Automated Fuzzy Classification with Combinatorial Refinement

H. Dörksen, V. Lohweg, in: 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. , IEEE, Luxembourg, 2015.

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Konferenz - Beitrag | Englisch
Abstract / Bemerkung
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.
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20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015.
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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. doi: 10.1109/ETFA.2015.7301514
Dörksen, H., & Lohweg, V. (2015). Automated Fuzzy Classification with Combinatorial Refinement. In 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. . Luxembourg: IEEE. https://doi.org/ 10.1109/ETFA.2015.7301514
Dörksen H and Lohweg V (2015) Automated Fuzzy Classification with Combinatorial Refinement. 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. . Luxembourg: IEEE.
Dörksen, Helene, and Volker Lohweg. “Automated Fuzzy Classification with Combinatorial Refinement.” In 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. . Luxembourg: IEEE, 2015. https://doi.org/ 10.1109/ETFA.2015.7301514.
Dörksen, Helene und Volker Lohweg. 2015. Automated Fuzzy Classification with Combinatorial Refinement. In: 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. . Luxembourg: IEEE. doi: 10.1109/ETFA.2015.7301514, .
Dörksen, Helene ; Lohweg, Volker: Automated Fuzzy Classification with Combinatorial Refinement. In: 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. . Luxembourg : IEEE, 2015
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.
H. Dörksen and V. Lohweg, “Automated Fuzzy Classification with Combinatorial Refinement,” in 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. , 2015.
Dörksen, Helene, and Volker Lohweg. “Automated Fuzzy Classification with Combinatorial Refinement.” 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. , IEEE, 2015, doi: 10.1109/ETFA.2015.7301514.
Dörksen, Helene/Lohweg, Volker (2015): Automated Fuzzy Classification with Combinatorial Refinement, in: 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) Luxembourg, Sep 2015. , Luxembourg.
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.

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