati
ABSTRACT The paper undertakes a bibliometric study to analyse and identify emerging themes for future research in blockchain technology, focusing on agriculture and supply chain management domains. A sample of 1322 articles from Web of Science for 2015–2020 is the basis of the study. The publications are grouped into five clusters, of which Cluster 1 is consistently dominant in the Information Systems publication landscape. Clusters 2, 3, and 4 are evolving, and topics with scant coverage are primarily in Cluster 5, indicating saturation in the area of interdisciplinary studies. The results provide valuable insights for potential contributors and global audiences.
摘要本文进行了一项文献计量研究,以分析和确定区块链技术未来研究的新兴主题,重点关注农业和供应链管理领域。这项研究的基础是《科学网》2015-2020年的1322篇文章样本。这些出版物分为五类,其中第1类在信息系统出版物领域始终占主导地位。第2组、第3组和第4组正在发展,覆盖范围不足的主题主要在第5组,这表明跨学科研究领域已经饱和。研究结果为潜在贡献者和全球受众提供了宝贵的见解。
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引用次数: 11
Improved t-SNE in Anomaly Detection of Cloud Virtual Machine 改进的t-SNE在云虚拟机异常检测中的应用
IF 4.4 4区 计算机科学 Q1 Computer Science Pub Date : 2021-10-26 DOI: 10.1080/17517575.2021.1995784
Fu Zhuang, Guoyuan Lin, Huanye He, Yifan Zhang, Yonggang Li, Hao Gu
ABSTRACT Aiming at high computation time in the process of cloud virtual machine anomaly detection, a C-t-SNE algorithm suitable for cloud is proposed. The algorithm classifies the virtual machines according to the different tasks, constructs the projection space according to the relevant parameters of the cloud virtual machines. Before dimensionality reduction, comparison datasets are extracted from each cloud virtual machine according to the relationship between the cloud virtual machine and the task. In the process of dimensionality reduction, all cloud virtual machines are replaced by comparison datasets, so as to reduce the number of data comparison and the calculation time.
摘要针对云虚拟机异常检测过程中计算时间长的问题,提出了一种适用于云的C-t-SNE算法。该算法根据不同的任务对虚拟机进行分类,根据云虚拟机的相关参数构建投影空间。在降维之前,根据云虚拟机与任务之间的关系,从每个云虚拟机中提取比较数据集。在降维过程中,所有云虚拟机都被比较数据集取代,以减少数据比较的次数和计算时间。
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引用次数: 1
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Enterprise Information Systems
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