Soft Modeling in Industrial Manufacturing

  • Przemyslaw Grzegorzewski
  • Andrzej Kochanski
  • Janusz Kacprzyk

Part of the Studies in Systems, Decision and Control book series (SSDC, volume 183)

Table of contents

  1. Front Matter
    Pages i-x
  2. Theory

    1. Front Matter
      Pages 1-1
    2. Przemyslaw Grzegorzewski, Andrzej Kochanski
      Pages 3-13
    3. Przemyslaw Grzegorzewski, Andrzej Kochanski
      Pages 15-25
    4. Przemyslaw Grzegorzewski, Andrzej Kochanski
      Pages 27-41
  3. Applications

    1. Front Matter
      Pages 43-43
    2. Krzysztof Jemielniak
      Pages 45-74
    3. Agnieszka Kujawińska, Michał Rogalewicz, Magdalena Diering, Krzysztof Żywicki, Adam Hamrol
      Pages 107-125
    4. Ana Belén Ramos-Guajardo, Ángela Blanco-Fernández, Gil González-Rodríguez
      Pages 127-147
    5. Olgierd Hryniewicz, Katarzyna Kaczmarek-Majer
      Pages 149-170
    6. Marcin Perzyk, Jacek Kozlowski, Agnieszka Rodziewicz
      Pages 171-196

About this book


This book discusses the problems of complexity in industrial data, including the problems of data sources, causes and types of data uncertainty, and methods of data preparation for further reasoning in engineering practice. Each data source has its own specificity, and a characteristic property of industrial data is its high degree of uncertainty. The book also explores a wide spectrum of soft modeling methods with illustrations pertaining to specific cases from diverse industrial processes. In soft modeling the physical nature of phenomena may not be known and may not be taken into consideration. Soft models usually employ simplified mathematical equations derived directly from the data obtained as observations or measurements of the given system. Although soft models may not explain the nature of the phenomenon or system under study, they usually point to its significant features or properties.


Soft Modeling Data Science Industrial Manufacturing Data Mining Qualitc control

Editors and affiliations

  • Przemyslaw Grzegorzewski
    • 1
  • Andrzej Kochanski
    • 2
  • Janusz Kacprzyk
    • 3
  1. 1.Faculty of Mathematics and Information ScienceWarsaw University of TechnologyWarsawPoland
  2. 2.Faculty of Production Engineering, Institute of Manufacturing TechnologiesWarsaw University of TechnologyWarsawPoland
  3. 3.Systems Research InstitutePolish Academy of SciencesWarsawPoland

Bibliographic information

Industry Sectors
Materials & Steel
Chemical Manufacturing
Finance, Business & Banking
IT & Software
Consumer Packaged Goods
Energy, Utilities & Environment
Oil, Gas & Geosciences