---
_id: '13577'
abstract:
- lang: eng
  text: "Background\r\nIndividuals with borderline personality disorder (BPD) frequently
    alter between idealizing and devaluing other persons, which has been linked to
    an increased tendency to update self-relevant beliefs and impressions. We hypothesized
    that increased impression updating could stem from reduced attitude contextualization,
    i.e., a process in which impression-disconfirming information is linked to contextual
    cues.\r\nMethods\r\nIndividuals diagnosed with BPD and controls (recruited online,
    with unknown diagnostic status) completed an impression formation paradigm. They
    first learned about the positive or negative behaviors of others in one Context
    A (e.g., Person 1 is helpful), followed by learning about behaviors of the opposite
    valence in a second Context B (Person 1 is rude). We also manipulated between
    participants whether the observed behaviors were directed toward the study participants
    (self-relevant) or, more generally, at other people (other-relevant). The contexts
    were marked by differently-colored backgrounds (e.g., yellow vs. blue), to avoid
    influences of prior knowledge or experiences. After exposure to information in
    both contexts, participants rated their impressions of the persons in Context
    A, Context B, and, crucially, a previously unknown Context C (white background).
    We examined whether the initial or an updated impression (re-)emerged in Context
    C.\r\nResults\r\nInitial impressions remained stable and dominated the ratings
    of controls across contexts A, B, and C for both self-relevant and other-relevant
    behaviors, consistent with contextualizing impression-disconfirming information.
    As expected, however, individuals with BPD only showed updated impression ratings
    in Context C for self-relevant behaviors, consistent with the assumed reduced
    tendency to contextualize impression-disconfirming self-relevant information.
    Further exploratory analyses suggest that more severe BPD symptoms predicted more
    pronounced impression updating in the self-relevant condition.\r\nConclusions\r\nThe
    findings help to illuminate the mechanisms underlying interpersonal problems in
    individuals with BPD. People with BPD are not just more inclined to discard positive
    first impressions but to re-evaluate disliked others when they behave positively,
    contributing to the volatility of interactions with others. Contextualization
    has known and modifiable antecedents, and the study may thus provide potential
    targets for therapeutic intervention. Future studies will need to replicate the
    findings with specified controls."
article_number: '15'
author:
- first_name: Kevin
  full_name: Konegen, Kevin
  last_name: Konegen
- first_name: Georg
  full_name: Halbeisen, Georg
  id: '85780'
  last_name: Halbeisen
  orcid: 0000-0002-9529-2215
- first_name: Georgios
  full_name: Paslakis, Georgios
  last_name: Paslakis
citation:
  ama: 'Konegen K, Halbeisen G, Paslakis G. A second chance for first impressions:
    evidence for altered impression updating in borderline personality disorder. <i>Borderline
    Personality Disorder and Emotion Dysregulation</i>. 2024;11(1). doi:<a href="https://doi.org/10.1186/s40479-024-00259-y">10.1186/s40479-024-00259-y</a>'
  apa: 'Konegen, K., Halbeisen, G., &#38; Paslakis, G. (2024). A second chance for
    first impressions: evidence for altered impression updating in borderline personality
    disorder. <i>Borderline Personality Disorder and Emotion Dysregulation</i>, <i>11</i>(1),
    Article 15. <a href="https://doi.org/10.1186/s40479-024-00259-y">https://doi.org/10.1186/s40479-024-00259-y</a>'
  bjps: '<b>Konegen K, Halbeisen G and Paslakis G</b> (2024) A Second Chance for First
    Impressions: Evidence for Altered Impression Updating in Borderline Personality
    Disorder. <i>Borderline Personality Disorder and Emotion Dysregulation</i> <b>11</b>.'
  chicago: 'Konegen, Kevin, Georg Halbeisen, and Georgios Paslakis. “A Second Chance
    for First Impressions: Evidence for Altered Impression Updating in Borderline
    Personality Disorder.” <i>Borderline Personality Disorder and Emotion Dysregulation</i>
    11, no. 1 (2024). <a href="https://doi.org/10.1186/s40479-024-00259-y">https://doi.org/10.1186/s40479-024-00259-y</a>.'
  chicago-de: 'Konegen, Kevin, Georg Halbeisen und Georgios Paslakis. 2024. A second
    chance for first impressions: evidence for altered impression updating in borderline
    personality disorder. <i>Borderline Personality Disorder and Emotion Dysregulation</i>
    11, Nr. 1. doi:<a href="https://doi.org/10.1186/s40479-024-00259-y">10.1186/s40479-024-00259-y</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Konegen, Kevin</span> ; <span
    style="font-variant:small-caps;">Halbeisen, Georg</span> ; <span style="font-variant:small-caps;">Paslakis,
    Georgios</span>: A second chance for first impressions: evidence for altered impression
    updating in borderline personality disorder. In: <i>Borderline Personality Disorder
    and Emotion Dysregulation</i> Bd. 11. London, BioMed Central (2024), Nr. 1'
  havard: 'K. Konegen, G. Halbeisen, G. Paslakis, A second chance for first impressions:
    evidence for altered impression updating in borderline personality disorder, Borderline
    Personality Disorder and Emotion Dysregulation. 11 (2024).'
  ieee: 'K. Konegen, G. Halbeisen, and G. Paslakis, “A second chance for first impressions:
    evidence for altered impression updating in borderline personality disorder,”
    <i>Borderline Personality Disorder and Emotion Dysregulation</i>, vol. 11, no.
    1, Art. no. 15, 2024, doi: <a href="https://doi.org/10.1186/s40479-024-00259-y">10.1186/s40479-024-00259-y</a>.'
  mla: 'Konegen, Kevin, et al. “A Second Chance for First Impressions: Evidence for
    Altered Impression Updating in Borderline Personality Disorder.” <i>Borderline
    Personality Disorder and Emotion Dysregulation</i>, vol. 11, no. 1, 15, 2024,
    <a href="https://doi.org/10.1186/s40479-024-00259-y">https://doi.org/10.1186/s40479-024-00259-y</a>.'
  short: K. Konegen, G. Halbeisen, G. Paslakis, Borderline Personality Disorder and
    Emotion Dysregulation 11 (2024).
  ufg: '<b>Konegen, Kevin/Halbeisen, Georg/Paslakis, Georgios</b>: A second chance
    for first impressions: evidence for altered impression updating in borderline
    personality disorder, in: <i>Borderline Personality Disorder and Emotion Dysregulation</i>
    11 (2024), H. 1.'
  van: 'Konegen K, Halbeisen G, Paslakis G. A second chance for first impressions:
    evidence for altered impression updating in borderline personality disorder. Borderline
    Personality Disorder and Emotion Dysregulation. 2024;11(1).'
date_created: 2026-03-25T13:36:06Z
date_updated: 2026-03-27T09:00:25Z
department:
- _id: DEP1500
doi: 10.1186/s40479-024-00259-y
external_id:
  isi:
  - '001271707800001'
  pmid:
  - '39026374'
intvolume: '        11'
isi: '1'
issue: '1'
keyword:
- Borderline personality disorder
- Interpersonal problems
- Social cognition
- Belief updating
- Renewal
- Impression formation
- Attitudes
- Psychotherapy
language:
- iso: eng
place: London
pmid: '1'
publication: Borderline Personality Disorder and Emotion Dysregulation
publication_identifier:
  issn:
  - 2051-6673
publication_status: published
publisher: BioMed Central
quality_controlled: '1'
status: public
title: 'A second chance for first impressions: evidence for altered impression updating
  in borderline personality disorder'
type: scientific_journal_article
user_id: '83781'
volume: 11
year: '2024'
...
---
_id: '13636'
abstract:
- lang: eng
  text: 'Successful treatment not only depends on adhering to taking medication and
    attending therapy but also on behavioral changes. In two experiments (total N = 256),
    we investigated the hypothesis that the perceived social role of a treatment as
    partner (co-producer of a health-benefits) or servant (sole provider of health
    benefits) could promote or prevent intentions to engage in health-related behaviors.
    Specifically, we used headache treatment as an everyday example and found that
    participants were more inclined to engage in headache-reducing behaviors when
    painkillers were described as partners as compared to servants. Implications of
    these findings for the importance of anthropomorphic social perception in the
    clinical application are discussed. '
author:
- first_name: Jana S.
  full_name: Aengenheister, Jana S.
  last_name: Aengenheister
- first_name: Renée
  full_name: Urban, Renée
  last_name: Urban
- first_name: Georg
  full_name: Halbeisen, Georg
  id: '85780'
  last_name: Halbeisen
  orcid: 0000-0002-9529-2215
citation:
  ama: Aengenheister JS, Urban R, Halbeisen G. Cures That (Make You) Work How a Treatment’s
    Social Role Affects Health-Related Behavioral Intentions. <i>Zeitschrift für Psychologie</i>.
    2021;229(3):171-177. doi:<a href="https://doi.org/10.1027/2151-2604/a000449">10.1027/2151-2604/a000449</a>
  apa: Aengenheister, J. S., Urban, R., &#38; Halbeisen, G. (2021). Cures That (Make
    You) Work How a Treatment’s Social Role Affects Health-Related Behavioral Intentions.
    <i>Zeitschrift Für Psychologie</i>, <i>229</i>(3), 171–177. <a href="https://doi.org/10.1027/2151-2604/a000449">https://doi.org/10.1027/2151-2604/a000449</a>
  bjps: <b>Aengenheister JS, Urban R and Halbeisen G</b> (2021) Cures That (Make You)
    Work How a Treatment’s Social Role Affects Health-Related Behavioral Intentions.
    <i>Zeitschrift für Psychologie</i> <b>229</b>, 171–177.
  chicago: 'Aengenheister, Jana S., Renée Urban, and Georg Halbeisen. “Cures That
    (Make You) Work How a Treatment’s Social Role Affects Health-Related Behavioral
    Intentions.” <i>Zeitschrift Für Psychologie</i> 229, no. 3 (2021): 171–77. <a
    href="https://doi.org/10.1027/2151-2604/a000449">https://doi.org/10.1027/2151-2604/a000449</a>.'
  chicago-de: 'Aengenheister, Jana S., Renée Urban und Georg Halbeisen. 2021. Cures
    That (Make You) Work How a Treatment’s Social Role Affects Health-Related Behavioral
    Intentions. <i>Zeitschrift für Psychologie</i> 229, Nr. 3: 171–177. doi:<a href="https://doi.org/10.1027/2151-2604/a000449">10.1027/2151-2604/a000449</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Aengenheister, Jana S.</span>
    ; <span style="font-variant:small-caps;">Urban, Renée</span> ; <span style="font-variant:small-caps;">Halbeisen,
    Georg</span>: Cures That (Make You) Work How a Treatment’s Social Role Affects
    Health-Related Behavioral Intentions. In: <i>Zeitschrift für Psychologie</i> Bd.
    229. Göttingen, Hogrefe  (2021), Nr. 3, S. 171–177'
  havard: J.S. Aengenheister, R. Urban, G. Halbeisen, Cures That (Make You) Work How
    a Treatment’s Social Role Affects Health-Related Behavioral Intentions, Zeitschrift
    Für Psychologie. 229 (2021) 171–177.
  ieee: 'J. S. Aengenheister, R. Urban, and G. Halbeisen, “Cures That (Make You) Work
    How a Treatment’s Social Role Affects Health-Related Behavioral Intentions,” <i>Zeitschrift
    für Psychologie</i>, vol. 229, no. 3, pp. 171–177, 2021, doi: <a href="https://doi.org/10.1027/2151-2604/a000449">10.1027/2151-2604/a000449</a>.'
  mla: Aengenheister, Jana S., et al. “Cures That (Make You) Work How a Treatment’s
    Social Role Affects Health-Related Behavioral Intentions.” <i>Zeitschrift Für
    Psychologie</i>, vol. 229, no. 3, 2021, pp. 171–77, <a href="https://doi.org/10.1027/2151-2604/a000449">https://doi.org/10.1027/2151-2604/a000449</a>.
  short: J.S. Aengenheister, R. Urban, G. Halbeisen, Zeitschrift Für Psychologie 229
    (2021) 171–177.
  ufg: '<b>Aengenheister, Jana S./Urban, Renée/Halbeisen, Georg</b>: Cures That (Make
    You) Work How a Treatment’s Social Role Affects Health-Related Behavioral Intentions,
    in: <i>Zeitschrift für Psychologie</i> 229 (2021), H. 3,  S. 171–177.'
  van: Aengenheister JS, Urban R, Halbeisen G. Cures That (Make You) Work How a Treatment’s
    Social Role Affects Health-Related Behavioral Intentions. Zeitschrift für Psychologie.
    2021;229(3):171–7.
date_created: 2026-03-27T10:12:59Z
date_updated: 2026-03-27T14:29:19Z
department:
- _id: DEP1500
doi: 10.1027/2151-2604/a000449
external_id:
  isi:
  - '000708159600005'
intvolume: '       229'
isi: '1'
issue: '3'
keyword:
- social cognition
- health behavior
- anthropomorphism
- headache
language:
- iso: eng
page: 171-177
place: Göttingen
publication: Zeitschrift für Psychologie
publication_identifier:
  eissn:
  - 2151-2604
  issn:
  - 2190-8370
publication_status: published
publisher: 'Hogrefe '
quality_controlled: '1'
status: public
title: Cures That (Make You) Work How a Treatment's Social Role Affects Health-Related
  Behavioral Intentions
type: scientific_journal_article
user_id: '83781'
volume: 229
year: '2021'
...
---
_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'
...
---
_id: '4518'
abstract:
- lang: eng
  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.
author:
- first_name: Andreas
  full_name: Fischbach, Andreas
  last_name: Fischbach
- first_name: Jan
  full_name: Strohschein, Jan
  last_name: Strohschein
- first_name: Andreas
  full_name: Bunte, Andreas
  id: '58885'
  last_name: Bunte
- first_name: Jörg
  full_name: Stork, Jörg
  last_name: Stork
- 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: 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>
  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>
  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.
  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>.'
  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>,
    .'
  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'
  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.
  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>.'
  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>.
  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.
  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.'
  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.
date_created: 2021-01-26T12:24:10Z
date_updated: 2025-06-26T13:38:24Z
department:
- _id: DEP5023
doi: 10.1007/s00170-020-06094-z
external_id:
  isi:
  - '000574389900002'
intvolume: '       111'
isi: '1'
issue: 1/2
keyword:
- CPPS
- Artificial intelligence
- Industry 40
- Reference architecture
- Optimization
- SMBO
- Cognition
- Big data platform
- Modularization
- AutoML
language:
- iso: eng
page: 609-626
publication: The International Journal of Advanced Manufacturing Technology
publication_identifier:
  eissn:
  - 1433-3015
  issn:
  - 0268-3768
publication_status: published
publisher: Springer
status: public
title: CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical
  Production Systems
type: journal_article
user_id: '83781'
volume: 111
year: '2020'
...
---
_id: '4781'
abstract:
- lang: eng
  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.
author:
- first_name: Andreas
  full_name: Bunte, Andreas
  id: '58885'
  last_name: Bunte
- first_name: Andreas
  full_name: Fischbach, Andreas
  last_name: Fischbach
- first_name: Jan
  full_name: Strohschein, Jan
  last_name: Strohschein
- first_name: Thomas
  full_name: Bartz-Beielstein, Thomas
  last_name: Bartz-Beielstein
- first_name: Heide
  full_name: Faeskorn-Woyke, Heide
  last_name: Faeskorn-Woyke
- first_name: Oliver
  full_name: Niggemann, Oliver
  id: '10876'
  last_name: Niggemann
citation:
  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>'
  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>
  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.'
  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>.'
  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>,
    .'
  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'
  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.'
  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>.'
  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>.
  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.'
  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.'
  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).'
conference:
  end_date: 2019-09-13
  location: Zaragoza, SPAIN
  name: 24th IEEE International Conference on Emerging Technologies and Factory Automation
    (ETFA)
  start_date: 2019-09-10
corporate_editor:
- Institute of Electrical and Electronics Engineers
- 'Universidad de Zaragoza '
date_created: 2021-02-02T08:10:37Z
date_updated: 2025-06-26T13:32:54Z
department:
- _id: DEP5023
doi: 10.1109/etfa.2019.8869038
keyword:
- Reference Architecture
- Cognition
- Industrie 4.0
language:
- iso: eng
page: 729-736
place: '[Piscataway, NJ]'
publication: 24nd IEEE International Conference on Emerging Technologies and Factory
  Automation (ETFA)
publication_identifier:
  eissn:
  - 1946-0759
  isbn:
  - 978-1-7281-0303-7
  issn:
  - 1946-0740
publication_status: published
publisher: IEEE
series_title: IEEE International Conference on Emerging Technologies and Factory Automation-ETFA
status: public
title: Evaluation of Cognitive Architectures for Cyber-Physical Production Systems
type: conference
user_id: '83781'
year: '2019'
...
