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Soffiana Agustin, Soffiana
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Journal : SISFOTENIKA

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Implementasi Support Vector Machine (SVM) pada Klasifikasi Jenis Tanah Memanfaatkan Fitur RGB Maulana Feri Setyawan; Oktawijaya, Jaemsyien Devgan; Agustin, Soffiana
SISFOTENIKA Vol. 14 No. 2 (2024): SISFOTENIKA
Publisher : STMIK PONTIANAK

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Abstract

Each type of soil possesses unique characteristics that influence various aspects of human life and activities, particularly in agriculture, construction, and ecology. Naturally, soil exhibits distinct colors that aid human interpretation in identifying soil types. However, these soil types are not widely known. Understanding soil types can facilitate better decision-making across various aspects of life and contribute to environmental conservation and natural resource management. Given the diversity of soil types with varying properties, tailored treatments for each type are essential. Therefore, soil classification is crucial for understanding effective soil management practices. The Support Vector Machine (SVM) algorithm excels in handling high-dimensional data, separating non-linear classes, and enhancing model accuracy and generalization, making it a robust choice for soil classification based on RGB (Red, Green, Blue) features. This research method involved collecting a personal dataset comprising various soil types, extracting RGB color features, and using first-order statistics for data representation. The results demonstrate that the optimized combination of RGB features and SVM achieved accurate and efficient soil classification with an accuracy of 88%.
Co-Authors AA Sudharmawan, AA Abdillah, Hanif Abyan Rizqy, Nadaa Syifa Ach Alfan Shahri Ahmad Fauzal Ibnu Amalik Ahmad Hendi Suffyan Hadi Ahmad Muzaki Ainul Faradisa Akhmad Wasiur Rizqi Al Husain, Gymnastiar Ishaq Amalik, Ahmad Fauzal Ibnu Ani Dijah Rahajoe Anita Sari arif arizal Asrorul Faradis AYU WULANDARI Azizah, Wafiq Bimantara Panji Saputra Cahyani Putri, Erna Dwita Sari Choyr Mukhlasin Candra Sakti Dano Fadilah Amelya Rizki Deny Andesta Dhidu Usrin Yadani Dhidu Usrin Yadani Elin Rosalin Elly Ismiyah Ernawati Ernawati Fahmi Fauzi Abdullah Fahmy Ardhiansyah Fahmy Ardhiansyah Fajar Wibowo, Cahyo Farhan Rizqullah Bagaskara Fatimah, Nuris Sayyidatul Fikrul Azizi, Muhammad Firda Mauludiyah Arfianti Firmansyah, Abdul Hafizh Gumilang, Agung Haq, Fajri Izzul Haris, Mohammad Harunur Rosyid Herlando Prayitno Ilham Teguh Prayudha Izzul Haq, Fajri Jaemsyien Devgan Oktawijaya Jatmiko, Wasis Putro LAILATUL FITRIA M. Fauzan Eksando Pramaisyah Maulana Ansaris, Fatur Maulana Feri Setyawan Maulana Firdaus Moch. Nuruddin Moh. Fahrudin Rifqi Moh. Jufriyanto Moh. Jufriyanto Mohammad Ridwan Bayu Pratama Muhammad Chozami Muhammad Fikri Anwar Muhammad Fikrul Azizi Muhammad Manu Muhammad Syaichuddin Muhammad Syaifudin Mujidah, Muna Nabilah Fitriani Naufal, Muhammad Nawwaf Ningrum, Dzakiah Widya Nisa', Widiana Kholisatun Nizam Masbakhi Zain Nur Afiq Eka Putra Nur Azizah Nuris Sayyidatul Fatimah Nurul Mudhofar Oktawijaya, Jaemsyien Devgan P. Eko Prasetyo PURWANTO Purwanto Purwanto Raditya Thabroni Romadhon Rahim, Nur Nafilah Rakhmadhan Rizky Brillian Rasyid, Harunur Rayhan, Ega Rifki, Achmad Rizqy, Nadaa Syifa Abyan Said Salim Dahdah Sanyoto, Ongky Dwi Setyawan, Maulana Feri Sirojul Qulub, Muhammad Syah Putra, Muhammad Madavi Syahbana, Ahmad Naufal Triyunita Nur Hayati Tsani, Ghalby Muhammad Tsaqofi Bintang Muslimah Tsaqofi Bintang Muslimah Umi Chotijah Wafiq Azizah Yulia Ayu Nastiti Yulia Rahmawati, Yulia