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  • Computer Science  (2)
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  • 1
    Online Resource
    Online Resource
    Walter de Gruyter GmbH ; 2019
    In:  at - Automatisierungstechnik Vol. 67, No. 9 ( 2019-09-25), p. 762-782
    In: at - Automatisierungstechnik, Walter de Gruyter GmbH, Vol. 67, No. 9 ( 2019-09-25), p. 762-782
    Abstract: The role of a Digital Twin is increasingly discussed within the context of Cyber-Physical Production Systems. Accordingly, various architectures for the realization of Digital Twin use cases are conceptualized. There lacks, however, a clear, encompassing architecture covering necessary components of a Digital Twin to realize various use cases in an intelligent automation system. In this contribution, the added value of a Digital Twin in an intelligent automation system is highlighted and various existing definitions and architectures of the Digital Twin are discussed. Flowingly, an architecture for a Digital Twin and an architecture for an Intelligent Digital Twin and their required components are proposed, with which use cases such as plug and produce, self-x and predictive maintenance are enabled. In the opinion of the authors, a Digital Twin requires three main characteristics: synchronization with the real asset, active data acquisition from the real environment and the ability of simulation. In addition to all the characteristics of a Digital Twin, an Intelligent Digital Twin must also include the characteristics of Artificial Intelligence. The Intelligent Digital Twin can be used for the realization of the autonomous Cyber-Physical Production Systems. In order to realize the proposed architecture for a Digital Twin, several methods, namely the Anchor-Point-Method, a method for heterogeneous data acquisition and data integration as well as an agent-based method for the development of a co-simulation between Digital Twins were implemented and evaluated.
    Type of Medium: Online Resource
    ISSN: 2196-677X , 0178-2312
    RVK:
    RVK:
    RVK:
    Language: English
    Publisher: Walter de Gruyter GmbH
    Publication Date: 2019
    detail.hit.zdb_id: 629186-7
    detail.hit.zdb_id: 2027287-X
    SSG: 15,3
    Location Call Number Limitation Availability
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  • 2
    Online Resource
    Online Resource
    Walter de Gruyter GmbH ; 2019
    In:  at - Automatisierungstechnik Vol. 67, No. 12 ( 2019-11-18), p. 1058-1068
    In: at - Automatisierungstechnik, Walter de Gruyter GmbH, Vol. 67, No. 12 ( 2019-11-18), p. 1058-1068
    Abstract: Unvorhersehbare Prozessereignisse und Anomalien sind Treiber erhöhter Ineffizienzen in Form von schwankender Produktqualität. In diesem Beitrag wird ein datengetriebener Ansatz zur Qualitätsoptimierung vorgestellt, auf dessen Basis Anomalien charakterisiert werden, die zur Entwurfszeit des Systems nicht bekannt waren. Es wird eine Netzarchitektur in Form eines Sequence-to-Sequence Netzes mit Long Short-Term Memory (LSTM) Zellen vorgestellt. Dadurch kann vorhergesagt werden, welche Anpassung am Stellgrößenverhalten vorgenommen werden muss, um erwartete Anomalien zu kompensieren. Dadurch wird das Qualitätsergebnis langfristig in der Toleranz gehalten. Der Ansatz wird prototypisch anhand von zwei Prozessketten der diskreten Fertigung umgesetzt und evaluiert.
    Type of Medium: Online Resource
    ISSN: 2196-677X , 0178-2312
    RVK:
    RVK:
    RVK:
    Language: English
    Publisher: Walter de Gruyter GmbH
    Publication Date: 2019
    detail.hit.zdb_id: 629186-7
    detail.hit.zdb_id: 2027287-X
    SSG: 15,3
    Location Call Number Limitation Availability
    BibTip Others were also interested in ...
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