Coffee Leaf Rust (CLR), Coffee Berry Disease (CBD) and Coffee Wilt Disease (CWD) are the three main diseases that attack coffee plants. This paper presents the identification of these types diseases using hybrid approaches of image processing and decision tree. The images are taken from Southern Ethiopia, Jimma and Zegie. In this paper backpropagation artificial neural network (BPNN) and decision tree had been used as techniques; a total of 9100 images were collected. From these, 70% are used for training and the remaining 30% are used for testing. In general, 94.5% accuracy achieved when decision tree and BPNN with tanh activation function are combined.
Published by | Institute of Advanced Engineering and Science |
Journal Name | Indonesian Journal of Electrical Engineering and Computer Science |
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Location | Kota yogyakarta, Daerah istimewa yogyakarta INDONESIA |
Website | IJEECS| http://ijeecs.iaescore.com/index.php/IJEECS| |
ISSN | ISSN : -, EISSN : -, DOI : -, |
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Penulis | Debasu Mengistu, Abrham , Mengistu, Seffi Gebeyehu , Alemayehu, Dagnachew Melesew |
Publisher Article | Institute of Advanced Engineering and Science |
Subtitle Article | Indonesian Journal of Electrical Engineering and Computer Science Vol 9, No 3: March 2018 |
Scholar Google | http://scholar.google.com/scholar?q=%2Bintitle%3A&… |
View Article | http://ijeecs.iaescore.com/ind… |
DOI | https://doi.org/10.11591/ijeecs.v9.… |
DOI Number | DOI: 10.11591/ijeecs.v9.i3.pp806-811 |
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