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All Journal Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Inspiratif Pendidikan Phi : Jurnal Pendidikan Fisika dan Terapan Jurnal Pendidikan Fisika SPEKTRA: Jurnal Kajian Pendidikan Sains Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal Pendidikan : Riset dan Konseptual Jurnal Ilmiah Pendidikan Fisika Jurnal Manajemen Pendidikan Penelitian Kualitatif Jurnal JUMPED (Jurnal Manajemen Pendidikan) Pendas : Jurnah Ilmiah Pendidikan Dasar Window of Health : Jurnal Kesehatan JURNAL INSTEK (Informatika Sains dan Teknologi) Jurnal Pertanian Agros Jurnal Infomedia JURNAL PENGABDIAN KEPADA MASYARAKAT Jurnal Media Analis Kesehatan Conference on Innovation and Application of Science and Technology (CIASTECH) JURNAL TEKNOLOGI DAN OPEN SOURCE International Journal of Supply Chain Management YUME : Journal of Management E-Mabis: Jurnal Ekonomi Manajemen dan Bisnis Ekonis : Jurnal Ekonomi dan Bisnis Social, Humanities, and Educational Studies (SHEs): Conference Series Jurnal Onoma: Pendidikan, Bahasa, dan Sastra Jurnal Sains dan Teknologi Reaksi AlphabetAlphabet: A Biannual Academic Journal on Language, Literary, and Cultural Studies Jurnal Serunai Administrasi Pendidikan Civil Service : Jurnal Kebijakan dan Manajemen PNS Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Insan Farmasi Indonesia Bioeduca : Journal of Biology Education Sinar Sang Surya: Jurnal Pusat Pengabdian kepada Masyarakat Griya Journal of Mathematics Education and Application International Journal of Social Science Jurnal Kolaboratif Sains Jurnal Penelitian Sains dan Pendidikan (JPSP) Proceeding of Mulawarman Pharmaceuticals Conferences Jurnal Teknologi Journal of Informatics and Communication Technology (JICT) Suloh : Jurnal Fakultas Hukum Universitas Malikussaleh Jurnal Ilmiah Ibnu Sina (JIIS): Ilmu Farmasi dan Kesehatan Hunafa: Jurnal Studia Islamika Jurnal Cakrawala Informasi (JCI) Kenanga : Journal of Biological sciences and Applied Biology Journal of Law, Poliitic and Humanities International Journal of Educational Research Excellence (IJERE) Inisiatif: Jurnal Ekonomi, Akuntansi Dan Manajemen Jurnal Administrasi Sosial dan Humaniora (JASIORA) Chimica Didactica Acta : Journal of Chemistry and Chemistry Education Information Technology Education Journal Depik Jurnal Ilmu-Ilmu Perairan, Pesisir dan Perikanan Cendekia: Journal of Law, Social and Humanities Jurnal Rekayasa Sistem Informasi dan Teknologi Journal Of Artificial Intelligence And Software Engineering Ihsanika : Jurnal Pendidikan Agama Islam Kapuas Mengabdi: Jurnal Hasil Kegiatan Bersama Masyarakat Jurnal Ar Ro'is Mandalika (Armada) Depik Jurnal Ilmu-Ilmu Perairan, Pesisir, dan Perikanan Jurnal Imiah Pengabdian Pada Masyarakat (JIPM) Jurnal Pengabdian Masyarakat Al-Musthafa: Jurnal Kependidikan dan Keilmuan Berbasis Islam Zoologi: Jurnal Ilmu Peternakan, Ilmu Perikanan, Ilmu Kedokteran Hewan Journal of Informatics and Communication Technology (JICT) CSRID Fauna: Jurnal Kajian Ilmu Hewani Zebra: Jurnal Ilmu Peternakan dan Ilmu Hewani Mammiri: Jurnal Pengabdian Masyarakat Konstitusi: Jurnal Hukum, Administrasi Publik, dan Ilmu Komunikasi Majalah Ilmiah Teknologi Elektro Bulletin of Engineering Science, Technology and Industry Jurnal Pustaka Cendekia Pendidikan Medika Tadulako: Jurnal Ilmiah Kedokteran Fakultas Kedokteran Borneo Community Development Seuraya Jurnal Pengabdian Kepada Masyarakat Digital Agriculture and Innovation Journal Al Kareem: Jurnal Ilmu Al-Qur'an dan Tafsir
Muhammad Nasir
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Perbandingan Klasifikasi Jenis Sampah Menggunakan Convolutional Neural Network Dengan Arsitektur ResNet18 dan ResNet50 Christin Evasari Nainggolan; Muhammad Nasir; Fatoni; Devi Udariansyah
Computer Science Research and Its Development Journal Vol. 16 No. 1 (2024): February 2024
Publisher : LPPM Universitas Potensi Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Complex problems occur in dealing with waste, both in developing and developed countries, such as Indonesia. According to data from the Ministry of Environment and Forestry, in 2022 the total waste pile will reach 34,439,338.12 tons per year. In this research, machine learning will be used by comparing CNN architecture, ResNet18 with ResNet50, for the classification of waste types. This research uses 2527 images of garbage image data consisting of 6 classes, namely cardboard, glass, metal, paper, plastic and trash. Convolutional Neural Network is a component of the Deep Neural Network method that has the ability to identify objects in images with a high level of complexity. From the ResNet18 model test in this study, the accuracy was 98.69% and the test results on ResNet50 resulted in an accuracy of 99.41%. The precision and recall results of both models reflect excellent performance and accuracy of around 99%. So it can be concluded that both CNN models, ResNet18 and ResNet50, have excellent performance in classifying garbage images.
Perbandingan Klasifikasi Jenis Sampah Menggunakan Convolutional Neural Network Dengan Arsitektur ResNet18 dan ResNet50 Christin Evasari Nainggolan; Muhammad Nasir; Fatoni; Devi Udariansyah
CSRID (Computer Science Research and Its Development Journal) Vol. 16 No. 1 (2024): February 2024
Publisher : LPPM Universitas Potensi Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22303/csrid-.16.1.2024.76-90

Abstract

Complex problems occur in dealing with waste, both in developing and developed countries, such as Indonesia. According to data from the Ministry of Environment and Forestry, in 2022 the total waste pile will reach 34,439,338.12 tons per year. In this research, machine learning will be used by comparing CNN architecture, ResNet18 with ResNet50, for the classification of waste types. This research uses 2527 images of garbage image data consisting of 6 classes, namely cardboard, glass, metal, paper, plastic and trash. Convolutional Neural Network is a component of the Deep Neural Network method that has the ability to identify objects in images with a high level of complexity. From the ResNet18 model test in this study, the accuracy was 98.69% and the test results on ResNet50 resulted in an accuracy of 99.41%. The precision and recall results of both models reflect excellent performance and accuracy of around 99%. So it can be concluded that both CNN models, ResNet18 and ResNet50, have excellent performance in classifying garbage images.
Co-Authors Abd Jamal ABDUL GANI Abdul Gani Abdul Kahar Abdulmalik, Hasan Ismail Abdussakir Abdussakir Abubakar Idham Madani Achmad Syahmi Rasendriya Adinda Adinda Adinda Quratul Aini Aditya Wicaksono Adiv Rama Salvayer Adrianti Adrianti Afnan Zahra AGUS SETIAWAN Ahmad Harjono Ahmad Yani Akhmad Suhaimi Alia Rizki Alvina Alya Putri Salsabila Ana Fatmawati Andi Alwa Andi Badli Rompegading Andi Mattulada Anggi Pratiwi Annur Miftahul Jannah Ari Dian Prastyo Arsyidik Arya Bisma Nugraha Asep Nana Sonjaya ASWANDI Atthariq Awanis Ilmi Ayuwandirah Ayuwandirah Badratun Nafis Baharuddin Dammar Bayu Prabowo Burhanuddin Burhanuddin Cahya Rudiansah Christin Evasari Nainggolan Christin Evasari Nainggolan Cici Lestari Cindy Valencia Cut Putroe Safira Annika Cut Syifa Almira Daeng Ayub Dandi Saputra Darmansyah, Fadhlan Zaki Darmawanto Darmanto Dedy Surya Deni Anggreani Sutomo Denty Nirwana Bintang Devi Udariansyah Dhea Rhamadini Dinni Nur Amaliah Dios Sarkity Dwi Meilvinasvita Dzaky Fachri Hadafi Elda Ermawati Ester Olivia Silalahi Evi Yulianingsih Fadly Kurniawan Faisal Abdullah Faisal Abdullah Faiz Khaldun Fajar Ifan Dolly Fakhruddin Z Fakriah Fakriah Fathul Jannah Fatoni Feri Antoni Fikri Saputra Firdus Firdus Firdus Fitri Sukma Sari Fitriyani, Denta Rahma Galuh Trioktafiani GUSRIANI GUSRIANI Hamdani . Hanida Hanida Hari Toha Hidayat Hari Toha Hidayat Hayunnita, Nur Hendar Sudrajad Herdiana Herdiana Herman Herman Husnaya, Aisya Arline Ibrahim Ibrahim Ida Nuraeni Ikbal Abdulla Ikbal B Imam Wijaya Indra Maki Wiguna Indrawati Indrawati Insyafrijal Insyafrijal Irfandi, Rizal Isjoni Isjoni Isra Adelya Izzati Jasmi Jasmi Jasmin Jasmin Joko Susanto Jorge O. Brusa Jovanca Blesshery Sinaga Jovita Nabilah Azizi Jumadil Saputra Juniati Juniati Juri Naswa Nathania Kerwanto Keysha Maulina Halimi Khairunisak Khairunisak Khairunnisa Khairunnisa Putri Kharisma Nur Devyanti Lamatungga, Kiki Ekiawan Latif Lianti Lianti Linda Atika Lizma Febrina Lubis, Muhammad Anggi Lutfi Riani M Chotib M Dian Wahyudi M Gelar Faisal M. Idham Shilman M. Yusuf Maghfirah, Aprilla Rizki Mahyul Muna Malvina Marchese Mario Raditya Nugroho Marzuki Marzuki Maskuri Sutomo Muawwana Muawwana Muh Abdullah MUHAMMAD AMIR MASRUHIM Muhammad Arafah Muhammad Farhan Fahrezy Muhammad Firmansyah Muhammad Hafiz Amali Muhammad Haikal Muhammad Nasir Muhammad Naufal Muhammad Nur Muhammad Rafli Muhammad Rahmat Maryadi Muhammad Syahroni Muhammad Syuib MUHAMMAD TAUFIK Muhammad Yordi Septian Muhammad Ziadul Haikal Mukhlis Mukhlis Mukhlis Mulia Sari Munira Munira Munira Munira Mursalim Mursalim Mursyidah Mustamin Mustamin Mutia Utami Mutiara Rahmadani Putri Nadya Putri Nadya Tirta Nafis Faturrahman Naila Fauza Nakita Chairunnisa Nelly Safitri Nia Ramadhani Noni Zakiah Noor Amaliah Noor Amaliah, Noor Nova Eliza Novita Ariani Nur Basira Nur Caya Nurbadillah Nurcaya Nurcaya Nurhadaya Nurhadaya Nurhanifa Nurhanifa Nurjaya Nurjaya Nursyalina Nursyalina Nusran Nusran Nyoman Sridana Panessai Sir Parlan Putri, Adelia Tiara Putri, Kiyu R. Hannamara F. Nur Rafli Damara Rahimah Khairi Isfani Rahma Badaruddin Rahmat Kartolo Raihan Yuanda Ramadhani, Kayla Attya Rayhan Ananda Hafiz Pradipta Rejeki Geubrina Putri Resha Russita Rezki Amelia Rika Annisa Rikayatul Rohida Rini Handayani Rini Handayani Ririn Eka Riski Amalia Riski Novianti Risky Amaliah Riyan Afandi Rizal Akbar Hutagalung Rizkia Fazira Roina Barokatin Roni, Muhammad Rosalina, Linda Rusdy Rusdy Rusydi Ryka Marina Walanda Safaruddin Safriadi Safriana Said Muhammad Salaras Wita Sangra Devi Azzahrah Saniyyah Wafa Nurjihan Saputra, Fikri Satriananda Satriananda seniwati seniwati Septian, Muhammad Yordi Sharfina Andzani Minhalina Sinaga, Jovanca Blesshery Siti Luthfiyah Mawaddah Siti Mariana Siti Nabila Safarina Sitti Hadijah Slamet Tarno Sofiyanti Indriasari SOVIETI SOVIETI Suarman Suarman Suharni Sudirman Suhartono Suhartono SUMARNI Surya Agung Syafruddin Syafruddin Syahida Djasang Syamsu Rijal Tarjo Tarjo Teuku Rihayat Ulfa Nur Azizah Ulinsa, Ulinsa Uswah Zilhaya Valina Yolanda Vania Fachreyna Morhaban Wahyu Henky, Irawan Wahyu Mustika Aji Wan Pujitami Permata Wulan Fabisian Yanti, Hasvika Yasin, Nurfatwa Andriani Yetti Tri Putri Yoga Alfikri Yola Desima Ramadini Yusril Mahendra Zaenal Abidin Zainal Abidin Muchlisin zainarti zainarti Zultira Harina Roza