---
res:
  bibo_abstract:
  - 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.@eng
  bibo_authorlist:
  - foaf_Person:
      foaf_givenName: Andreas
      foaf_name: Fischbach, Andreas
      foaf_surname: Fischbach
  - foaf_Person:
      foaf_givenName: Jan
      foaf_name: Strohschein, Jan
      foaf_surname: Strohschein
  - foaf_Person:
      foaf_givenName: Andreas
      foaf_name: Bunte, Andreas
      foaf_surname: Bunte
      foaf_workInfoHomepage: http://www.librecat.org/personId=58885
  - foaf_Person:
      foaf_givenName: Jörg
      foaf_name: Stork, Jörg
      foaf_surname: Stork
  - foaf_Person:
      foaf_givenName: Heide
      foaf_name: Faeskorn-Woyke, Heide
      foaf_surname: Faeskorn-Woyke
  - foaf_Person:
      foaf_givenName: Natalia
      foaf_name: Moriz, Natalia
      foaf_surname: Moriz
      foaf_workInfoHomepage: http://www.librecat.org/personId=44238
  - foaf_Person:
      foaf_givenName: Thomas
      foaf_name: Bartz-Beielstein, Thomas
      foaf_surname: Bartz-Beielstein
  bibo_doi: 10.1007/s00170-020-06094-z
  bibo_issue: 1/2
  bibo_volume: 111
  dct_date: 2020^xs_gYear
  dct_identifier:
  - UT:000574389900002
  dct_isPartOf:
  - http://id.crossref.org/issn/0268-3768
  - http://id.crossref.org/issn/1433-3015
  dct_language: eng
  dct_publisher: Springer@
  dct_subject:
  - CPPS
  - Artificial intelligence
  - Industry 40
  - Reference architecture
  - Optimization
  - SMBO
  - Cognition
  - Big data platform
  - Modularization
  - AutoML
  dct_title: CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence
    in Cyber-Physical Production Systems@
...