[{"_id":"4518","publication":"The International Journal of Advanced Manufacturing Technology","title":"CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems","publication_status":"published","volume":111,"language":[{"iso":"eng"}],"date_created":"2021-01-26T12:24:10Z","citation":{"ufg":"<b>Fischbach, Andreas u. a.</b>: CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems, in: <i>The International Journal of Advanced Manufacturing Technology</i> 111 (2020), H. 1/2,  S. 609–626.","chicago-de":"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. <i>The International Journal of Advanced Manufacturing Technology</i> 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>, .","chicago":"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.” <i>The International Journal of Advanced Manufacturing Technology</i> 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>.","short":"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.","bjps":"<b>Fischbach A <i>et al.</i></b> (2020) CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. <i>The International Journal of Advanced Manufacturing Technology</i> <b>111</b>, 609–626.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Fischbach, Andreas</span> ; <span style=\"font-variant:small-caps;\">Strohschein, Jan</span> ; <span style=\"font-variant:small-caps;\">Bunte, Andreas</span> ; <span style=\"font-variant:small-caps;\">Stork, Jörg</span> ; <span style=\"font-variant:small-caps;\">Faeskorn-Woyke, Heide</span> ; <span style=\"font-variant:small-caps;\">Moriz, Natalia</span> ; <span style=\"font-variant:small-caps;\">Bartz-Beielstein, Thomas</span>: CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. In: <i>The International Journal of Advanced Manufacturing Technology</i> Bd. 111, Springer (2020), Nr. 1/2, S. 609–626","apa":"Fischbach, A., Strohschein, J., Bunte, A., Stork, J., Faeskorn-Woyke, H., Moriz, N., &#38; Bartz-Beielstein, T. (2020). CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. <i>The International Journal of Advanced Manufacturing Technology</i>, <i>111</i>(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>","mla":"Fischbach, Andreas, et al. “CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems.” <i>The International Journal of Advanced Manufacturing Technology</i>, 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>.","van":"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.","ama":"Fischbach A, Strohschein J, Bunte A, et al. CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems. <i>The International Journal of Advanced Manufacturing Technology</i>. 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>","ieee":"A. Fischbach <i>et al.</i>, “CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems,” <i>The International Journal of Advanced Manufacturing Technology</i>, 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>.","havard":"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."},"publication_identifier":{"eissn":["1433-3015"],"issn":["0268-3768"]},"intvolume":"       111","author":[{"first_name":"Andreas","last_name":"Fischbach","full_name":"Fischbach, Andreas"},{"first_name":"Jan","last_name":"Strohschein","full_name":"Strohschein, Jan"},{"id":"58885","last_name":"Bunte","full_name":"Bunte, Andreas","first_name":"Andreas"},{"last_name":"Stork","full_name":"Stork, Jörg","first_name":"Jörg"},{"full_name":"Faeskorn-Woyke, Heide","last_name":"Faeskorn-Woyke","first_name":"Heide"},{"full_name":"Moriz, Natalia","id":"44238","last_name":"Moriz","first_name":"Natalia"},{"full_name":"Bartz-Beielstein, Thomas","last_name":"Bartz-Beielstein","first_name":"Thomas"}],"isi":"1","page":"609-626","abstract":[{"text":"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.","lang":"eng"}],"keyword":["CPPS","Artificial intelligence","Industry 40","Reference architecture","Optimization","SMBO","Cognition","Big data platform","Modularization","AutoML"],"status":"public","department":[{"_id":"DEP5023"}],"user_id":"83781","year":"2020","external_id":{"isi":["000574389900002"]},"doi":"10.1007/s00170-020-06094-z","date_updated":"2025-06-26T13:38:24Z","issue":"1/2","publisher":"Springer","type":"journal_article"},{"type":"conference","publisher":"IEEE","doi":"10.1109/etfa.2019.8869038","date_updated":"2025-06-26T13:32:54Z","user_id":"83781","year":"2019","corporate_editor":["Institute of Electrical and Electronics Engineers","Universidad de Zaragoza "],"department":[{"_id":"DEP5023"}],"status":"public","keyword":["Reference Architecture","Cognition","Industrie 4.0"],"abstract":[{"text":"Cyber-physical production systems (CPPS) integrate physical and computational resources due to increasingly available sensors and processing power. This enables the usage of data, to create additional benefit, such as condition monitoring or optimization. These capabilities can lead to cognition, such that the system is able to adapt independently to changing circumstances by learning from additional sensors information. Developing a reference architecture for the design of CPPS and standardization of machines and software interfaces is crucial to enable compatibility of data usage between different machine models and vendors. This paper analysis existing reference architecture regarding their cognitive abilities, based on requirements that are derived from three different use cases. The results from the evaluation of the reference architectures, which include two instances that stem from the field of cognitive science, reveal a gap in the applicability of the architectures regarding the generalizability and the level of abstraction. While reference architectures from the field of automation are suitable to address use case specific requirements, and do not address the general requirements, especially w.r.t. adaptability, the examples from the field of cognitive science are well usable to reach a high level of adaption and cognition. It is desirable to merge advantages of both classes of architectures to address challenges in the field of CPPS in Industrie 4.0.","lang":"eng"}],"conference":{"location":"Zaragoza, SPAIN","name":"24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","start_date":"2019-09-10","end_date":"2019-09-13"},"page":"729-736","author":[{"first_name":"Andreas","full_name":"Bunte, Andreas","id":"58885","last_name":"Bunte"},{"last_name":"Fischbach","full_name":"Fischbach, Andreas","first_name":"Andreas"},{"first_name":"Jan","last_name":"Strohschein","full_name":"Strohschein, Jan"},{"first_name":"Thomas","last_name":"Bartz-Beielstein","full_name":"Bartz-Beielstein, Thomas"},{"first_name":"Heide","full_name":"Faeskorn-Woyke, Heide","last_name":"Faeskorn-Woyke"},{"first_name":"Oliver","full_name":"Niggemann, Oliver","id":"10876","last_name":"Niggemann"}],"publication_identifier":{"isbn":["978-1-7281-0303-7"],"issn":["1946-0740"],"eissn":["1946-0759"]},"citation":{"bjps":"<b>Bunte A <i>et al.</i></b> (2019) Evaluation of Cognitive Architectures for Cyber-Physical Production Systems. In Institute of Electrical and Electronics Engineers and Universidad de Zaragoza  (eds), <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. [Piscataway, NJ]: IEEE, pp. 729–736.","din1505-2-1":"<span style=\"font-variant:small-caps;\">Bunte, Andreas</span> ; <span style=\"font-variant:small-caps;\">Fischbach, Andreas</span> ; <span style=\"font-variant:small-caps;\">Strohschein, Jan</span> ; <span style=\"font-variant:small-caps;\">Bartz-Beielstein, Thomas</span> ; <span style=\"font-variant:small-caps;\">Faeskorn-Woyke, Heide</span> ; <span style=\"font-variant:small-caps;\">Niggemann, Oliver</span>: Evaluation of Cognitive Architectures for Cyber-Physical Production Systems. In: <span style=\"font-variant:small-caps;\">Institute of Electrical and Electronics Engineers</span> ; <span style=\"font-variant:small-caps;\">Universidad de Zaragoza </span> (Hrsg.): <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, <i>IEEE International Conference on Emerging Technologies and Factory Automation-ETFA</i>. [Piscataway, NJ] : IEEE, 2019, S. 729–736","chicago":"Bunte, Andreas, Andreas Fischbach, Jan Strohschein, Thomas Bartz-Beielstein, Heide Faeskorn-Woyke, and Oliver Niggemann. “Evaluation of Cognitive Architectures for Cyber-Physical Production Systems.” In <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, edited by Institute of Electrical and Electronics Engineers and Universidad de Zaragoza , 729–36. IEEE International Conference on Emerging Technologies and Factory Automation-ETFA. [Piscataway, NJ]: IEEE, 2019. <a href=\"https://doi.org/10.1109/etfa.2019.8869038\">https://doi.org/10.1109/etfa.2019.8869038</a>.","ieee":"A. Bunte, A. Fischbach, J. Strohschein, T. Bartz-Beielstein, H. Faeskorn-Woyke, and O. Niggemann, “Evaluation of Cognitive Architectures for Cyber-Physical Production Systems,” in <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, Zaragoza, SPAIN, 2019, pp. 729–736. doi: <a href=\"https://doi.org/10.1109/etfa.2019.8869038\">10.1109/etfa.2019.8869038</a>.","ama":"Bunte A, Fischbach A, Strohschein J, Bartz-Beielstein T, Faeskorn-Woyke H, Niggemann O. Evaluation of Cognitive Architectures for Cyber-Physical Production Systems. In: Institute of Electrical and Electronics Engineers, Universidad de Zaragoza , eds. <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE International Conference on Emerging Technologies and Factory Automation-ETFA. IEEE; 2019:729-736. doi:<a href=\"https://doi.org/10.1109/etfa.2019.8869038\">10.1109/etfa.2019.8869038</a>","van":"Bunte A, Fischbach A, Strohschein J, Bartz-Beielstein T, Faeskorn-Woyke H, Niggemann O. Evaluation of Cognitive Architectures for Cyber-Physical Production Systems. In: Institute of Electrical and Electronics Engineers, Universidad de Zaragoza , editors. 24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). [Piscataway, NJ]: IEEE; 2019. p. 729–36. (IEEE International Conference on Emerging Technologies and Factory Automation-ETFA).","short":"A. Bunte, A. Fischbach, J. Strohschein, T. Bartz-Beielstein, H. Faeskorn-Woyke, O. Niggemann, in: Institute of Electrical and Electronics Engineers, Universidad de Zaragoza  (Eds.), 24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, [Piscataway, NJ], 2019, pp. 729–736.","mla":"Bunte, Andreas, et al. “Evaluation of Cognitive Architectures for Cyber-Physical Production Systems.” <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, edited by Institute of Electrical and Electronics Engineers and Universidad de Zaragoza , IEEE, 2019, pp. 729–36, <a href=\"https://doi.org/10.1109/etfa.2019.8869038\">https://doi.org/10.1109/etfa.2019.8869038</a>.","apa":"Bunte, A., Fischbach, A., Strohschein, J., Bartz-Beielstein, T., Faeskorn-Woyke, H., &#38; Niggemann, O. (2019). Evaluation of Cognitive Architectures for Cyber-Physical Production Systems. In Institute of Electrical and Electronics Engineers &#38; Universidad de Zaragoza  (Eds.), <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i> (pp. 729–736). IEEE. <a href=\"https://doi.org/10.1109/etfa.2019.8869038\">https://doi.org/10.1109/etfa.2019.8869038</a>","ufg":"<b>Bunte, Andreas u. a.</b>: Evaluation of Cognitive Architectures for Cyber-Physical Production Systems, in: <i>Institute of Electrical and Electronics Engineers, Universidad de Zaragoza  (Hgg.)</i>: 24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), [Piscataway, NJ] 2019 (IEEE International Conference on Emerging Technologies and Factory Automation-ETFA),  S. 729–736.","chicago-de":"Bunte, Andreas, Andreas Fischbach, Jan Strohschein, Thomas Bartz-Beielstein, Heide Faeskorn-Woyke und Oliver Niggemann. 2019. Evaluation of Cognitive Architectures for Cyber-Physical Production Systems. In: <i>24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, hg. von Institute of Electrical and Electronics Engineers und Universidad de Zaragoza , 729–736. IEEE International Conference on Emerging Technologies and Factory Automation-ETFA. [Piscataway, NJ]: IEEE. doi:<a href=\"https://doi.org/10.1109/etfa.2019.8869038\">10.1109/etfa.2019.8869038</a>, .","havard":"A. Bunte, A. Fischbach, J. Strohschein, T. Bartz-Beielstein, H. Faeskorn-Woyke, O. Niggemann, Evaluation of Cognitive Architectures for Cyber-Physical Production Systems, in: Institute of Electrical and Electronics Engineers, Universidad de Zaragoza  (Eds.), 24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, [Piscataway, NJ], 2019: pp. 729–736."},"place":"[Piscataway, NJ]","publication_status":"published","date_created":"2021-02-02T08:10:37Z","language":[{"iso":"eng"}],"title":"Evaluation of Cognitive Architectures for Cyber-Physical Production Systems","series_title":"IEEE International Conference on Emerging Technologies and Factory Automation-ETFA","publication":"24nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","_id":"4781"}]