---
_id: '13786'
abstract:
- lang: eng
  text: Due to the superior job performing abilities and increasing computational
    capabilities, collaborating with artificial-intelligence-based services (AIBS
    or AI-based services) will be inevitable for employees in the service context.
    AI-based services in the form of virtual (e.g., chatbot) or physical (e.g., service
    robot) embodiments, which are characterized by a higher degree of autonomy and
    are intended to augment the tasks of human employees in a highly collaborative
    way, will increasingly become an integral part of employee’s work environment.
    Semi-structured interviews and a focus group discussion have been used to identify
    constructs driving employees’ perception of AI-based services and their impact
    on wellbeing. Combined with a thorough literature analysis, relations between
    the identified constructs have been derived from introducing a conceptual model
    of employees’ willingness to collaborate (WTC). This study identifies technology
    characteristics, job demands, resources, and control as constructs, directly influencing
    employees’ perceived risk of AI-based services.
author:
- first_name: Stefanie
  full_name: Paluch, Stefanie
  last_name: Paluch
- first_name: Thomas
  full_name: Wittkop, Thomas
  id: '61636'
  last_name: Wittkop
citation:
  ama: 'Paluch S, Wittkop T. Role of Risk on Employees’ Willingness to Collaborate
    with Artificial Intelligence and its Impact on Wellbeing. In: Sheth JN, Jain V,
    Mogaji E, Ambika A, eds. <i>Artificial Intelligence in Customer Service : The
    Next Frontier for Personalized Engagement </i>. Springer International Publishing
    AG; 2023:281-302. doi:<a href="https://doi.org/10.1007/978-3-031-33898-4_12">10.1007/978-3-031-33898-4_12</a>'
  apa: 'Paluch, S., &#38; Wittkop, T. (2023). Role of Risk on Employees’ Willingness
    to Collaborate with Artificial Intelligence and its Impact on Wellbeing. In J.
    N. Sheth, V. Jain, E. Mogaji, &#38; A. Ambika (Eds.), <i>Artificial Intelligence
    in Customer Service : The Next Frontier for Personalized Engagement </i> (pp.
    281–302). Springer International Publishing AG. <a href="https://doi.org/10.1007/978-3-031-33898-4_12">https://doi.org/10.1007/978-3-031-33898-4_12</a>'
  bjps: '<b>Paluch S and Wittkop T</b> (2023) Role of Risk on Employees’ Willingness
    to Collaborate with Artificial Intelligence and Its Impact on Wellbeing. In Sheth
    JN et al. (eds), <i>Artificial Intelligence in Customer Service : The Next Frontier
    for Personalized Engagement </i>. Cham: Springer International Publishing AG,
    pp. 281–302.'
  chicago: 'Paluch, Stefanie, and Thomas Wittkop. “Role of Risk on Employees’ Willingness
    to Collaborate with Artificial Intelligence and Its Impact on Wellbeing.” In <i>Artificial
    Intelligence in Customer Service : The Next Frontier for Personalized Engagement
    </i>, edited by Jagdish N. Sheth, Varsha  Jain, Emmanuel  Mogaji, and Anupama  Ambika,
    281–302. Cham: Springer International Publishing AG, 2023. <a href="https://doi.org/10.1007/978-3-031-33898-4_12">https://doi.org/10.1007/978-3-031-33898-4_12</a>.'
  chicago-de: 'Paluch, Stefanie und Thomas Wittkop. 2023. Role of Risk on Employees’
    Willingness to Collaborate with Artificial Intelligence and its Impact on Wellbeing.
    In: <i>Artificial Intelligence in Customer Service : The Next Frontier for Personalized
    Engagement </i>, hg. von Jagdish N. Sheth, Varsha  Jain, Emmanuel  Mogaji, und
    Anupama  Ambika, 281–302. Cham: Springer International Publishing AG. doi:<a href="https://doi.org/10.1007/978-3-031-33898-4_12">10.1007/978-3-031-33898-4_12</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Paluch, Stefanie</span> ; <span
    style="font-variant:small-caps;">Wittkop, Thomas</span>: Role of Risk on Employees’
    Willingness to Collaborate with Artificial Intelligence and its Impact on Wellbeing.
    In: <span style="font-variant:small-caps;">Sheth, J. N.</span> ; <span style="font-variant:small-caps;">Jain,
    V.</span> ; <span style="font-variant:small-caps;">Mogaji, E.</span> ; <span style="font-variant:small-caps;">Ambika,
    A.</span> (Hrsg.): <i>Artificial Intelligence in Customer Service : The Next Frontier
    for Personalized Engagement </i>. Cham : Springer International Publishing AG,
    2023, S. 281–302'
  havard: 'S. Paluch, T. Wittkop, Role of Risk on Employees’ Willingness to Collaborate
    with Artificial Intelligence and its Impact on Wellbeing, in: J.N. Sheth, V. Jain,
    E. Mogaji, A. Ambika (Eds.), Artificial Intelligence in Customer Service : The
    Next Frontier for Personalized Engagement , Springer International Publishing
    AG, Cham, 2023: pp. 281–302.'
  ieee: 'S. Paluch and T. Wittkop, “Role of Risk on Employees’ Willingness to Collaborate
    with Artificial Intelligence and its Impact on Wellbeing,” in <i>Artificial Intelligence
    in Customer Service : The Next Frontier for Personalized Engagement </i>, J. N.
    Sheth, V. Jain, E. Mogaji, and A. Ambika, Eds. Cham: Springer International Publishing
    AG, 2023, pp. 281–302. doi: <a href="https://doi.org/10.1007/978-3-031-33898-4_12">10.1007/978-3-031-33898-4_12</a>.'
  mla: 'Paluch, Stefanie, and Thomas Wittkop. “Role of Risk on Employees’ Willingness
    to Collaborate with Artificial Intelligence and Its Impact on Wellbeing.” <i>Artificial
    Intelligence in Customer Service : The Next Frontier for Personalized Engagement
    </i>, edited by Jagdish N. Sheth et al., Springer International Publishing AG,
    2023, pp. 281–302, <a href="https://doi.org/10.1007/978-3-031-33898-4_12">https://doi.org/10.1007/978-3-031-33898-4_12</a>.'
  short: 'S. Paluch, T. Wittkop, in: J.N. Sheth, V. Jain, E. Mogaji, A. Ambika (Eds.),
    Artificial Intelligence in Customer Service : The Next Frontier for Personalized
    Engagement , Springer International Publishing AG, Cham, 2023, pp. 281–302.'
  ufg: '<b>Paluch, Stefanie/Wittkop, Thomas</b>: Role of Risk on Employees’ Willingness
    to Collaborate with Artificial Intelligence and its Impact on Wellbeing, in: <i>Sheth,
    Jagdish N. u. a. (Hgg.)</i>: Artificial Intelligence in Customer Service : The
    Next Frontier for Personalized Engagement , Cham 2023,  S. 281–302.'
  van: 'Paluch S, Wittkop T. Role of Risk on Employees’ Willingness to Collaborate
    with Artificial Intelligence and its Impact on Wellbeing. In: Sheth JN, Jain V,
    Mogaji E, Ambika A, editors. Artificial Intelligence in Customer Service : The
    Next Frontier for Personalized Engagement . Cham: Springer International Publishing
    AG; 2023. p. 281–302.'
date_created: 2026-05-26T17:34:27Z
date_updated: 2026-05-27T12:09:44Z
department:
- _id: DEP3019
doi: 10.1007/978-3-031-33898-4_12
editor:
- first_name: Jagdish N.
  full_name: Sheth, Jagdish N.
  last_name: Sheth
- first_name: 'Varsha '
  full_name: 'Jain, Varsha '
  last_name: Jain
- first_name: 'Emmanuel '
  full_name: 'Mogaji, Emmanuel '
  last_name: Mogaji
- first_name: 'Anupama '
  full_name: 'Ambika, Anupama '
  last_name: Ambika
keyword:
- Artificial intelligence
- AI-based services
- Willingness to collaborate
- Employees’ wellbeing
language:
- iso: eng
page: 281–302
place: Cham
publication: 'Artificial Intelligence in Customer Service : The Next Frontier for
  Personalized Engagement '
publication_identifier:
  eisbn:
  - '978-3-031-33898-4 '
  isbn:
  - 978-3-031-33897-7
publication_status: published
publisher: Springer International Publishing AG
status: public
title: Role of Risk on Employees’ Willingness to Collaborate with Artificial Intelligence
  and its Impact on Wellbeing
type: book_chapter
user_id: '83781'
year: '2023'
...
---
_id: '12994'
abstract:
- lang: eng
  text: HUMAN 2023 is the 6th workshop of a series for the ACM Hypertext conferences.
    The HUMAN workshop has a strong focus on the user and thus is complementary to
    the strong machine analytics research direction that could be experienced in previous
    conferences.The user-centric view on hypertext not only includes user interfaces
    and interaction, but also discussions about hypertext application domains as well
    as human-centered AI. Furthermore, the workshop raises the question of how original
    hypertext ideas (e. g., Doug Engelbart’s "augmenting human intellect" [7] or Jeff
    Conklin’s "hypertext as a computer-based medium for thinking and communication"
    [6]) can improve today’s hypertext systems.
author:
- first_name: Jessica
  full_name: Rubart, Jessica
  id: '45672'
  last_name: Rubart
  orcid: 0000-0003-0937-3551
- first_name: Claus
  full_name: Atzenbeck, Claus
  last_name: Atzenbeck
citation:
  ama: 'Rubart J, Atzenbeck C. <i>HUMAN’23: 6th Workshop on Human Factors in Hypertext</i>.
    ACM; 2023. doi:<a href="https://doi.org/10.1145/3603163.3610576">10.1145/3603163.3610576</a>'
  apa: 'Rubart, J., &#38; Atzenbeck, C. (2023). HUMAN’23: 6th Workshop on Human Factors
    in Hypertext. In <i>Proceedings of the 34th ACM Conference on Hypertext and Social
    Media</i>. 34th ACM Conference on Hypertext and Social Media, Rome, Italy. ACM.
    <a href="https://doi.org/10.1145/3603163.3610576">https://doi.org/10.1145/3603163.3610576</a>'
  bjps: '<b>Rubart J and Atzenbeck C</b> (2023) <i>HUMAN’23: 6th Workshop on Human
    Factors in Hypertext</i>. New York, NY, USA: ACM.'
  chicago: 'Rubart, Jessica, and Claus Atzenbeck. <i>HUMAN’23: 6th Workshop on Human
    Factors in Hypertext</i>. <i>Proceedings of the 34th ACM Conference on Hypertext
    and Social Media</i>. HT ’23. New York, NY, USA: ACM, 2023. <a href="https://doi.org/10.1145/3603163.3610576">https://doi.org/10.1145/3603163.3610576</a>.'
  chicago-de: 'Rubart, Jessica und Claus Atzenbeck. 2023. <i>HUMAN’23: 6th Workshop
    on Human Factors in Hypertext</i>. <i>Proceedings of the 34th ACM Conference on
    Hypertext and Social Media</i>. HT ’23. New York, NY, USA: ACM. doi:<a href="https://doi.org/10.1145/3603163.3610576">10.1145/3603163.3610576</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Rubart, Jessica</span> ; <span
    style="font-variant:small-caps;">Atzenbeck, Claus</span>: <i>HUMAN’23: 6th Workshop
    on Human Factors in Hypertext</i>, <i>HT ’23</i>. New York, NY, USA : ACM, 2023'
  havard: 'J. Rubart, C. Atzenbeck, HUMAN’23: 6th Workshop on Human Factors in Hypertext,
    ACM, New York, NY, USA, 2023.'
  ieee: 'J. Rubart and C. Atzenbeck, <i>HUMAN’23: 6th Workshop on Human Factors in
    Hypertext</i>. New York, NY, USA: ACM, 2023. doi: <a href="https://doi.org/10.1145/3603163.3610576">10.1145/3603163.3610576</a>.'
  mla: 'Rubart, Jessica, and Claus Atzenbeck. “HUMAN’23: 6th Workshop on Human Factors
    in Hypertext.” <i>Proceedings of the 34th ACM Conference on Hypertext and Social
    Media</i>, ACM, 2023, <a href="https://doi.org/10.1145/3603163.3610576">https://doi.org/10.1145/3603163.3610576</a>.'
  short: 'J. Rubart, C. Atzenbeck, HUMAN’23: 6th Workshop on Human Factors in Hypertext,
    ACM, New York, NY, USA, 2023.'
  ufg: '<b>Rubart, Jessica/Atzenbeck, Claus</b>: HUMAN’23: 6th Workshop on Human Factors
    in Hypertext, New York, NY, USA 2023 (HT ’23).'
  van: 'Rubart J, Atzenbeck C. HUMAN’23: 6th Workshop on Human Factors in Hypertext.
    Proceedings of the 34th ACM Conference on Hypertext and Social Media. New York,
    NY, USA: ACM; 2023. (HT ’23).'
conference:
  end_date: 2023-09-08
  location: Rome, Italy
  name: 34th ACM Conference on Hypertext and Social Media
  start_date: 2023-09-04
date_created: 2025-06-18T13:24:37Z
date_updated: 2026-07-02T10:26:18Z
department:
- _id: DEP5023
- _id: DEP8008
doi: 10.1145/3603163.3610576
keyword:
- user interfaces
- information structuring
- decision making
- human-centered AI
- cognitive aspects
- scientific community
- digital humanities
- user interaction
- human factors
- user-centric
- annotation
- adaptive hypertext
- hypermedia
- collaboration
- information systems
- augmentation
- hypertext
- communication
- intercultural aspects
language:
- iso: eng
place: New York, NY, USA
publication: Proceedings of the 34th ACM Conference on Hypertext and Social Media
publication_identifier:
  isbn:
  - 979-8-4007-0232-7
publication_status: published
publisher: ACM
series_title: HT '23
status: public
title: 'HUMAN’23: 6th Workshop on Human Factors in Hypertext'
type: conference_editor_article
user_id: '89807'
year: '2023'
...
---
_id: '13020'
abstract:
- lang: eng
  text: Developing AI systems for automatic train operation (ATO) requires developers
    to have a deep understanding of the human tasks they are trying to replace. This
    paper fills this gap and translates the regulatory requirements from the context
    of German railways for the AI developer community. As a result, tasks such as
    train’s path monitoring for collision prediction, signal detection, door operation,
    etc. are identified. Based on this analysis, a functionally justified sensor setup
    with detailed configuration requirements is presented. This setup was also evaluated
    by a survey within the railway industry. The evaluated sensors include RGB/IR
    cameras, LIDARs, radars and ultrasonic sensors. Calculations and estimates for
    the evaluated sensors are presented graphically and included in this paper. However,
    the ultimate sensor setup is still a subject of research. The results of this
    paper also address the lack of training and test datasets for railway AI systems.
    It is proposed to acquire research datasets that will allow the training of domain
    adaptation algorithms to transform other datasets, thus increasing the number
    of available datasets. The sensor setup is also recommended for such research
    datasets.
article_number: '22'
author:
- first_name: Rustam
  full_name: Tagiew, Rustam
  last_name: Tagiew
- first_name: Dirk
  full_name: Leinhos, Dirk
  last_name: Leinhos
- first_name: Henrik
  full_name: von der Haar, Henrik
  last_name: von der Haar
- first_name: Christian
  full_name: Klotz, Christian
  last_name: Klotz
- first_name: Dennis
  full_name: Sprute, Dennis
  last_name: Sprute
- first_name: Jens
  full_name: Ziehn, Jens
  last_name: Ziehn
- first_name: Andreas
  full_name: Schmelter, Andreas
  id: '10982'
  last_name: Schmelter
- first_name: Stefan
  full_name: Witte, Stefan
  id: '1605'
  last_name: Witte
- first_name: Pavel
  full_name: Klasek, Pavel
  last_name: Klasek
citation:
  ama: Tagiew R, Leinhos D, von der Haar H, et al. Sensor system for development of
    perception systems for ATO. <i>Discover Artificial Intelligence</i>. 2023;3(1).
    doi:<a href="https://doi.org/10.1007/s44163-023-00066-4">10.1007/s44163-023-00066-4</a>
  apa: Tagiew, R., Leinhos, D., von der Haar, H., Klotz, C., Sprute, D., Ziehn, J.,
    Schmelter, A., Witte, S., &#38; Klasek, P. (2023). Sensor system for development
    of perception systems for ATO. <i>Discover Artificial Intelligence</i>, <i>3</i>(1),
    Article 22. <a href="https://doi.org/10.1007/s44163-023-00066-4">https://doi.org/10.1007/s44163-023-00066-4</a>
  bjps: <b>Tagiew R <i>et al.</i></b> (2023) Sensor System for Development of Perception
    Systems for ATO. <i>Discover Artificial Intelligence</i> <b>3</b>.
  chicago: Tagiew, Rustam, Dirk Leinhos, Henrik von der Haar, Christian Klotz, Dennis
    Sprute, Jens Ziehn, Andreas Schmelter, Stefan Witte, and Pavel Klasek. “Sensor
    System for Development of Perception Systems for ATO.” <i>Discover Artificial
    Intelligence</i> 3, no. 1 (2023). <a href="https://doi.org/10.1007/s44163-023-00066-4">https://doi.org/10.1007/s44163-023-00066-4</a>.
  chicago-de: Tagiew, Rustam, Dirk Leinhos, Henrik von der Haar, Christian Klotz,
    Dennis Sprute, Jens Ziehn, Andreas Schmelter, Stefan Witte und Pavel Klasek. 2023.
    Sensor system for development of perception systems for ATO. <i>Discover Artificial
    Intelligence</i> 3, Nr. 1. doi:<a href="https://doi.org/10.1007/s44163-023-00066-4">10.1007/s44163-023-00066-4</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Tagiew,
    Rustam</span> ; <span style="font-variant:small-caps;">Leinhos, Dirk</span> ;
    <span style="font-variant:small-caps;">von der Haar, Henrik</span> ; <span style="font-variant:small-caps;">Klotz,
    Christian</span> ; <span style="font-variant:small-caps;">Sprute, Dennis</span>
    ; <span style="font-variant:small-caps;">Ziehn, Jens</span> ; <span style="font-variant:small-caps;">Schmelter,
    Andreas</span> ; <span style="font-variant:small-caps;">Witte, Stefan</span> ;
    u. a.</span>: Sensor system for development of perception systems for ATO. In:
    <i>Discover Artificial Intelligence</i> Bd. 3. [Cham] , Springer International
    Publishing  (2023), Nr. 1'
  havard: R. Tagiew, D. Leinhos, H. von der Haar, C. Klotz, D. Sprute, J. Ziehn, A.
    Schmelter, S. Witte, P. Klasek, Sensor system for development of perception systems
    for ATO, Discover Artificial Intelligence. 3 (2023).
  ieee: 'R. Tagiew <i>et al.</i>, “Sensor system for development of perception systems
    for ATO,” <i>Discover Artificial Intelligence</i>, vol. 3, no. 1, Art. no. 22,
    2023, doi: <a href="https://doi.org/10.1007/s44163-023-00066-4">10.1007/s44163-023-00066-4</a>.'
  mla: Tagiew, Rustam, et al. “Sensor System for Development of Perception Systems
    for ATO.” <i>Discover Artificial Intelligence</i>, vol. 3, no. 1, 22, 2023, <a
    href="https://doi.org/10.1007/s44163-023-00066-4">https://doi.org/10.1007/s44163-023-00066-4</a>.
  short: R. Tagiew, D. Leinhos, H. von der Haar, C. Klotz, D. Sprute, J. Ziehn, A.
    Schmelter, S. Witte, P. Klasek, Discover Artificial Intelligence 3 (2023).
  ufg: '<b>Tagiew, Rustam u. a.</b>: Sensor system for development of perception systems
    for ATO, in: <i>Discover Artificial Intelligence</i> 3 (2023), H. 1.'
  van: Tagiew R, Leinhos D, von der Haar H, Klotz C, Sprute D, Ziehn J, et al. Sensor
    system for development of perception systems for ATO. Discover Artificial Intelligence.
    2023;3(1).
date_created: 2025-06-24T13:47:12Z
date_updated: 2025-06-24T13:51:24Z
department:
- _id: DEP5000
- _id: DEP5023
doi: 10.1007/s44163-023-00066-4
intvolume: '         3'
issue: '1'
keyword:
- Automatic train operation
- ATO
- GoA3
- GoA4
- Perception
- AI
language:
- iso: eng
place: '[Cham] '
publication: Discover Artificial Intelligence
publication_identifier:
  issn:
  - 2731-0809
publication_status: published
publisher: 'Springer International Publishing '
quality_controlled: '1'
status: public
title: Sensor system for development of perception systems for ATO
type: scientific_journal_article
user_id: '83781'
volume: 3
year: '2023'
...
---
_id: '10645'
abstract:
- lang: eng
  text: Artificial Intelligence (AI)-based applications promise great potential benefits
    for companies. However, an isolated consideration of the technical system is not
    sufficient for the design. Rather, it is necessary to design the entire work system
    taking into account the socio-technical system approach. This enables the combination
    of the strengths of people and intelligent systems. This paper presents an approach
    for a socio-technical requirements elicitation in the design of AI-based systems
    by adapting the HTO-analysis. First, a mission statement is developed. Based on
    a detailed process modelling, existing data and systems are recorded. In addition,
    all relevant stakeholder groups are included by conducting interviews and surveys.
    Thus, the procedure enables the derivation of a comprehensive catalogue of requirements.
    The application of the approach is illustrated by using an example from industrial
    practice, the design of an intelligent workforce planning system.
author:
- first_name: Stefan
  full_name: Gabriel, Stefan
  last_name: Gabriel
- first_name: Dominik
  full_name: Bentler, Dominik
  last_name: Bentler
- first_name: Eva-Maria
  full_name: Grote, Eva-Maria
  last_name: Grote
- first_name: Caroline
  full_name: Junker, Caroline
  last_name: Junker
- first_name: David Meyer zu
  full_name: Wendischhoff, David Meyer zu
  last_name: Wendischhoff
- first_name: Michael
  full_name: Bansmann, Michael
  last_name: Bansmann
- first_name: Benedikt
  full_name: Latos, Benedikt
  last_name: Latos
- first_name: Daniela
  full_name: Hobscheidt, Daniela
  last_name: Hobscheidt
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  ama: 'Gabriel S, Bentler D, Grote EM, et al. Requirements analysis for an intelligent
    workforce planning system: a socio-technical approach to design AI-based systems.
    <i>Procedia CIRP</i>. 2022;109:431-436. doi:<a href="https://doi.org/10.1016/j.procir.2022.05.274">10.1016/j.procir.2022.05.274</a>'
  apa: 'Gabriel, S., Bentler, D., Grote, E.-M., Junker, C., Wendischhoff, D. M. zu,
    Bansmann, M., Latos, B., Hobscheidt, D., Kühn, A., &#38; Dumitrescu, R. (2022).
    Requirements analysis for an intelligent workforce planning system: a socio-technical
    approach to design AI-based systems. <i>Procedia CIRP</i>, <i>109</i>, 431–436.
    <a href="https://doi.org/10.1016/j.procir.2022.05.274">https://doi.org/10.1016/j.procir.2022.05.274</a>'
  bjps: '<b>Gabriel S <i>et al.</i></b> (2022) Requirements Analysis for an Intelligent
    Workforce Planning System: A Socio-Technical Approach to Design AI-Based Systems.
    <i>Procedia CIRP</i> <b>109</b>, 431–436.'
  chicago: 'Gabriel, Stefan, Dominik Bentler, Eva-Maria Grote, Caroline Junker, David
    Meyer zu Wendischhoff, Michael Bansmann, Benedikt Latos, Daniela Hobscheidt, Arno
    Kühn, and Roman Dumitrescu. “Requirements Analysis for an Intelligent Workforce
    Planning System: A Socio-Technical Approach to Design AI-Based Systems.” <i>Procedia
    CIRP</i> 109 (2022): 431–36. <a href="https://doi.org/10.1016/j.procir.2022.05.274">https://doi.org/10.1016/j.procir.2022.05.274</a>.'
  chicago-de: 'Gabriel, Stefan, Dominik Bentler, Eva-Maria Grote, Caroline Junker,
    David Meyer zu Wendischhoff, Michael Bansmann, Benedikt Latos, Daniela Hobscheidt,
    Arno Kühn und Roman Dumitrescu. 2022. Requirements analysis for an intelligent
    workforce planning system: a socio-technical approach to design AI-based systems.
    <i>Procedia CIRP</i> 109: 431–436. doi:<a href="https://doi.org/10.1016/j.procir.2022.05.274">10.1016/j.procir.2022.05.274</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Gabriel,
    Stefan</span> ; <span style="font-variant:small-caps;">Bentler, Dominik</span>
    ; <span style="font-variant:small-caps;">Grote, Eva-Maria</span> ; <span style="font-variant:small-caps;">Junker,
    Caroline</span> ; <span style="font-variant:small-caps;">Wendischhoff, David Meyer
    zu</span> ; <span style="font-variant:small-caps;">Bansmann, Michael</span> ;
    <span style="font-variant:small-caps;">Latos, Benedikt</span> ; <span style="font-variant:small-caps;">Hobscheidt,
    Daniela</span> ; u. a.</span>: Requirements analysis for an intelligent workforce
    planning system: a socio-technical approach to design AI-based systems. In: <i>Procedia
    CIRP</i> Bd. 109, Elsevier BV (2022), S. 431–436'
  havard: 'S. Gabriel, D. Bentler, E.-M. Grote, C. Junker, D.M. zu Wendischhoff, M.
    Bansmann, B. Latos, D. Hobscheidt, A. Kühn, R. Dumitrescu, Requirements analysis
    for an intelligent workforce planning system: a socio-technical approach to design
    AI-based systems, Procedia CIRP. 109 (2022) 431–436.'
  ieee: 'S. Gabriel <i>et al.</i>, “Requirements analysis for an intelligent workforce
    planning system: a socio-technical approach to design AI-based systems,” <i>Procedia
    CIRP</i>, vol. 109, pp. 431–436, 2022, doi: <a href="https://doi.org/10.1016/j.procir.2022.05.274">10.1016/j.procir.2022.05.274</a>.'
  mla: 'Gabriel, Stefan, et al. “Requirements Analysis for an Intelligent Workforce
    Planning System: A Socio-Technical Approach to Design AI-Based Systems.” <i>Procedia
    CIRP</i>, vol. 109, 2022, pp. 431–36, <a href="https://doi.org/10.1016/j.procir.2022.05.274">https://doi.org/10.1016/j.procir.2022.05.274</a>.'
  short: S. Gabriel, D. Bentler, E.-M. Grote, C. Junker, D.M. zu Wendischhoff, M.
    Bansmann, B. Latos, D. Hobscheidt, A. Kühn, R. Dumitrescu, Procedia CIRP 109 (2022)
    431–436.
  ufg: '<b>Gabriel, Stefan u. a.</b>: Requirements analysis for an intelligent workforce
    planning system: a socio-technical approach to design AI-based systems, in: <i>Procedia
    CIRP</i> 109 (2022),  S. 431–436.'
  van: 'Gabriel S, Bentler D, Grote EM, Junker C, Wendischhoff DM zu, Bansmann M,
    et al. Requirements analysis for an intelligent workforce planning system: a socio-technical
    approach to design AI-based systems. Procedia CIRP. 2022;109:431–6.'
date_created: 2023-10-30T10:13:04Z
date_updated: 2023-10-31T15:40:36Z
department:
- _id: DEP1522
doi: 10.1016/j.procir.2022.05.274
extern: '1'
intvolume: '       109'
keyword:
- socio-technial design socio-technial design
- requirements elicitation
- AI-human-collaboration
- 'work design : workforce planning requirements elicitation AI-human-collaboration
  work design workforce planning'
language:
- iso: eng
page: 431-436
publication: Procedia CIRP
publication_identifier:
  issn:
  - 2212-8271
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: 'Requirements analysis for an intelligent workforce planning system: a socio-technical
  approach to design AI-based systems'
type: journal_article
user_id: '83781'
volume: 109
year: '2022'
...
---
_id: '6910'
abstract:
- lang: eng
  text: "AI is on the rise. Powerful cloud platforms and networked software components
    can perform increasingly complex data evaluations and simulations. Recent research
    and development projects1  show how great the potential of artificial intelligence
    is for urban planning. However, despite the impressive, technical possibilities,
    it currently remains unclear how planning stakeholders and the affected population
    can be meaningfully involved in the intelligent processes of the \"black box\".
    The authors are of the opinion that sustainable urban development planning not
    only requires acceptance of the spatial planning result, as has been the case
    up to now, but also requires acceptance of the increasingly digitally supported
    planning process. For this reason, it must also be possible for laypersons to
    understand the digital analysis and evaluation processes and to comprehend their
    relevance and spatial interactions. Consequently, simulations must not only run
    in the computers of the respective planning or engineering offices, but require
    a simple, haptic analog translation that can also be used in participation processes
    as already shown in the CityScope projects2.  \r\nFor this project, the big revitalization
    project of Deutzer Hafen in Cologne to a future district with more than 9.500
    daily users is used as a case study in building a decision support system for
    urban planning. It is composed of three parts: an agent-based model, a tangible
    user interface and a synthetic population. The project enables users to get in
    touch with an agent-based model (ABM) without any knowledge in coding or even
    interacting with computers. It connects physical objects to digital information.
    Based on the theories of Castiglione et.al.3 , Gehl4 , Shannon5  and Jacobs6  this
    project shows how to use an artificial and analog simulation model to measure
    the urban vitality of the public spaces in the district, based on the activity
    and travelling patterns of the population. This is done by testing different scenarios
    in which we change interactive parameters of the model: the use of the buildings
    and the demographics of the population. We can then determine which scenarios
    benefit the most life in the public spaces of the district, by finding areas of
    interest or problematic ones.  "
author:
- first_name: Amanda
  full_name: Barbosa Jardim, Amanda
  id: '76917'
  last_name: Barbosa Jardim
- first_name: Maximilian
  full_name: Müh, Maximilian
  id: '74260'
  last_name: Müh
- first_name: Axel
  full_name: Häusler, Axel
  id: '61520'
  last_name: Häusler
  orcid: 0009-0001-8565-8199
- first_name: Andrea
  full_name: Kondziela, Andrea
  id: '81431'
  last_name: Kondziela
citation:
  ama: 'Barbosa Jardim A, Müh M, Häusler A, Kondziela A. Synthetic and Tangible Agents
    for an Activity-based Urban Planning Tool. In: Schrenk M, Popovich VV, Zeile P,
    et al., eds. <i>  REAL CORP 2021: Cities 20.50, Creating Habitats for the 3rd
    Millennium, Smart - Sustainable - Climate Neutral : Proceedings of 26th International
    Conference on Urban Planning, Regional Development and Information Society</i>.
    CORP - Competence Center of Urban and Regional Planning; 2021. doi:<a href="https://doi.org/10.48494/REALCORP2021.1049">10.48494/REALCORP2021.1049</a>'
  apa: 'Barbosa Jardim, A., Müh, M., Häusler, A., &#38; Kondziela, A. (2021). Synthetic
    and Tangible Agents for an Activity-based Urban Planning Tool. In M. Schrenk,
    V. V. Popovich, P. Zeile, P. Elisei, C. Beyer, J. Ryser, G. Stöglehner, &#38;
    CORP – Competence Center of Urban and Regional Planning (Eds.), <i>  REAL CORP
    2021: Cities 20.50, creating habitats for the 3rd millennium, smart - sustainable
    - climate neutral : proceedings of 26th International Conference on Urban Planning,
    Regional Development and Information Society</i>. CORP - Competence Center of
    Urban and Regional Planning. <a href="https://doi.org/10.48494/REALCORP2021.1049">https://doi.org/10.48494/REALCORP2021.1049</a>'
  bjps: '<b>Barbosa Jardim A <i>et al.</i></b> (2021) Synthetic and Tangible Agents
    for an Activity-Based Urban Planning Tool. In Schrenk M et al. (eds), <i>  REAL
    CORP 2021: Cities 20.50, Creating Habitats for the 3rd Millennium, Smart - Sustainable
    - Climate Neutral : Proceedings of 26th International Conference on Urban Planning,
    Regional Development and Information Society</i>. Wien: CORP - Competence Center
    of Urban and Regional Planning.'
  chicago: 'Barbosa Jardim, Amanda, Maximilian Müh, Axel Häusler, and Andrea Kondziela.
    “Synthetic and Tangible Agents for an Activity-Based Urban Planning Tool.” In
    <i>  REAL CORP 2021: Cities 20.50, Creating Habitats for the 3rd Millennium, Smart
    - Sustainable - Climate Neutral : Proceedings of 26th International Conference
    on Urban Planning, Regional Development and Information Society</i>, edited by
    Manfred Schrenk, Vasily V. Popovich, Peter Zeile, Pietro Elisei, Clemens Beyer,
    Judith Ryser, Gernot Stöglehner, and CORP – Competence Center of Urban and Regional
    Planning. Wien: CORP - Competence Center of Urban and Regional Planning, 2021.
    <a href="https://doi.org/10.48494/REALCORP2021.1049">https://doi.org/10.48494/REALCORP2021.1049</a>.'
  chicago-de: 'Barbosa Jardim, Amanda, Maximilian Müh, Axel Häusler und Andrea Kondziela.
    2021. Synthetic and Tangible Agents for an Activity-based Urban Planning Tool.
    In: <i>  REAL CORP 2021: Cities 20.50, creating habitats for the 3rd millennium,
    smart - sustainable - climate neutral : proceedings of 26th International Conference
    on Urban Planning, Regional Development and Information Society</i>, hg. von Manfred
    Schrenk, Vasily V. Popovich, Peter Zeile, Pietro Elisei, Clemens Beyer, Judith
    Ryser, Gernot Stöglehner, und CORP – Competence Center of Urban and Regional Planning.
    Wien: CORP - Competence Center of Urban and Regional Planning. doi:<a href="https://doi.org/10.48494/REALCORP2021.1049">10.48494/REALCORP2021.1049</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Barbosa Jardim, Amanda</span>
    ; <span style="font-variant:small-caps;">Müh, Maximilian</span> ; <span style="font-variant:small-caps;">Häusler,
    Axel</span> ; <span style="font-variant:small-caps;">Kondziela, Andrea</span>:
    Synthetic and Tangible Agents for an Activity-based Urban Planning Tool. In: <span
    style="font-variant:small-caps;">Schrenk, M.</span> ; <span style="font-variant:small-caps;">Popovich,
    V. V.</span> ; <span style="font-variant:small-caps;">Zeile, P.</span> ; <span
    style="font-variant:small-caps;">Elisei, P.</span> ; <span style="font-variant:small-caps;">Beyer,
    C.</span> ; <span style="font-variant:small-caps;">Ryser, J.</span> ; <span style="font-variant:small-caps;">Stöglehner,
    G.</span> ; <span style="font-variant:small-caps;">CORP – Competence Center of
    Urban and Regional Planning</span> (Hrsg.): <i>  REAL CORP 2021: Cities 20.50,
    creating habitats for the 3rd millennium, smart - sustainable - climate neutral :
    proceedings of 26th International Conference on Urban Planning, Regional Development
    and Information Society</i>. Wien : CORP - Competence Center of Urban and Regional
    Planning, 2021'
  havard: 'A. Barbosa Jardim, M. Müh, A. Häusler, A. Kondziela, Synthetic and Tangible
    Agents for an Activity-based Urban Planning Tool, in: M. Schrenk, V.V. Popovich,
    P. Zeile, P. Elisei, C. Beyer, J. Ryser, G. Stöglehner, CORP – Competence Center
    of Urban and Regional Planning (Eds.),   REAL CORP 2021: Cities 20.50, Creating
    Habitats for the 3rd Millennium, Smart - Sustainable - Climate Neutral : Proceedings
    of 26th International Conference on Urban Planning, Regional Development and Information
    Society, CORP - Competence Center of Urban and Regional Planning, Wien, 2021.'
  ieee: 'A. Barbosa Jardim, M. Müh, A. Häusler, and A. Kondziela, “Synthetic and Tangible
    Agents for an Activity-based Urban Planning Tool,” in <i>  REAL CORP 2021: Cities
    20.50, creating habitats for the 3rd millennium, smart - sustainable - climate
    neutral : proceedings of 26th International Conference on Urban Planning, Regional
    Development and Information Society</i>, M. Schrenk, V. V. Popovich, P. Zeile,
    P. Elisei, C. Beyer, J. Ryser, G. Stöglehner, and CORP – Competence Center of
    Urban and Regional Planning, Eds. Wien: CORP - Competence Center of Urban and
    Regional Planning, 2021. doi: <a href="https://doi.org/10.48494/REALCORP2021.1049">10.48494/REALCORP2021.1049</a>.'
  mla: 'Barbosa Jardim, Amanda, et al. “Synthetic and Tangible Agents for an Activity-Based
    Urban Planning Tool.” <i>  REAL CORP 2021: Cities 20.50, Creating Habitats for
    the 3rd Millennium, Smart - Sustainable - Climate Neutral : Proceedings of 26th
    International Conference on Urban Planning, Regional Development and Information
    Society</i>, edited by Manfred Schrenk et al., CORP - Competence Center of Urban
    and Regional Planning, 2021, <a href="https://doi.org/10.48494/REALCORP2021.1049">https://doi.org/10.48494/REALCORP2021.1049</a>.'
  short: 'A. Barbosa Jardim, M. Müh, A. Häusler, A. Kondziela, in: M. Schrenk, V.V.
    Popovich, P. Zeile, P. Elisei, C. Beyer, J. Ryser, G. Stöglehner, CORP – Competence
    Center of Urban and Regional Planning (Eds.),   REAL CORP 2021: Cities 20.50,
    Creating Habitats for the 3rd Millennium, Smart - Sustainable - Climate Neutral :
    Proceedings of 26th International Conference on Urban Planning, Regional Development
    and Information Society, CORP - Competence Center of Urban and Regional Planning,
    Wien, 2021.'
  ufg: '<b>Barbosa Jardim, Amanda u. a.</b>: Synthetic and Tangible Agents for an
    Activity-based Urban Planning Tool, in: <i>Schrenk, Manfred u. a. (Hgg.)</i>:
      REAL CORP 2021: Cities 20.50, creating habitats for the 3rd millennium, smart
    - sustainable - climate neutral : proceedings of 26th International Conference
    on Urban Planning, Regional Development and Information Society, Wien 2021.'
  van: 'Barbosa Jardim A, Müh M, Häusler A, Kondziela A. Synthetic and Tangible Agents
    for an Activity-based Urban Planning Tool. In: Schrenk M, Popovich VV, Zeile P,
    Elisei P, Beyer C, Ryser J, et al., editors.   REAL CORP 2021: Cities 2050, creating
    habitats for the 3rd millennium, smart - sustainable - climate neutral : proceedings
    of 26th International Conference on Urban Planning, Regional Development and Information
    Society. Wien: CORP - Competence Center of Urban and Regional Planning; 2021.'
conference:
  end_date: 2021-10-10
  location: Wien
  name: 'REAL CORP - International Conference on Urban Planning and Regional Development
    in the Information Society '
  start_date: 2021-10-07
corporate_editor:
- CORP – Competence Center of Urban and Regional Planning
date_created: 2021-12-16T10:57:54Z
date_updated: 2024-12-04T12:57:10Z
department:
- _id: DEP1055
- _id: DEP1028
doi: 10.48494/REALCORP2021.1049
editor:
- first_name: Manfred
  full_name: Schrenk, Manfred
  last_name: Schrenk
- first_name: Vasily V.
  full_name: Popovich, Vasily V.
  last_name: Popovich
- first_name: Peter
  full_name: Zeile, Peter
  last_name: Zeile
- first_name: Pietro
  full_name: Elisei, Pietro
  last_name: Elisei
- first_name: Clemens
  full_name: Beyer, Clemens
  last_name: Beyer
- first_name: Judith
  full_name: Ryser, Judith
  last_name: Ryser
- first_name: Gernot
  full_name: Stöglehner, Gernot
  last_name: Stöglehner
keyword:
- mart Cities
- Agent-based modelling
- KI/AI
- Participation
- Tangible Data
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.corp.at/archive/CORP2021_49.pdf
oa: '1'
place: Wien
publication: "\t REAL CORP 2021: Cities 20.50, creating habitats for the 3rd millennium,
  smart - sustainable - climate neutral : proceedings of 26th International Conference
  on Urban Planning, Regional Development and Information Society"
publication_identifier:
  isbn:
  - 978-3-9504945-0-1
publication_status: published
publisher: CORP - Competence Center of Urban and Regional Planning
quality_controlled: '1'
related_material:
  link:
  - relation: original
    url: https://www.corp.at/archive/CORP2021_49.pdf
status: public
title: Synthetic and Tangible Agents for an Activity-based Urban Planning Tool
type: book_chapter
user_id: '83781'
year: '2021'
...