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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) SMATIKA Briliant: Jurnal Riset dan Konseptual Journal of Development Research RABIT: Jurnal Teknologi dan Sistem Informasi Univrab KOMPUTIKA - Jurnal Sistem Komputer JOISIE (Journal Of Information Systems And Informatics Engineering) Jurnal Teknologi Komputer dan Sistem Informasi Jurnal ICT : Information Communication & Technology JSAI (Journal Scientific and Applied Informatics) Jurnal Teknologi Informasi dan Multimedia ILKOMNIKA: Journal of Computer Science and Applied Informatics Jurnal Tekinkom (Teknik Informasi dan Komputer) Jurnal Sistem Komputer dan Informatika (JSON) Jurnal Bumigora Information Technology (BITe) Jurnal Ilmiah Intech : Information Technology Journal of UMUS Journal of Computer Networks, Architecture and High Performance Computing Journal of System and Computer Engineering Bima Abdi: Jurnal Pengabdian Masyarakat KLIK: Kajian Ilmiah Informatika dan Komputer Jurnal Aplikasi Teknologi Informasi dan Manajemen (JATIM) GANESHA: Jurnal Pengabdian Masyarakat Journal of Science Nusantara Journal Automation Computer Information System (JACIS) Informatics, Electrical and Electronics Engineering Biner : Jurnal Ilmiah Informatika dan Komputer JAMU : Jurnal Abdi Masyarakat UMUS Jurnal Manajemen Teknologi dan Sistem Informasi Jurnal Indonesia : Manajemen Informatika dan Komunikasi Jurnal Sains Sistem Informasi
Abd. Charis Fauzan
Program Studi Ilmu Komputer, Fakultas Ilmu Eksakta, Universitas Nahdlatul Ulama Blitar
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Transportation Other

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Coral Reef Image Classification Using Multilayer Perceptron Fauzan, Abd. Charis; Sari, Hetty Elvina
MATICS: Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Vol 17, No 2 (2025): MATICS
Publisher : Department of Informatics Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18860/mat.v17i2.32134

Abstract

Coral reefs are one of the marine organisms that play many crucial roles for other organisms within them. Coral reefs are often referred to as tropical rainforests because they serve as shelters for small fish and produce food for other marine organisms. Over time, various threats have emerged that disrupt the stability of the marine ecosystem, one of which is coral reef degradation, such as bleaching or physical damage caused by multiple factors. These factors include climate change, chemicals resulting from fishing with explosives, and pollution. As a result, coral reefs become damaged and can no longer serve as a refuge for small species.  Therefore, this study aims to mitigate the impact of coral reef damage by developing a coral reef classification model using one of the deep learning algorithms and artificial neural networks, namely the Multilayer Perceptron (MLP), which employs multiple hidden layers in its modeling process. The classification results using this algorithm achieved an accuracy of 73%, indicating that the model performs well in classifying coral reefs in image form. Thus, it is hoped that deep learning innovations for coral reef classification can contribute significantly to coral reef conservation and marine resource management.
Co-Authors A. Zainul Muttaqin Sph Achmad Nuuril Faizin Adhitya Prayoga Permana Afivatu Pratama Agustin Afrida Danar Pratama Agus Yulianto Agustin Ely Rahayu Agustin Ely Rahayu Agustina, Nur Afnis Ahmad Agung Saputra Ahmad Fayyadh Qaimul Haq Ahmad Gufron Ahmad Makhi Ahmad Makhi Ahmad Yunus Ainafatul Nur Muslikah Alvi Durunnafis Annisa Heparyanti Safitri Ardisca Evanandy Asfilia N. Anggraini Asna Andi Auladi Ayu Eviana Baqi, Utrodus Said Al Bharin Rizqi Waridhon Binti Aulatul Mufida Bunga Cahyaning Untari Caska - Chandra Gunawan Choirunnufatul Chusna Citra Mirna Wati Defy Lukbatul Qolbiah Deny Restyo Nugroho Dewana Firman Abdul Mu'izz Dewi Lestari Dimas Fahmi Rizaldi Dwi Danu Handoyono Dwi Zulva Uliunuha Dyah Ayu Wiranti Edoardo Jofan Rifano Edy Prabowo Egy Nadya Etvin Trio Sagita Fadhila Nur Hanifah Faizin Choirul Umam Fatmawati, Fariza Uma FATRA NONGGALA PUTRA Fiqih Ainul Qhabib Gunawan Gunawan Hardiana Riski Riswanto Harliana Harliana Harliana Harliana Harliana Harliana Hinayu Diniatul Fahma Huda Maariful Muhamat Ibrohim Aqimuddin Ida Ayu Putu Sri Widnyani Ike Wahyu Septiani Ilham Kurniawan Imam Machfud Indana Nuril Hidayah Indera Cahyo Wibowo Iqbal Fikri Al hadi Iza Arfiana Fauziah Jayanti Galuh Condrokirono Junaedi Abdillah Kafi, Elfiya Khanatul Kasanah, Siti Uswatun Khamaida Safinah Kharisma Sabbihatul Mustaghfaroh Khasanah, Dhea Lutfiatul Khoiril Hikmah Khoiril Hikmah Khoiril Hikmah Kurnia Siwi Kinasih Kurnia Z. Matondang Kurniyatul Ainiyah Lestariningsih Lestariningsih Lestariningsih Linda Salma Angreani M Maulana Ikhsan M. Subhan Ansori Machmud Naufal Mafula, Veradella Yuelisa Marshella Dwi Putri Yustiana Maskuri, Muhammad Naja Mochamad Buqori Muslim Mochammad Arifin Mochammad Rizqy Pratama Moh Afif Rofiqi Moh Bagus Sholikul Adib Muhamat Maariful Huda Muhamat Maariful Huda Muhammad Ammarullah Ridho Muhammad Asfa Ilhami Muhammad Holili Muhammad Nasyithul Ibad Muhammad Rizky Ramadhan Muhammad Yusuf Ashari Muhammat Maariful Huda Munziah Ahmad Nadila Oktavia Ningtias Naela Nur Choiriyah Nahdiyah, Umi Nanang Zamroji Nanik Yustia Neni Febiani Nurul Aziz Tri Wahyuni Panky Yoga Pratama Prabowo, Tito Puan Maharani Kurniawan Putri Handayani Raden Mohamad Herdian Bhakti Rahmat Yanu Sutrisno Redhitya Wempi Ansori Riska Fitri Nur Alifah Rouf, M. Abd. Safrinadi Ilham Salma Fatia Salnan Sabdo Wibowo Salsabella Elizzah Sari, Hetty Elvina Seta Murdha Pamungkas Setyawan, Dimas Ari Shinta Rizki Firdina Sugiono Shofiyatun Najah Shofiyatun Najah Subana Subana Sugeng Wahyudi Suraji Suraji Syarif Alqoroni Tamaulina Br Sembiring Tito Prabowo Toto Ricky Fernando Tricahyo, Vion Age Utrodus Said Al Baqi Veradella Yuelisa Mafula Veradella Yuelisa Mafula Wasimin Wasimin Winda Puji Larasati Yayang Galuh Nur Khamidatullailiyah Yeni Ratih Pratiwi Zainun Nasikin