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Journal : Journal of Applied Computer Science and Technology (JACOST)

Klasifikasi Penyakit Daun Pada Tanaman Jagung Menggunakan Algoritma Support Vector Machine, K-Nearest Neighbors dan Multilayer Perceptron Jaka Kusuma; Rubianto; Rika Rosnelly; Hartono; B. Herawan Hayadi
Journal of Applied Computer Science and Technology Vol 4 No 1 (2023): Juni 2023
Publisher : Indonesian Society of Applied Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52158/jacost.v4i1.484

Abstract

Corn is one of the substitute staple foods in Indonesia after rice. Maize crops grown in Indonesia often experience considerable losses due to maize plant diseases. Generally, plant diseases are initially caused by morphological changes in the leaves. Accurate detection and classification of diseases that appear on the leaves will prevent the widespread spread of the disease. This study will compare classification algorithms, namely Support Vector Machine, K-Nearest Neighbors, and Multilayer Perceptron to find the best algorithm in the classification of leaf disease in corn plants, namely, cercospora leaf spot gray, common rust, and northern leaf blight using the VGG-16 deep learning model used as image feature extraction. The results showed that the Multilayer Perceptron algorithm produced the best values with accuracy, precision, and recall of 97.4% each.
Co-Authors Abwabul Jinan Aditia Rangga Agus Fahmi Akbar Idaman Alan Prayogi Alesia Lorenza Sinaga Alvinur Naswar Alvinur Naswar Ameliana Sihotang Anton Purnama Arselan Ashraf B. Herawan Hayadi Batubara, Muhammad Akbarri Bob Subhan Riza Cindy Paramitha Cindy Paramitha Dedi Irawan Dedi Irawan Della Syahrani Desi Irfan Dian Maya Sari Diky Wahyudi Edy Victor Haryanto, Edy Victor Eko Setyo Budi Putra Aji Elly Veronika Sihite Elsa Aditya Eri Triwanda Esmawaty Sinaga Finis Hermanto Laia Gusti Firanda Hardianto Hardianto Hardianto Hardianto Hartono Hartono Hetty Zahrani IQBAL GIFFARI RITONGA Jaka Kusuma Jaka Tirta Samudra Jazmi Hadi Matondang Junaidi Junaidi Karuniaman Buulolo Kristine Wau Linda Wahyuni Linda Wahyuni Linda Wahyuni Lubis, Cindy Paramitha M. Agung Oki Prayugo Maradona Jonas Simanullang MARIA BINTANG Masri Wahyuni Mega Christin Lase Mega Christin Morys Lase Mega Marisani Ziraluo Mimi Chintya Adelina Mira Kartiwi Muhammad Fachrurrozi Nasution Muhammad Sadikin Muhammad Zulkarnain Lubis Mutiara S. Simanjuntak Pius Deski Manalu Progresif Bulolo Progresif Bulolo5 Puji Sari Ramadhan Rabiatul Adawiyah Hasibuan Rahmatika Hizria Rais Affaruq Zunnurain Ramadhani Ritonga Ridha Maya Faza Lubis Rofiqoh Dewi Rohima, Rohima Rony, Zahara Tussoleha Roslina, Roslina Rubianto Rubianto Rubianto Sartika Mandasari Sarwadi Sarwadi Sarwadi, Sarwadi Syawaluddin Kadafi Parinduri Teddy Gunawan Teddy Surya Gunawan Teddy Surya Gunawan Teresa Tamba Tri Andre Anu Tri Andre Anu Triandi, Budi Ubaidullah Hasibuan Wahyuni, Linda Wanayumini Wulandari, Wulandari Yuni Franciska Zakarias Situmorang Zuriati Janin