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  4. Cognitive Production Systems: A Mapping Study
 
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2020
Conference Paper
Title

Cognitive Production Systems: A Mapping Study

Abstract
In order to guarantee the quality and the productivityof a production system in a competitive marketplace, it isimportant to be able anticipate the changes in specifications ofproducts and systems. The time limits in running productions, thecomplexity of manufacturing systems, and the diversification ofcomponents, are the challenges that human experts cannot handlewithout cognitive systems. Capabilities of cognitive Systems inobserving, learning, and predicting the behavior and the evolutionof the manufacturing systems make them special candidatesfor solving these problems. This mapping study provides aninsight into the application of cognitive systems in the domainof production. We categorize different approaches and estimatetheir progress. We also discuss the optimizations and persistingproblems and barriers. These representations can help in recognizingthe concrete problems of the field. According to theresults of our mapping study, Human-Machine Interaction andKnowledge Gaining/Sharing represents the largest categories ofthe domain. A gain in efficiency and maximized effectiveness canbe achieved as optimization. The most common problem is themissing or only difficult generalization of the presented concept.
Author(s)
Ghofrani, Javad
HTW Dresden
Deutschmann, Bastian
HTW Dresden
Divband Soorati, Mohammad
University of Southampton
Reichelt, Dirk
HTW Dresden
Ihlenfeldt, Steffen  
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Mainwork
18th IEEE International Conference on Industrial Informatics, INDIN 2020. Proceedings  
Conference
International Conference on Industrial Informatics (INDIN) 2020  
Open Access
Link
Link
DOI
10.1109/INDIN45582.2020.9442230
Additional link
Full text
Language
English
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Keyword(s)
  • production system

  • robotics

  • cognitive

  • IIoT

  • Multi-Agent-System

  • Human-Machine Interaction

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