Offene Big-Data-Plattform für Industrie 4.0

Weskamp, Jan Nicolas; Poudel, Bal Krishna; Al-Gumaei, Khaled; Pethig, Florian

doi:10.17560/atp.v61i3.2377

Cited by 2 publications

(2 citation statements)

References 6 publications

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“…(T3) Microservices: All modules are developed as microservices to compose the software system for a specific use case from smaller self-sufficient parts. Each module includes standardized communication functionality to publish and subscribe to relevant topics on the bus system [46]. The resulting system is modular, language-agnostic, and utilizes welldefined interfaces.…”

Section: Caai-big Data Platformmentioning

confidence: 99%

CAAI—a cognitive architecture to introduce artificial intelligence in cyber-physical production systems

Fischbach

Strohschein

Bunte

et al. 2020

Int J Adv Manuf Technol

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This paper introduces CAAI, a novel cognitive architecture for artificial intelligence in cyber-physical production systems. The goal of the architecture is to reduce the implementation effort for the usage of artificial intelligence algorithms. The core of the CAAI is a cognitive module that processes the user’s declarative goals, selects suitable models and algorithms, and creates a configuration for the execution of a processing pipeline on a big data platform. Constant observation and evaluation against performance criteria assess the performance of pipelines for many and different use cases. Based on these evaluations, the pipelines are automatically adapted if necessary. The modular design with well-defined interfaces enables the reusability and extensibility of pipeline components. A big data platform implements this modular design supported by technologies such as Docker, Kubernetes, and Kafka for virtualization and orchestration of the individual components and their communication. The implementation of the architecture is evaluated using a real-world use case. The prototypic implementation is accessible on GitHub and contains a demonstration.

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Section: Caai-big Data Platformmentioning

confidence: 99%

CAAI—a cognitive architecture to introduce artificial intelligence in cyber-physical production systems

Fischbach

Strohschein

Bunte

et al. 2020

Int J Adv Manuf Technol

View full text Add to dashboard Cite

show abstract

“…Since there is an intersection between our architecture and these methods, they are considered for our implementation. Some Big Data Platforms (BDPs) can be found in the literature, such as the Open Big Data Platform for Industry 4.0 [39], the Big Data Analytics Architecture for Industry 4.0 [34], and the Big Data for Industry 4.0 [14]. To the best of our knowledge, none of these BDPs fulfills all our requirements towards a cognitive architecture.…”

Section: Introductionmentioning

confidence: 99%

CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems

Fischbach,

Strohschein,

Bunte

et al. 2020

Preprint

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This paper introduces CAAI, a novel cognitive architecture for artificial intelligence in cyberphysical production systems. The goal of the architecture is to reduce the implementation effort for the usage of artificial intelligence algorithms. The core of the CAAI is a cognitive module that processes declarative goals of the user, selects suitable models and algorithms, and creates a configuration for the execution of a processing pipeline on a big data platform. Constant observation and evaluation against performance criteria assess the performance of pipelines for many and varying use cases. Based on these evaluations, the pipelines are automatically adapted if necessary. The modular design with well-defined interfaces enables the reusability and extensibility of pipeline components. A big data platform implements this modular design supported by technologies such as Docker, Kubernetes, and Kafka for virtualization and orchestration of the individual components and their communication. The implementation of the architecture is evaluated using a real-world use case.

show abstract

Offene Big-Data-Plattform für Industrie 4.0

Cited by 2 publications

References 6 publications

CAAI—a cognitive architecture to introduce artificial intelligence in cyber-physical production systems

CAAI—a cognitive architecture to introduce artificial intelligence in cyber-physical production systems

CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems

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