---
_id: '12800'
abstract:
- lang: eng
  text: his paper presents the cognitive module of the Cognitive Architecture for
    Artificial Intelligence (CAAI) in cyber-physical production systems (CPPS). The
    goal of this architecture is to reduce the implementation effort of artificial
    intelligence (AI) algorithms in CPPS. Declarative user goals and the provided
    algorithm-knowledge base allow the dynamic pipeline orchestration and configuration.
    A big data platform (BDP) instantiates the pipelines and monitors the CPPS performance
    for further evaluation through the cognitive module. Thus, the cognitive module
    is able to select feasible and robust configurations for process pipelines in
    varying use cases. Furthermore, it automatically adapts the models and algorithms
    based on model quality and resource consumption. The cognitive module also instantiates
    additional pipelines to evaluate algorithms from different classes on test functions.
    CAAI relies on well-defined interfaces to enable the integration of additional
    modules and reduce implementation effort. Finally, an implementation based on
    Docker, Kubernetes, and Kafka for the virtualization and orchestration of the
    individual modules and as messaging technology for module communication is used
    to evaluate a real-world use case.
author:
- first_name: Jan
  full_name: Strohschein, Jan
  last_name: Strohschein
- first_name: Andreas
  full_name: Fischbach, Andreas
  last_name: Fischbach
- first_name: Andreas
  full_name: Bunte, Andreas
  id: '58885'
  last_name: Bunte
- first_name: Heide
  full_name: Faeskorn-Woyke, Heide
  last_name: Faeskorn-Woyke
- first_name: Natalia
  full_name: Moriz, Natalia
  id: '44238'
  last_name: Moriz
- first_name: Thomas
  full_name: Bartz-Beielstein, Thomas
  last_name: Bartz-Beielstein
citation:
  ama: Strohschein J, Fischbach A, Bunte A, Faeskorn-Woyke H, Moriz N, Bartz-Beielstein
    T. Cognitive capabilities for the CAAI in cyber-physical production systems. <i>The
    International Journal of Advanced Manufacturing Technology</i>. 2021;115(11-12):3513-3532.
    doi:<a href="https://doi.org/10.1007/s00170-021-07248-3">10.1007/s00170-021-07248-3</a>
  apa: Strohschein, J., Fischbach, A., Bunte, A., Faeskorn-Woyke, H., Moriz, N., &#38;
    Bartz-Beielstein, T. (2021). Cognitive capabilities for the CAAI in cyber-physical
    production systems. <i>The International Journal of Advanced Manufacturing Technology</i>,
    <i>115</i>(11–12), 3513–3532. <a href="https://doi.org/10.1007/s00170-021-07248-3">https://doi.org/10.1007/s00170-021-07248-3</a>
  bjps: <b>Strohschein J <i>et al.</i></b> (2021) Cognitive Capabilities for the CAAI
    in Cyber-Physical Production Systems. <i>The International Journal of Advanced
    Manufacturing Technology</i> <b>115</b>, 3513–3532.
  chicago: 'Strohschein, Jan, Andreas Fischbach, Andreas Bunte, Heide Faeskorn-Woyke,
    Natalia Moriz, and Thomas Bartz-Beielstein. “Cognitive Capabilities for the CAAI
    in Cyber-Physical Production Systems.” <i>The International Journal of Advanced
    Manufacturing Technology</i> 115, no. 11–12 (2021): 3513–32. <a href="https://doi.org/10.1007/s00170-021-07248-3">https://doi.org/10.1007/s00170-021-07248-3</a>.'
  chicago-de: 'Strohschein, Jan, Andreas Fischbach, Andreas Bunte, Heide Faeskorn-Woyke,
    Natalia Moriz und Thomas Bartz-Beielstein. 2021. Cognitive capabilities for the
    CAAI in cyber-physical production systems. <i>The International Journal of Advanced
    Manufacturing Technology</i> 115, Nr. 11–12: 3513–3532. doi:<a href="https://doi.org/10.1007/s00170-021-07248-3">10.1007/s00170-021-07248-3</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Strohschein, Jan</span> ; <span
    style="font-variant:small-caps;">Fischbach, Andreas</span> ; <span style="font-variant:small-caps;">Bunte,
    Andreas</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>: Cognitive capabilities for the CAAI in cyber-physical production
    systems. In: <i>The International Journal of Advanced Manufacturing Technology</i>
    Bd. 115. London [u.a.], Springer  (2021), Nr. 11–12, S. 3513–3532'
  havard: J. Strohschein, A. Fischbach, A. Bunte, H. Faeskorn-Woyke, N. Moriz, T.
    Bartz-Beielstein, Cognitive capabilities for the CAAI in cyber-physical production
    systems, The International Journal of Advanced Manufacturing Technology. 115 (2021)
    3513–3532.
  ieee: 'J. Strohschein, A. Fischbach, A. Bunte, H. Faeskorn-Woyke, N. Moriz, and
    T. Bartz-Beielstein, “Cognitive capabilities for the CAAI in cyber-physical production
    systems,” <i>The International Journal of Advanced Manufacturing Technology</i>,
    vol. 115, no. 11–12, pp. 3513–3532, 2021, doi: <a href="https://doi.org/10.1007/s00170-021-07248-3">10.1007/s00170-021-07248-3</a>.'
  mla: Strohschein, Jan, et al. “Cognitive Capabilities for the CAAI in Cyber-Physical
    Production Systems.” <i>The International Journal of Advanced Manufacturing Technology</i>,
    vol. 115, no. 11–12, 2021, pp. 3513–32, <a href="https://doi.org/10.1007/s00170-021-07248-3">https://doi.org/10.1007/s00170-021-07248-3</a>.
  short: J. Strohschein, A. Fischbach, A. Bunte, H. Faeskorn-Woyke, N. Moriz, T. Bartz-Beielstein,
    The International Journal of Advanced Manufacturing Technology 115 (2021) 3513–3532.
  ufg: '<b>Strohschein, Jan u. a.</b>: Cognitive capabilities for the CAAI in cyber-physical
    production systems, in: <i>The International Journal of Advanced Manufacturing
    Technology</i> 115 (2021), H. 11–12,  S. 3513–3532.'
  van: Strohschein J, Fischbach A, Bunte A, Faeskorn-Woyke H, Moriz N, Bartz-Beielstein
    T. Cognitive capabilities for the CAAI in cyber-physical production systems. The
    International Journal of Advanced Manufacturing Technology. 2021;115(11–12):3513–32.
date_created: 2025-04-15T13:05:17Z
date_updated: 2025-06-26T13:39:22Z
department:
- _id: DEP5023
doi: 10.1007/s00170-021-07248-3
external_id:
  isi:
  - '000659025000010'
intvolume: '       115'
isi: '1'
issue: 11-12
keyword:
- Cognition
- Industry 40
- Big data platform
- Machine learning
- CPPS
- Optimization
- Algorithm selection
- Simulation
language:
- iso: eng
page: 3513-3532
place: London [u.a.]
publication: The International Journal of Advanced Manufacturing Technology
publication_identifier:
  eissn:
  - 1433-3015
  issn:
  - 0268-3768
publication_status: published
publisher: 'Springer '
status: public
title: Cognitive capabilities for the CAAI in cyber-physical production systems
type: scientific_journal_article
user_id: '83781'
volume: 115
year: '2021'
...