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All Journal Marine Fisheries: Jurnal Teknologi dan Manajemen Perikanan Laut Jurnal Ilmu dan Teknologi Kelautan Tropis Journal of Marine and Aquatic Sciences ILMU KELAUTAN: Indonesian Journal of Marine Sciences Jurnal Kelautan : Indonesian Journal of Marine Science and Technology JGE (Jurnal Geofisika Eksplorasi) Jurnal Kelautan Tropis Omni-Akuatika BULLETIN OF THE MARINE GEOLOGY DoubleClick : Journal of Computer and Information Technology International Journal of Remote Sensing and Earth Sciences (IJReSES) JURNAL METEOROLOGI DAN GEOFISIKA Jurnal Ekologi, Masyarakat dan Sains Marine Kreatif Jurnal Riset Kelautan Tropis (Journal Of Tropical Marine Research) (J-Tropimar) Juvenil: Jurnal Ilmiah Kelautan dan Perikanan Journal of Coastal and Ocean Sciences Jurnal Abdimas Ekonomi dan Bisnis JURNAL SAINS DAN TEKNOLOGI PERIKANAN (JIKAN) Indonesian Journal of Oceanography Jurnal Miyang : Ronggolawe Fisheries and Marine Science Journal Jurnal Riset Kelautan Tropis (J-Tropimar) Jurnal Kelautan dan Perikanan Indonesia Journal of Fisheries & Marine Jurnal Meteorologi dan Geofisika Lempuk: Jurnal Ilmu Kelautan dan Perikanan
Amir Yarkhasy Yuliardi
Program Studi Ilmu Kelautan, Fakultas Perikanan Dan Ilmu Kelautan, Universitas Jenderal Soedirman
Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Energy Engineering Environmental Science Immunology & microbiology Library & Information Science Physics Social Sciences Veterinary Other

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Journal : DoubleClick : Journal of Computer and Information Technology

 1 
Land Cover Classification Assessment Using Decision Trees and Maximum Likelihood Classification Algorithms on Landsat 8 Data Luhur Moekti Prayogo; Bimo Aji Widyantoro; Amir Yarkhasy Yuliardi; Muhammad Hanif; Perdana Ixbal Spanton; Marita Ika Joesidawati
DoubleClick: Journal of Computer and Information Technology Vol 6, No 2 (2023): Perkembangan Teknologi Informasi
Publisher : Universitas PGRI Madiun

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25273/doubleclick.v6i2.10606

Abstract

Classification technique on remote sensing images is an effort taken to identify the class of each pixel based on the spectral characteristics of various channels. Traditional classifications such as Maximum Likelihood are based on statistical parameters such as standard deviation and mean, which have a probability model of each pixel in each class. While the object-based classification method, one of which is the Decision Trees, is based on rules for each class with mathematical functions. This study compares the Decision Trees and Maximum Likelihood algorithms for land cover classification in the Surabaya and Bangkalan areas using Landsat 8 data. This research begins with creating Regions of Interest (ROIs) and Rules on images with greater than and less than functions for Decision Trees. The ROIs test was carried out using the Separability Index and matching each class using the Confusion Matrix. The experimental results show that the accuracy value resulting from the Confusion Matrix calculation is 90.48%, with a Kappa Coefficient Value of 0.87. The Decision Trees method produces land cover nigher to the actual condition than the Maximum Likelihood method. The difference in the class distribution of the two ways is not significant. This study is limited because the validation uses manual interpretation results. Future research is expected to use the large-scale classification results from the relevant agencies to verify the classification results and use field data, larger samples of ROIs, and the use of high-resolution imagery in order to improve the classification results.
Co-Authors Abdulrahman, Idris Achmad Yogi Pambudi Adiyanto, Fajar Agus Atmadipoera Akmala Dwi Nugraha Alan Frendy Koropitan Aminuddin, Jamrud Bimo Aji Widyantoro Budi Purwanto Cabral, Mario Denny Alberto Satrya Gumay Ester Restiana Endang Gelis Fadhilah, Firda Haifa Farhan Ramdhani Feni Nurkumala Firdaus, Randi Gentio Harsono Gentio Harsono I Gusti Bagus Wiksuana I Wayan Nurjaya Imalpen, Imalpen Indra Jaya Kentaro Ando Lauura Hermala Lerma Yuni Siagian Luhur Moekti Prayogo Luhur Prayogo, Luhur Manik, Agustina Sartika Yos Ekaristi Marita Ika Joesidawati Muhamad Gilang Arindra Putra Muhammad Hanif Napitupulu, Gandhi Neviaty Putri Zamani Noferdiman Nor Sa'adah Nor Sa’adah Nugroho, Agung Tri Nur Sukma, Raka Nyoman M N Natih Putra, Muhamad Rachman, Herlambang Aulia Rahmalia, Diah Ayu Raka Raka Nur Sukma Randi Firdaus Rastina, Rastina Ratri Andinisari Ratu Almira Kismawardhani Rizky Janatul Magwa Sa'adah, Nor Sari, Ratna Juita Septy Heltria Soma Somantri Spanton, Perdana Ixbal SUGENG HARTONO, SUGENG Sukma, Raka Suwarsih Taj, Kemal Tampubolon, Danastri Lintang Pitaloka Tri Hartanto Tri Prartono Try Al Tanto Wirasatriya , Anindya Yogaswara, Deny Yoppie Wulanda Zainul Hidayah