Reconstruction of the Taguchi Orthogonal Arrays with the Support Vector Machines Method

Selçuk YAZAR

doi:https://doi.org/10.17694/bajece.839449

Makale detayları

Reconstruction of the Taguchi Orthogonal Arrays with the Support Vector Machines Method

Yazarlar:

Selçuk YAZAR

Yayıncı:

Balkan Yayın

Ana Başlıklar:

Özel bilgisayar yöntemleri

Dergi:

Balkan Journal of Electrical and Computer Engineering 2021 Vol.9 Issue 2, pp.129-137

Belge Tipi:

Makale

Yayın Tarihi:

4/2021

Belge Dili:

İngilizce

Document ID (Org No.):

2000927310

Sıklık:

Üç Aylık

pISSN:

2147-284X

DOI:

https://doi.org/10.17694/bajece.839449

Özet:

 

Design of Experiment (DOE) is a widely used method for examining experiments especially in industrial production and robust design processes. This method is a set of statistical approaches in which mathematical models are developed through experimental testing to estimate possible outputs and given input values or parameters. The method aims to determine the main factors that affect the results with the smallest number of experimental studies. In this study, L16 (2^15) orthogonal array, which was used in the Taguchi parameter design was reconstructed with the Support Vector Machines learning model and the Pearson VII kernel function. With this model, array elements were successfully classified in 87.04%. The new and original array were compared and 3.8% difference was measured between their Signal to Noise (S / N) ratios in an exemplary experiment.

Makale detayları

Reconstruction of the Taguchi Orthogonal Arrays with the Support Vector Machines Method

Yazarlar: Selçuk YAZAR

Yayıncı: Balkan Yayın

Ana Başlıklar: Özel bilgisayar yöntemleri

Dergi: Balkan Journal of Electrical and Computer Engineering 2021 Vol.9 Issue 2, pp.129-137

Belge Tipi: Makale

Yayın Tarihi: 4/2021

Belge Dili: İngilizce

Document ID (Org No.): 2000927310

Sıklık: Üç Aylık

pISSN: 2147-284X

DOI: https://doi.org/10.17694/bajece.839449

Sayı

Yazarlar:

Selçuk YAZAR

Yayıncı:

Balkan Yayın

Ana Başlıklar:

Özel bilgisayar yöntemleri

Dergi:

Balkan Journal of Electrical and Computer Engineering 2021 Vol.9 Issue 2, pp.129-137

Belge Tipi:

Makale

Yayın Tarihi:

4/2021

Belge Dili:

İngilizce

Document ID (Org No.):

2000927310

Sıklık:

Üç Aylık

pISSN:

2147-284X

DOI:

https://doi.org/10.17694/bajece.839449