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Journal : JOIV : International Journal on Informatics Visualization

Implementing Random Forest Algorithm in GEE: Separation and Transferability on Built-Up Area in Central Java, Indonesia Rudiastuti, Aninda W.; Lumban-Gaol, Yustisi; Silalahi, Florence E. S.; Prihanto, Yosef; Pranowo, Widodo S.
JOIV : International Journal on Informatics Visualization Vol 6, No 1 (2022)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30630/joiv.6.1.873

Abstract

Measuring the status of achievement of the SDGs is the task and concern of many countries in the world, including Indonesia. Indicators for achieving the SDGs enclose three main pillars, namely environmental, economic, and social. The updated land use/land cover information is needed for environmental pillars. One imperative land cover information is built-up land, which acts as a detector for expanding urban areas and measuring SDGs' target indicators. Indonesia's cultural diversity affects the distribution pattern of built-up land, especially settlements. This is a challenge in the up-to-date and rapid mapping of built-up land. This research aims to analyze the ability and transferability of the Random Forest model for built-up areas and settlements using Google Earth Engine (GEE) in Banyumas, Cilacap, and Tegal. Around 19 predictors from multi-sources satellites are integrated to identify four land cover classes. Discussion on predictor composition to improve model accuracy also carried on. The results showed that the algorithm separated four land cover classes, with the highest accuracy for separating water bodies and other classes (vegetation and open land), OA above 90%. Machine confusion regarding the separation between housing classes and other buildings was still found (F1 score 0.67 - 0.69). Applying the model to the other two areas resulted in a similar statistical trend to the trained model. However, the classification method developed in this paper can assist in the rapid description of land cover if up-to-date data from official sources are not available.
Co-Authors ., Kamija ., Ramawijaya A. Adi, Rizky ABIMANYU, ALIN Achmad Noerkhaerin Putra Adrianto, D Adrianto, Dian Adriyanto, Agus Adventari, Tara Agung Bimantara, Agung Agung Kurniawan Agung Kurniawan Agustina, Lisa Asyifa Agustinus Agustinus Ahmad Yusron, Ahmad Aida Sartimbul Akbar, Agya Muhammad Al Hakim, Buddin Alan Frendy Koropitan Alfahmi, Furqon Andi Rahman ANDIKA Anggara, Purry Djati Anggriawan Maydwika, Dhedy Anindya Wirasatriya Apriyanto, I Nengah Putra Aprizon Putra Arifiyanto Arifiyanto, Arifiyanto Armansyah, Dodik Arochim Ashar Muda Lubis Asmoro, Nuki Widi Asryanto, Asryanto Awaluddin Awaluddin Ayi Tarya Ayuningsih, Tarisa Lestari Azhari, Ferian Azhari, Ferian Azhari azies, ibnu Azies, Ibnu A. Azies, Ibnu Abdul Budi Purwanto Budi Sukoco, Nawanto Budi, Nawanto Cahyono, Sigit Candrasa Choirul Umam, Choirul Christiani Somba, Devaky D. Cahyadi, Ferry D. Puspita, Candra Defri Yona Denny Nugroho Sugianto Dewantono, L Dharma, Candrasa Surya Dirgantara, Octav Djati Anggara, Purry Dony Apdillah Dwi Haryo Ismunarti Dwi Heriyanto E. Diputra, Ardian Egaputra, Afif Arwin Eka Putra, I Wayan Sumardana Elis Indrayanti Engki Andri Kisnarti Erfan Rohadi Fa'u, Yosepine Cinta Tyas Gusti Fadhilah, Affan Fahim, Akhmad Faradiva Eka Putri, Destiana Fathurrahman K., M. Febriana, Azizah Feni Iranawati, Feni Fernandhy, Hangga Ferry Setiawan Fuad, M. Arif Zainul Gde Raka Angga Kartika Gentio Harsono Gultom, Feri Habibullah, Ahmad Dhuha Hanafi, Rahmat Handoko, Dadang Harahap, Syawaluddin Hariyadi, Hariyadi Harmoko, Faiza Hascaryo, Anom Hatmaja, Rahaden Bagas Hawati, Hawati Hendiari, I Gusti Ayu Diah Hendra Hendra Hendrawan Setiadi, Hendrawan Henry Munandar Manik Herho, Sandy Herlina Ika Ratnawati, Herlina Ika Herunadi, Bambang Heryoso Setiyono Hidayat , Heru Syamsul Hirmawan, Agus Husrin, Semeidi I Made Jiwa Astika I Wayan Arthana Ilham, Ilham Imam Fatoni, Khoirol Indra Kusuma, Yohanes Irwanto, Bambang Iskandar Izzaturrahim, Muh. Hafizh Jantarto, Dwi Jatmiko, Bagus Jusup Suprijanto Kamija, Kamija Kencono, Dolok Joko Khair, Deirus Rizki Koswara Koswara, Koswara Krisnanto, Wahyu Fajar Kurniawan, Edityo Dwi Kurniawan, Muhammad Azis Kusuma, Bayu Hendra Kusumah, Gunardi Kusumawardani, Anastasia R. T. D. L. Tobing, Christian Latifah, Laila Lelalette, Johanis Dominggus Lukman Hakim Lukman, Annisa Aulia Lumban-Gaol, Yustisi M. Furqon Azis Ismail Madawanto, Yanu Malik, Kurnia Mardi Wibowo Mario Putra Suhana Martin, Toufiq Melissa Bonauli, Melissa Monang S, Sahat Monang, Sahat Monang. S, Sahat Mudho, Hendrik Trio Muhammad Azis MUHAMMAD BAKRI Muhammad Helmi Muhammad Ramdhan Muhammad Zainuri Mulia Purba Mutiara Syah Putri, Khansa Napitupulu, Gandhi Novi Susetyo Adi, Novi Susetyo Nur Aini, Fikri Nurjumanis, Amanda Nurul Khakim Nurul Muslihah Oktavianto, Eka Arif Prasetyo, Irawan Pratama , Brachmantiyo Rachman Prihantoro, Andi Exyas Puliwarna, Tunggul Purba, Noir Purmono, Purmono Purwanto Purwanto Putra, I Wayan Sumardana Eka Putra, Iska Rahayu, Shafira Primasty Rahmatullah, Amri Ratnasari, Syarifah Leila Rawi, Sofyan Restu Wardani Retri Harito, Rusito Rikha Bramawanto Riyadi, Nur Rizki Khair, Deirus Ronaldy, Tomy Rosidah - Rudiastuti, Aninda W. Ryanto, Fauzan Novan Sabhan Sabhan Santosa, Yoyok Nurkaya Santoso, Agus Iwan Setiyadi, Johar Setyawan, Fahreza Okta Silalahi, Florence E. S. Solly Aryza Subekti Mujiasih Sugiyanto, Dedi Sukoco, N. Budi Sukoco, Nawanto Budi Sumardana, I Wayan Eka Sunarto Sunarto Sunaryo Sunaryo Supriatna Supriatna Supriyant, Taufiq Supriyanto, Taufiq Supriyono Susanto, Raden Dwi Susilo, Iwan Hendra Sutarto Sutarto Syarifah Hikmah Julinda Sari Tangeb, I. Gede Yussupiartha Sas Tanto, Try Al Tasdik Mustika Alam, Tasdik Mustika Tinus, Agus Tisiana Dwi K, Anastasia Rita Tonny Adam Theoyana Tri Aji Triatmojo, Yudha Putra Triono, Yoyok Umam, Choirul Umam Velly Asvaliantina, Velly Viv Djanat Prasita Wahyu, Inge Eka Nur Wibowo , Yusuf Wicaksono, Krias Ridho Widisanto, Harso Widjo Kongko, Widjo Widodo, Kukuh Suryo Winata, Victor Adi Winona Abigail Wirasantosa, Sugiarta Wisha, Ulung Jantama Yasra, Ezikri Yosef Prihanto, Yosef Yulianto Yulianto Yusuf Awaludin, Muhammad YUSUF WIBOWO