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Ralph Bergmann

Ralph Bergmann

D-Index & Metrics

Computer Science

D-Index
31
Citations
5384
World Ranking
13482
National Ranking
646

Overview

Ralph Bergmann is affiliated with the University of Trier in Germany and has contributed extensively to the fields of Computer Science, Business, Management and Accounting, and Engineering through a total of over 190 publications. Their research spans multiple subfields including Artificial Intelligence, Management Information Systems, Industrial and Manufacturing Engineering, Information Systems, and Computer Vision and Pattern Recognition.

The main topics covered in Bergmann's work include:

  • Business Process Modeling and Analysis
  • Semantic Web and Ontologies
  • AI-based Problem Solving and Planning
  • Topic Modeling
  • Digital Transformation in Industry
  • Flexible and Reconfigurable Manufacturing Systems
  • Service-Oriented Architecture and Web Services

Bergmann's recent papers feature contributions to smart factory processes, adaptive workflow management, and embedding IoT sensor data in event-driven architectures. Notable recent publications include:

  • "Integrating process management and event processing in smart factories: A systems architecture and use cases" (2022), Journal of Manufacturing Systems
  • "Applying MAPE-K control loops for adaptive workflow management in smart factories" (2023), Journal of Intelligent Information Systems
  • "Object Detection for Smart Factory Processes by Machine Learning" (2021), Procedia Computer Science
  • "DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs" (2023), Future Internet
  • "Fault Detection and Condition Monitoring in District Heating Using Smart Meter Data" (2021), PHM Society European Conference

The scientist frequently collaborates with several researchers, the most common coauthors including:

  • Lukas Malburg
  • Joscha Grüger
  • Maximilian Hoffmann
  • Mirko Lenz
  • Alexander Schultheis

Ralph Bergmann has published books with Springer Science+Business Media, including "KI 2022: Advances in Artificial Intelligence" (2022).

The venues where Bergmann often publishes include:

  • arXiv (Cornell University)
  • Proceedings of the International Florida Artificial Intelligence Research Society Conference
  • Engineering Applications of Artificial Intelligence
  • it - Information Technology
  • Journal of Manufacturing Systems

Best Publications

  • Experience Management: Foundations, Development Methodology, and Internet-Based Applications

    Ralph Bergmann

  • Developing Industrial Case-Based Reasoning Applications: The INRECA Methodology

    S. Wess;S. Breen;M. Goker;M. Manago

  • Similarity Measures for Object-Oriented Case Representations

    Ralph Bergmann;Armin Stahl

  • Representation in case-based reasoning

    Ralph Bergmann;Janet Kolodner;Enric Plaza

  • Techniques and Knowledge Used for Adaptation During Case-Based Problem Solving

    Wolfgang Wilke;Ralph Bergmann

  • Representation and Structure-Based Similarity Assessment for Agile Workflows

    Mirjam Minor;Alexander Tartakovski;Ralph Bergmann

  • Similarity assessment and efficient retrieval of semantic workflows

    Ralph Bergmann;Yolanda Gil

  • Building and refining abstract planning cases by change of representation language

    Ralph Bergmann;Wolfgang Wilke

  • On the Role of Abstraction in Case-Based Reasoning

    Ralph Bergmann;Wolfgang Wilke

  • Towards case-based adaptation of workflows

    Mirjam Minor;Ralph Bergmann;Sebastian Görg;Kirstin Walter

  • WEBSELL: Intelligent Sales Assistants for the World Wide Web.

    Padraig Cunningham;Ralph Bergmann;Sascha Schmitt;Ralph Traphöner

  • Towards a New Formal Model of Transformational Adaptation in Case-Based Reasoning

    Ralph Bergmann;Wolfgang Wilke

  • Structural Case-Based Reasoning and Ontology-Based Knowledge Management: A Perfect Match?

    Ralph Bergmann;Martin Schaaf

  • Professional Knowledge Management

    Klaus-Dieter Althoff;Andreas Dengel;Ralph Bergmann;Markus Nick

  • On the Use of Taxonomies for Representing Case Features and Local Similarity Measures

    Ralph Bergmann

  • Case-based reasoning for medical decision support tasks: the Inreca approach

    Klaus-Dieter Althoff;Ralph Bergmann;Stefan Wess;Michel Manago

  • Case-based reasoning support for online catalog sales

    I. Vollrath;W. Wilke;R. Bergmann

  • Case-based adaptation of workflows

    Mirjam Minor;Ralph Bergmann;Sebastian Görg

  • Case-based planning

    Michael T. Cox;Héctor Muñoz-avila;Ralph Bergmann

  • Extraction of procedural knowledge from the web: a comparison of two workflow extraction approaches

    Pol Schumacher;Mirjam Minor;Kirstin Walter;Ralph Bergmann

Frequent Co-Authors

Héctor Muñoz-Avila
Héctor Muñoz-Avila Lehigh University
Dieter Weiss
Dieter Weiss University of Regensburg
Manuela Veloso
Manuela Veloso Carnegie Mellon University
Andreas Dengel
Andreas Dengel German Research Centre for Artificial Intelligence
Pádraig Cunningham
Pádraig Cunningham University College Dublin
Yolanda Gil
Yolanda Gil University of Southern California
Barry Smyth
Barry Smyth University College Dublin
Frank Maurer
Frank Maurer University of Calgary
Klaus von Klitzing
Klaus von Klitzing Max Planck Society
C.T. Foxon
C.T. Foxon University of Nottingham

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