---
_id: '2136'
abstract:
- lang: eng
  text: In modern industrial applications driven by Cyber-physical systems (CPS) it
    is a challenging task to model and optimize processes such as machine analysis
    and diagnosis. Since the CPS have to act autonomously, a procedure for automated
    decision making has to be designed. In our work we concentrate on the design of
    a decision procedure by a fuzzy classifier approach. For our application on decision
    making in an industrial environment, a fuzzy approach was picked as convenient
    classification technique regarding balance between accuracy and computational
    time. We present a supervised learning method called FUZZY-ComRef which combines
    fuzzy classification and our combinatorial refinement method, called ComRef [1].
    Due to the fact that fuzzy classification might behave inaccurately for some datasets,
    the aim of our approach is to improve the results provided by the (stand-alone)
    fuzzy classification. We show the performance of FUZZY-ComRef evaluated on the
    samples from the UCI Repository and on our real-world dataset Motor Drive Diagnosis.
    In addition, we discuss the quadratic computational time problem arising from
    the combinatorial nature of ComRef. Furthermore, we show based on real-time evaluations
    that within parallelisation the proposed FUZZY-ComRef is suitable to many applications
    in CPS.
author:
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Dörksen H, Lohweg V. Automated Fuzzy Classification with Combinatorial Refinement.
    In: <i>20th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA) Luxembourg, Sep 2015. </i>. Luxembourg: IEEE; 2015. doi:<a href="https://doi.org/
    10.1109/ETFA.2015.7301514"> 10.1109/ETFA.2015.7301514</a>'
  apa: 'Dörksen, H., &#38; Lohweg, V. (2015). Automated Fuzzy Classification with
    Combinatorial Refinement. In <i>20th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>. Luxembourg:
    IEEE. <a href="https://doi.org/ 10.1109/ETFA.2015.7301514">https://doi.org/ 10.1109/ETFA.2015.7301514</a>'
  bjps: '<b>Dörksen H and Lohweg V</b> (2015) Automated Fuzzy Classification with
    Combinatorial Refinement. <i>20th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>. Luxembourg: IEEE.'
  chicago: 'Dörksen, Helene, and Volker Lohweg. “Automated Fuzzy Classification with
    Combinatorial Refinement.” In <i>20th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>. Luxembourg:
    IEEE, 2015. <a href="https://doi.org/ 10.1109/ETFA.2015.7301514">https://doi.org/
    10.1109/ETFA.2015.7301514</a>.'
  chicago-de: 'Dörksen, Helene und Volker Lohweg. 2015. Automated Fuzzy Classification
    with Combinatorial Refinement. In: <i>20th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>. Luxembourg:
    IEEE. doi:<a href="https://doi.org/ 10.1109/ETFA.2015.7301514,"> 10.1109/ETFA.2015.7301514,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Dörksen, Helene</span> ; <span
    style="font-variant:small-caps;">Lohweg, Volker</span>: Automated Fuzzy Classification
    with Combinatorial Refinement. In: <i>20th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>. Luxembourg :
    IEEE, 2015'
  havard: 'H. Dörksen, V. Lohweg, Automated Fuzzy Classification with Combinatorial
    Refinement, in: 20th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA) Luxembourg, Sep 2015. , IEEE, Luxembourg, 2015.'
  ieee: H. Dörksen and V. Lohweg, “Automated Fuzzy Classification with Combinatorial
    Refinement,” in <i>20th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>, 2015.
  mla: Dörksen, Helene, and Volker Lohweg. “Automated Fuzzy Classification with Combinatorial
    Refinement.” <i>20th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA) Luxembourg, Sep 2015. </i>, IEEE, 2015, doi:<a href="https://doi.org/
    10.1109/ETFA.2015.7301514"> 10.1109/ETFA.2015.7301514</a>.
  short: 'H. Dörksen, V. Lohweg, in: 20th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. , IEEE, Luxembourg,
    2015.'
  ufg: '<b>Dörksen, Helene/Lohweg, Volker (2015)</b>: Automated Fuzzy Classification
    with Combinatorial Refinement, in: <i>20th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. </i>, Luxembourg.'
  van: 'Dörksen H, Lohweg V. Automated Fuzzy Classification with Combinatorial Refinement.
    In: 20th IEEE International Conference on Emerging Technologies and Factory Automation
    (ETFA) Luxembourg, Sep 2015 . Luxembourg: IEEE; 2015.'
date_created: 2019-12-04T09:23:21Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
doi: ' 10.1109/ETFA.2015.7301514'
keyword:
- Support vector machines
- Accuracy
- Time complexity
- Decision making
- Motor drives
- Shape
- Sensors
language:
- iso: eng
place: Luxembourg
publication: '20th IEEE International Conference on Emerging Technologies and Factory
  Automation (ETFA) Luxembourg, Sep 2015. '
publication_identifier:
  eisbn:
  - ' 978-1-4673-7929-8'
publisher: IEEE
status: public
title: Automated Fuzzy Classification with Combinatorial Refinement
type: conference
user_id: '68554'
year: 2015
...