A Comparative Classification of Wheat Grains for Artificial Neural Network and Extreme Learning Machine

Muhammet Fatih ASLAN; Kadir SABANCI; Enes YİĞİT; Ahmet KAYABAŞI; Abdurrahim TOKTAŞ; Hüseyin DUYSAK

Article Details

A Comparative Classification of Wheat Grains for Artificial Neural Network and Extreme Learning Machine

Authors:

Muhammet Fatih ASLAN | Kadir SABANCI | Enes YİĞİT | Ahmet KAYABAŞI | Abdurrahim TOKTAŞ | Hüseyin DUYSAK

Publisher:

Muhammed Kamil ÖDEN

Main Topics:

Agriculture | Food technology

Journal:

International Journal of Environmental Trends (IJENT) 2017 Vol.1 Issue 1, pp.14-21

Document Type:

Article

Publication Date:

12/2017

Document Language:

Turkish

Document ID (Org No.):

2000637083

Frequency:

Bi-Annual

pISSN:

2602-4160

Abstract:

 


In this study, classification of two types of wheat grains
into bread and durum was carried out. The species of wheat grains in this
dataset are bread and durum and these species have equal samples in the dataset
as 100 instances. Seven features, including width, height, area, perimeter,
roundness, width and perimeter/area were extracted from each wheat grains. Classification
was separately conducted by Artificial Neural Network (ANN) and Extreme Learning Machine (ELM)
artificial intelligence techniques. Then the performances of models are
compared each other. The accuracy of testing was calculated 97.89% and 96.79%
for ANN and ELM, respectively. 


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Article Details

A Comparative Classification of Wheat Grains for Artificial Neural Network and Extreme Learning Machine

Authors: Muhammet Fatih ASLAN | Kadir SABANCI | Enes YİĞİT | Ahmet KAYABAŞI | Abdurrahim TOKTAŞ | Hüseyin DUYSAK

Publisher: Muhammed Kamil ÖDEN

Main Topics: Agriculture | Food technology

Journal: International Journal of Environmental Trends (IJENT) 2017 Vol.1 Issue 1, pp.14-21

Document Type: Article

Publication Date: 12/2017

Document Language: Turkish

Document ID (Org No.): 2000637083

Frequency: Bi-Annual

pISSN: 2602-4160

Issues

Authors:

Muhammet Fatih ASLAN | Kadir SABANCI | Enes YİĞİT | Ahmet KAYABAŞI | Abdurrahim TOKTAŞ | Hüseyin DUYSAK

Publisher:

Muhammed Kamil ÖDEN

Main Topics:

Agriculture | Food technology

Journal:

International Journal of Environmental Trends (IJENT) 2017 Vol.1 Issue 1, pp.14-21

Document Type:

Article

Publication Date:

12/2017

Document Language:

Turkish

Document ID (Org No.):

2000637083

Frequency:

Bi-Annual

pISSN:

2602-4160