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

article CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems published CHe Andreas Fischbach author Jan Strohschein author Andreas Bunte author 58885 Jörg Stork author Heide Faeskorn-Woyke author Natalia Moriz author 44238 Thomas Bartz-Beielstein author DEP5023 department 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. Springer2020 eng CPPSArtificial intelligenceIndustry 40Reference architectureOptimizationSMBOCognitionBig data platformModularizationAutoML The International Journal of Advanced Manufacturing Technology 0268-3768 1433-3015 00057438990000210.1007/s00170-020-06094-z 1111/2609-626 Fischbach A, Strohschein J, Bunte A, et al. CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. The International Journal of Advanced Manufacturing Technology. 2020;111(1/2):609-626. doi:<a href="https://doi.org/10.1007/s00170-020-06094-z">10.1007/s00170-020-06094-z</a> Fischbach, A., Strohschein, J., Bunte, A., Stork, J., Faeskorn-Woyke, H., Moriz, N., & Bartz-Beielstein, T. (2020). CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. The International Journal of Advanced Manufacturing Technology, 111(1/2), 609–626. <a href="https://doi.org/10.1007/s00170-020-06094-z">https://doi.org/10.1007/s00170-020-06094-z</a>

Fischbach, Andreas, Jan Strohschein, Andreas Bunte, Jörg Stork, Heide Faeskorn-Woyke, Natalia Moriz und Thomas Bartz-Beielstein. 2020. CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. The International Journal of Advanced Manufacturing Technology 111, Nr. 1/2: 609–626. doi:<a href="https://doi.org/10.1007/s00170-020-06094-z">10.1007/s00170-020-06094-z</a>, .

Fischbach, Andreas, Jan Strohschein, Andreas Bunte, Jörg Stork, Heide Faeskorn-Woyke, Natalia Moriz, and Thomas Bartz-Beielstein. “CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems.” The International Journal of Advanced Manufacturing Technology 111, no. 1/2 (2020): 609–26. <a href="https://doi.org/10.1007/s00170-020-06094-z">https://doi.org/10.1007/s00170-020-06094-z</a>.

Fischbach, Andreas ; Strohschein, Jan ; Bunte, Andreas ; Stork, Jörg ; Faeskorn-Woyke, Heide ; Moriz, Natalia ; Bartz-Beielstein, Thomas: CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. In: The International Journal of Advanced Manufacturing Technology Bd. 111, Springer (2020), Nr. 1/2, S. 609–626

A. Fischbach, J. Strohschein, A. Bunte, J. Stork, H. Faeskorn-Woyke, N. Moriz, T. Bartz-Beielstein, The International Journal of Advanced Manufacturing Technology 111 (2020) 609–626. Fischbach, Andreas u. a.: CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems, in: The International Journal of Advanced Manufacturing Technology 111 (2020), H. 1/2, S. 609–626. A. Fischbach et al., “CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems,” The International Journal of Advanced Manufacturing Technology, vol. 111, no. 1/2, pp. 609–626, 2020, doi: <a href="https://doi.org/10.1007/s00170-020-06094-z">10.1007/s00170-020-06094-z</a>. A. Fischbach, J. Strohschein, A. Bunte, J. Stork, H. Faeskorn-Woyke, N. Moriz, T. Bartz-Beielstein, CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems, The International Journal of Advanced Manufacturing Technology. 111 (2020) 609–626. Fischbach A et al. (2020) CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. The International Journal of Advanced Manufacturing Technology 111, 609–626. Fischbach, Andreas, et al. “CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems.” The International Journal of Advanced Manufacturing Technology, vol. 111, no. 1/2, 2020, pp. 609–26, <a href="https://doi.org/10.1007/s00170-020-06094-z">https://doi.org/10.1007/s00170-020-06094-z</a>. Fischbach A, Strohschein J, Bunte A, Stork J, Faeskorn-Woyke H, Moriz N, et al. CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. The International Journal of Advanced Manufacturing Technology. 2020;111(1/2):609–26. 45182021-01-26T12:24:10Z2025-06-26T13:38:24Z