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Multi-Perspective Clustering of Process Execution Traces 过程执行轨迹的多视角聚类
Pub Date : 2019-02-05 DOI: 10.18417/emisa.14.2
S. Jablonski, Maximilian Röglinger, Stefan Schönig, K. Wyrtki
Process mining techniques enable extracting process models from process event logs. Problems can arise if process mining is applied to event logs of flexible processes that are extremely heterogeneous. Here, trace clustering can be used to reduce the complexity of logs. Common techniques use isolated criteria such as activity profiles for clustering. Especially in flexible environments, however, additional data attributes stored in event logs are a source of unused knowledge for trace clustering. In this paper, we present a multi-perspective trace clustering approach that improves the homogeneity of trace subsets. Our approach provides an integrated definition of similarity between traces by defining a distance measure that combines information about executed activities, performing resources, and data values. The evaluation with real-life event logs, one from a hospital and one with traffic fine data, shows that the homogeneity of the resulting clusters can be significantly improved compared to existing techniques.
流程挖掘技术可以从流程事件日志中提取流程模型。如果将流程挖掘应用于极其异构的灵活流程的事件日志,可能会出现问题。在这里,可以使用跟踪集群来降低日志的复杂性。常用技术使用孤立的标准(如活动配置文件)进行集群。但是,特别是在灵活的环境中,存储在事件日志中的附加数据属性是跟踪集群中未使用的知识的来源。本文提出了一种多视角轨迹聚类方法,提高了轨迹子集的同质性。我们的方法通过定义一个结合了有关已执行的活动、正在执行的资源和数据值的信息的距离度量,提供了轨迹之间相似性的集成定义。对真实事件日志(一个来自医院,另一个来自交通罚款数据)的评估表明,与现有技术相比,所得聚类的同质性可以得到显著改善。
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引用次数: 9
Drivers and Barriers for Microservice Adoption - A Survey among Professionals in Germany 采用微服务的驱动因素和障碍——对德国专业人士的调查
Pub Date : 2019-01-04 DOI: 10.18417/emisa.14.1
H. Knoche, W. Hasselbring
Microservices are an architectural style for software which currently receives a lot of attention in both industry and academia. Several companies employ microservice architectures with great success, and there is a wealth of blog posts praising their advantages. Especially so-called Internet-scale systems use them to satisfy their enormous scalability requirements and to rapidly deliver new features to their users. But microservices are not only popular with large, Internet-scale systems. Many traditional companies are also considering whether microservices are a viable option for their applications. However, these companies may have other motivations to employ microservices, and see other barriers which could prevent them from adopting microservices. Furthermore, these drivers and barriers possibly differ among industry sectors. In this article, we present the results of a survey on drivers and barriers for microservice adoption among professionals in Germany. In addition to overall drivers and barriers, we particularly focus on the use of microservices to modernize existing software, with special emphasis on implications for runtime performance and transactionality. We observe interesting differences between early adopters who emphasize scalability of their Internet-scale systems, compared to traditional companies which emphasize maintainability of their IT systems.
微服务是一种软件架构风格,目前在业界和学术界都受到了广泛关注。一些公司使用微服务架构取得了巨大的成功,并且有大量的博客文章赞扬了它们的优势。特别是所谓的互联网规模的系统使用它们来满足其巨大的可伸缩性需求,并快速向用户交付新功能。但是微服务并不仅仅在大型互联网级系统中流行。许多传统公司也在考虑微服务对于他们的应用来说是否可行。然而,这些公司可能有其他使用微服务的动机,并且看到了其他可能阻止他们采用微服务的障碍。此外,这些驱动因素和障碍可能因行业而异。在这篇文章中,我们展示了一项关于德国专业人士采用微服务的驱动因素和障碍的调查结果。除了总体的驱动因素和障碍之外,我们还特别关注微服务的使用,以使现有软件现代化,特别强调对运行时性能和事务性的影响。我们观察到,早期采用者强调互联网规模系统的可伸缩性,而传统公司强调IT系统的可维护性,两者之间存在有趣的差异。
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引用次数: 57
Product-Service-Systems 产品服务系统
Pub Date : 2018-10-01 DOI: 10.18417/emisa.13.16
Paul Christoph Gembarski, R. Lachmayer
Despite their very similar objectives, delimitations or associations between the two business types of mass customization and providers of product-service-systems (PSS) cannot be found in literature. In the following article, both business types are compared with each other and mapped into a common businesstypological framework, the product-process-baseline-change matrix. Following that, the development of PSS is characterized especially with regard to the (re-)configurability of PSS over the life-cycle. Since product configuration is one of the key tools in the development and the customer co-design process in mass customization, its application to PSS is evaluated and present PSS-configuration approaches are discussed.
尽管它们的目标非常相似,但在文献中无法找到大规模定制和产品服务系统(PSS)提供商这两种业务类型之间的界限或联系。在下面的文章中,将对这两种业务类型进行相互比较,并将其映射到一个通用的业务类型学框架,即产品-流程-基线-变更矩阵。随后,PSS的发展特点,特别是关于PSS在整个生命周期的可重构性。由于产品配置是大规模定制开发和客户协同设计过程中的关键工具之一,本文对其在PSS中的应用进行了评估,并对现有的PSS配置方法进行了讨论。
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引用次数: 3
Introduction to the Special Issue on Smart Service Engineering “智能服务工程”特刊简介
Pub Date : 2018-10-01 DOI: 10.18417/emisa.13.13
Oliver Thomas, Markus Nüttgens, M. Fellmann
At present, the importance of services is increasing significantly in times of modernization and digitization of production systems. While the challenges of “Industry 4.0”, the “Industrial Inter- net of Things”, cyber-physical systems and smart factories are progressively being discussed at the product level, the question of how far services can be developed on the basis of a broad information base can also be specifically raised at the service level. The resulting approaches are also subsumed under the term “Smart Services”, with “Smart” usually being used for context-sensitive services tailored to the needs of the customer. The emerging field in service research is characterized in particular by the fact that IT is no longer under- stood as a pure “transformer” of digital services, but much more as an “enabler” of completely new approaches. In order to explore these approaches, it is important to examine to what extent today’s services and existing methods of service engineering for tomorrow’s smart services can be revolutionized. Service modeling can clarify interfaces between innovative technologies and new, individual business models and thus provide a valuable basis for discussion.
目前,在生产系统现代化和数字化的时代,服务的重要性显著增加。虽然“工业4.0”、“工业物联网”、网络物理系统和智能工厂的挑战正逐步在产品层面进行讨论,但在广泛的信息库基础上,服务可以发展到什么程度的问题也可以在服务层面具体提出。由此产生的方法也包含在术语“智能服务”之下,其中“智能”通常用于针对客户需求量身定制的上下文敏感服务。服务研究中的新兴领域的特点是,IT不再被理解为数字服务的纯粹“转换器”,而是更多地被理解为全新方法的“推动者”。为了探索这些方法,重要的是要检查今天的服务和未来智能服务的现有服务工程方法可以在多大程度上发生革命性的变化。服务建模可以澄清创新技术和新的、独立的业务模型之间的接口,从而为讨论提供有价值的基础。
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引用次数: 0
Modelling of a Smart Service for Consumables Replenishment 智能耗材补货服务的建模
Pub Date : 2018-10-01 DOI: 10.18417/emisa.13.17
Jürgen Anke, S. Wellsandt, K. Thoben
Smart services are an approach for the IT-supported provision of services based on networked products. They enable new relationships between manufacturers and end users, as well as the establishment of new value-creation networks. To gain benefits from these potentials, service providers face the challenges of designing and managing smart services. This is mainly due to the complexity of the underlying cyber-physical system (CPS) as well as the individual life cycles of components and third-party services it consists of. Additionally, a number of actors and their tasks, various tangible and intangible benefits, as well as flows of material, information and money need to be considered during the planning and provisioning of the service. In this paper, we investigate the potential of modelling smart services with the Lifecycle Modeling Language (LML). To this end, we analyse the fulfillment of information need of different stakeholders based on a consumable material replenishment service for 3D printers.
智能服务是一种基于网络产品的it支持的服务提供方法。它们使制造商和最终用户之间建立了新的关系,并建立了新的价值创造网络。为了从这些潜力中获益,服务提供商面临着设计和管理智能服务的挑战。这主要是由于底层网络物理系统(CPS)的复杂性,以及它所包含的组件和第三方服务的单独生命周期。此外,在规划和提供服务期间,需要考虑许多参与者及其任务、各种有形和无形的利益以及物质、信息和资金的流动。在本文中,我们研究了使用生命周期建模语言(LML)对智能服务建模的潜力。为此,我们分析了基于3D打印机耗材补给服务的不同利益相关者的信息需求实现情况。
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引用次数: 2
A Classification Framework for Service Modularization Methods 服务模块化方法的分类框架
Pub Date : 2018-10-01 DOI: 10.18417/EMISA.13.14
J. Pöppelbuß, Aleksander Lubarski
Service modularity has been suggested as a promising concept that can resolve the dilemma between increasing diversification of customer demands and the provider’s need for standardization and efficiency gains. Despite having been in the center of attention amongst service researchers for the past decade, service modularity still remains a rather theoretical concept with little application in practice. Previous publications have contributed conceptual and enterprise modeling methods to achieve modular service architectures by both adjusting product modularization methods to the service domain as well as designing new ones specifically for services. However, up to date, there exists no framework that would systematize and classify these methods concerning their premises as well as underlying modularity principles and objectives. The main contribution of this paper is the development of a framework that can be used to classify existing and future methods for service modularization based on two key dimensions, i. e., the phases of the modularization process and the types of structuring the modular architecture. The developed framework further points out which phases of the overall modularization process are still underdeveloped and how future research can contribute to making service modularity more accessible for practitioners.
服务模块化被认为是一个很有前途的概念,它可以解决日益多样化的客户需求与提供商对标准化和效率提高的需求之间的困境。尽管在过去的十年中,服务模块化一直是服务研究者关注的焦点,但它仍然是一个相当理论化的概念,在实践中很少得到应用。以前的出版物提供了概念和企业建模方法,通过调整产品模块化方法以适应服务领域以及专门为服务设计新的方法来实现模块化服务体系结构。然而,到目前为止,还没有任何框架可以对这些方法的前提以及潜在的模块化原则和目标进行系统化和分类。本文的主要贡献是开发了一个框架,该框架可用于根据两个关键维度(即模块化过程的阶段和模块化体系结构的结构化类型)对现有和未来的服务模块化方法进行分类。已开发的框架进一步指出了整个模块化过程的哪些阶段仍然不发达,以及未来的研究如何有助于使从业者更容易获得服务模块化。
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引用次数: 4
Managing the Procurement Process in Service Portals 管理服务门户中的采购流程
Pub Date : 2018-10-01 DOI: 10.18417/emisa.13.15
Dennis Behrens, Carola Gerwig, Thorsten Schoormann, R. Knackstedt
Because of technological changes (e. g., Web 2.0 and the Internet of Things), service portals like MyHammer, Blauarbeit, and Amazon Home Services become increasingly important for research and practice. To increase the efficiency of service offers, new procurement methods that link service providers and service consumers are necessary. This article uses a scheduling approach that has been applied primary in the context of energy management: Demand-Side Management (DSM). Generally, DSM methods can be used to shift energy demand to favorable timeslots (e. g., lower-cost timeslots or those that help the energy supplier) to achieve goals like a flattened load profile, minimized costs, and grid reliability. In doing so, we argue that the basic concept of DSM is transferable to enable automatic matching of service offers and demands in a service portal. To explore potential benefits and drawbacks, we analyze service portals, including their functionalities and information needs, and compare them with the approaches offered by DSM. Then a mathematical model of an existing DSM approach is used to model the requirements of service portals. As a result, we conclude that DSM strategies can be useful in automating the procurement procedure in service portals, which facilitates more efficient and effective service offers and executions.
由于技术的变化(例如,Web 2.0和物联网),像MyHammer、Blauarbeit和Amazon Home Services这样的服务门户对于研究和实践变得越来越重要。为了提高服务提供的效率,需要将服务提供者和服务消费者联系起来的新采购方法。本文使用了一种主要应用于能源管理的调度方法:需求侧管理(DSM)。通常,DSM方法可用于将能源需求转移到有利的时间段(例如,成本较低的时间段或那些有助于能源供应商的时间段),以实现平坦的负载轮廓,最小化成本和电网可靠性等目标。在此过程中,我们认为需求侧管理的基本概念是可转移的,可以在服务门户中实现服务提供和需求的自动匹配。为了探索潜在的优点和缺点,我们分析了服务门户,包括它们的功能和信息需求,并将它们与DSM提供的方法进行了比较。然后使用现有DSM方法的数学模型对服务门户的需求进行建模。因此,我们得出结论,DSM策略可以用于服务门户中的采购过程自动化,从而促进更高效和有效的服务提供和执行。
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引用次数: 0
The Next Generation? Design and Implementation of a Smart Glasses-based Modelling System 下一代?基于智能眼镜建模系统的设计与实现
Pub Date : 2018-10-01 DOI: 10.18417/emisa.13.18
Dirk Metzger, Christina Niemöller, Sven Jannaber, Lisa Berkemeier, Lukas Brenning, Oliver Thomas
Technical services in innovative business models are becoming increasingly complex. Thus, comprehensive IT-support is crucial for service delivery. Content for those IT-support systems is captured by modelling relevant service processes. Aside the intangibility and integrativity, services are characterized by the complexity of their structure. So, the traditional modelling approaches executed by modelling experts are challenging. To overcome those challenges, we developed a concept to model service processes at the point-of-service while executing the service itself. The process executer (e. g. the technician) is empowered by smart glasses that do not limit his scope of actions. Additionally, the glasses guide through the (runtime) modelling and allow easy capturing of service processes during the execution. We followed a design science-oriented approach. First, we identified relevant process blocks from literature for runtime modelling (analysis). Afterwards, we built related software components for the process blocks (design). We do so by proposing an implementation and an architecture for a smart glasses-based modelling system. Finally, we evaluated the concept by prototyping and demonstrating the system by means of a real-world service process (evaluation). Our approach tackles challenges on how new technology can enhance the modelling at the point-of-service, which process blocks are relevant and how domain experts can be integrated into the modelling process itself. The practical implications are towards new chances of capturing processes.
创新商业模式中的技术服务正变得越来越复杂。因此,全面的it支持对服务交付至关重要。这些it支持系统的内容是通过建模相关的服务流程来获取的。除了无形性和集成性,服务的特点是其结构的复杂性。因此,由建模专家执行的传统建模方法具有挑战性。为了克服这些挑战,我们开发了一个概念,在执行服务本身的同时在服务点对服务流程进行建模。流程执行者(例如技术人员)通过智能眼镜获得授权,而智能眼镜不会限制其操作范围。此外,眼镜还指导(运行时)建模,并允许在执行期间轻松捕获服务流程。我们遵循以设计科学为导向的方法。首先,我们从文献中确定了运行时建模(分析)的相关过程块。然后,我们为过程块(设计)构建了相关的软件组件。为此,我们提出了一个基于智能眼镜的建模系统的实现和架构。最后,我们通过原型设计来评估这个概念,并通过真实世界的服务流程(评估)来演示这个系统。我们的方法解决了新技术如何在服务点增强建模的挑战,哪些过程块是相关的,以及如何将领域专家集成到建模过程本身中。实际意义是对捕获过程的新机会。
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引用次数: 6
An Approach to Flexible Multilevel Modelling 一种柔性多层建模方法
Pub Date : 2018-07-12 DOI: 10.18417/emisa.13.10
Fernando Macías, Adrian Rutle, V. Stolz, Roberto Rodríguez-Echeverría, U. Wolter
Multilevel modelling approaches tackle issues related to lack of flexibility and mixed levels of abstraction by providing features like deep modelling and linguistic extension. However, the lack of a clear consensus on fundamental concepts of the paradigm has in turn led to lack of common focus in current multilevel modelling tools and their adoption. In this paper, we propose a formal framework, together with its corresponding tools, to tackle these challenges. The approach facilitates definition of flexible multilevel modelling hierarchies by allowing addition and deletion of intermediate abstraction levels in the hierarchies. Moreover, it facilitates separation of concerns by allowing integration of different multilevel modelling hierarchies as different aspects of the system to be modelled. In addition, our approach facilitates reusability of concepts and their behaviour by allowing definition of flexible transformation rules which are applicable to different hierarchies with a variable number of levels. As a proof of concept, a prototype tool and a domain-specific language for the definition of these rules is provided.
多层建模方法通过提供深度建模和语言扩展等特性来解决与缺乏灵活性和混合抽象层次相关的问题。然而,对范式的基本概念缺乏明确的共识反过来又导致了当前多层次建模工具及其采用缺乏共同的焦点。在本文中,我们提出了一个正式的框架,以及相应的工具,以应对这些挑战。该方法允许在层次结构中添加和删除中间抽象层,从而简化了灵活的多层建模层次结构的定义。此外,它通过允许将不同的多层建模层次作为要建模的系统的不同方面进行集成,从而促进关注点的分离。此外,我们的方法通过允许定义灵活的转换规则来促进概念及其行为的可重用性,这些规则适用于具有可变数量级别的不同层次结构。作为概念的证明,提供了用于定义这些规则的原型工具和特定于领域的语言。
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引用次数: 34
A Domain-specific Modeling Technique for Value-driven Strategic Sourcing 价值驱动战略采购的领域特定建模技术
Pub Date : 2018-05-15 DOI: 10.18417/emisa.13.8
Laleh Rafati, Ben Roelens, G. Poels
Strategic sourcing recognizes that procurement should support a firm’s effort to achieve its long-term objectives. In particular, procurement needs to be a cross-functional end-to-end process inside the organization that is oriented towards value creation within the company and between the company and its partners in the value chain. The main challenge to the implementation of value-driven strategic sourcing is the lack of instruments that are characterized by analytical rigor and robustness in the identification of strategic sourcing options to achieve strategic goals. Therefore, this research aims to develop a domain-specific modeling technique founded on the Service-Dominant Logic which focuses on the systemic exploration of sourcing alternatives and emphasizes the delivery of value to achieve desired outcomes. This paper reports on a first cycle of Design Science Research which includes the demonstration and the evaluation of the value and utility of the modeling artefacts by means of a case study about IT outsourcing in the healthcare industry.
战略采购认识到采购应该支持公司实现其长期目标的努力。特别是,采购需要成为组织内部的跨职能端到端流程,面向公司内部以及公司与其价值链中的合作伙伴之间的价值创造。实施价值驱动的战略采购面临的主要挑战是,在确定实现战略目标的战略采购选择时,缺乏以分析严谨性和稳健性为特征的工具。因此,本研究旨在开发一种基于服务主导逻辑的领域特定建模技术,该技术侧重于采购替代方案的系统探索,并强调实现预期结果的价值交付。本文报告了设计科学研究的第一个周期,其中包括通过对医疗保健行业IT外包的案例研究来演示和评估建模工件的价值和效用。
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引用次数: 4
期刊
Enterp. Model. Inf. Syst. Archit. Int. J. Concept. Model.
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