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All Journal Jurnal Media Infotama Telematika : Jurnal Informatika dan Teknologi Informasi Rekursif: Jurnal Informatika Jurnal Pseudocode Jurnal Informatika Upgris Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) PROCESSOR Jurnal Ilmiah Sistem Informasi, Teknologi Informasi dan Sistem Komputer JURNAL PENDIDIKAN TAMBUSAI Jurnal Ilmiah Pendidikan dan Pembelajaran JURIKOM (Jurnal Riset Komputer) Jurnal Sistem Cerdas JSAI (Journal Scientific and Applied Informatics) Journal of Technopreneurship and Information System (JTIS) Jurnal Pengabdian Masyarakat Bumi Raflesia Jurnal Mnemonic JATI (Jurnal Mahasiswa Teknik Informatika) Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Journal of Applied Computer Science and Technology (JACOST) Jurnal Abdimas Serawai Decode: Jurnal Pendidikan Teknologi Informasi Jurnal Multidisiplin Dehasen (MUDE) International Journal of Education and Social Science (IJESS) Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Sistem Informasi Dan E-Bisnis Jurnal Ilmu Komputer Dan Informatika Jurnal Media Computer Science JIMAKUKERTA JURNAL BESEMAH Mestaka: Jurnal Pengabdian Kepada Masyarakat Jurnal Pendidikan dan Pengabdian Masyarakat JPNM : Jurnal Pustaka Nusantara Multidisiplin Cendikia Pendidikan Jurnal Informatika: Jurnal Pengembangan IT GEMBIRA (Pengabdian Kepada Masyarakat) RESLAJ: Religion Education Social Laa Roiba Journal JPMTT (Jurnal Pengabdian Masyarakat Teknologi Terbarukan) Jurnal Pengabdian Masyarakat Ilmu Komputer International Journal of Information Technology and Business Jurnal TAM (Technology Acceptance Model) JuTISI (Jurnal Teknik Informatika dan Sistem Informasi) JCOSIS (Journal Computer Science and Information Systems) Jurnal Komputer, Informasi dan Teknologi
Wijaya, Ardi
Program Studi Teknik Informatika, Fakultas Teknik Universitas Muhammadiyah Bengkulu, Bengkulu, Indonesia
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KLASIFIKASI JENIS JERUK GERGA DAN JERUK KALAMANSI MENGGUNAKAN METODE CONVOLUTIONAL NEURAL NETWORK (CNN) : PENDAHULUAN,METODE PENELITIAN,HASIL DAN PEMBAHASAN Khoiriah nur aisyah; Yuza Reswan; Ardi Wijaya; Harry Witriyono
Journal of Technopreneurship and Information System (JTIS) Vol 8 No 3 (2025): Desember
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jtis.v8i3.10222

Abstract

Oranges are one of the tropical fruits widely cultivated and consumed in Indonesia. This study aims to develop a digital image classification system to distinguish between Gerga and Kalamansi oranges using the Convolutional Neural Network (CNN) method. The system is designed to assist the automatic identification of fruit types based on visual characteristics found in digital images.The dataset consists of 836 images, including 746 training images, 90 validation images, and 24 testing images. Before the training process, the images undergo preprocessing and data augmentation to increase data variation. The CNN model used in this study consists of several convolutional layers, ReLU activation, pooling, flatten, and fully connected layers for classification.The testing results show an accuracy of 83%, precision of 75%, recall of 100%, and an F1-score of 85%. Overall, the CNN method proves to be sufficiently effective in classifying orange types based on digital images and has the potential to be further developed for automation in the agricultural sector.
Co-Authors A.R. Walad Mahfuzhi Abdul Syukur Abdullah, Dedy Ade Ferdiansyani Ade saputra Adedio, Rangga Affandi Mussa, Anitya Putri Afrizal Afrizal Agustio, Faidillah Aji Setiyadi Alam, RG.Guntur Alamsyah, Malik Fajar Alfarrizi, Jhodie Ali Sutan Pane Andilala Anggara, Muhammad Andre Angtyas Candra Pratama Anisa Fhadila Anita Septiani Putri Aprianti, Zalia Apridiansyah, Yovi Ardiansyah, Adidi Muhammad Ardoni, Yoan Ari Purjiawan Ariestanto, Dian Arif Setiawan Aripun Army Martia Harjuna Avida, Meny Bagaskoro, Siswo Bryan Febriansyah Cecep Saputra Chahima Gustina Chandra Kusuma Johan2 Cheka, Julyane Kevin Daffa Putra Sadhevi Dandi Sunardi Darnita, Yulia Darsah Wendanado Daryono, Basofi Rachmadani David Maria Vironika, Nuri Dede Erawan Dedy Abdullah Dedy Abdullah Della, Della Rahma Dendi Pranata, Dendi Pranata Dendy Pratama Dia Komalla Diana Diana Diana Diana M.Kom Dimas Andrean Saputra Dinda Putri Dita, Willia Cahaya Doli Juliadi Dwita Deslianti Dwy Mutia Dita Eka Sahputra Eka Sahputra Elly Hertita Elly Hertita fadila, selvana Fadli, Rengga Fadlikal Ilham Aditma, Afredo Febitri, Nora Febriani, Lovi Febriansyah, Muhammad Feni, Rita Fernando, Jerry Franata, Heru Gading Cempaka Gunawan Gunawan Gunawan Gunawan Gunawan Guntur Alam Gustomi, Aldi Habiel Fachrozzy Hariani, Merti Sri Harry Witriyono Harry Witriyono Hendri Wibowo, Sastya Hennie Lestyaningsih Heru Franata Heru Franata hidayah, agung kharisma Hidayat, Muhammad Husni Ikhlasul, Ridho Ilpiklus Andika Putra Imanullah, Muhammad Imelia Okta Rama Yanti Indra Setiawan Irsyad Ahmad Fauzan Janati, Iffah zafira Jeri Fernando Winata Jerry Ario Zhonata Jestika Safitri Juhardi , Ujang Juhardi, Ujang Julfi Siswanto Juliza, Sita Khairullah, Khairullah Kharisma , Agung Khoiriah nur aisyah Kirman Kirman Kirman, Kirman Kontesa, Ronaldo Kornengsih, Resnita Kurniawan, Edo Kusuma Putra Al Pharisie Lestri Yanti Liza nurpatmala M Rafli Yudhatama M Yusuf Ramadhan M. Dhaffa Ghiffari M. Dhaffa Giffari M. Gilang Ramadhan M. Gilang Ramadhan M. Khairul Razikin M. Sapta Firdaus M. Sapta Firdaus Marhalim marhalim, marhalim Maskuri Sutomo Maulana, M Fiqri Mawarni, Shindy Metrisza Yona Saputra Meyzera, Anes Mohammad Abkar Nur Rohman Mohammad Candra wiliam Muhamad Abdul Fajri Muhammad Aksyah Muhammad Andre Anggara Muhammad Husni Rifqo Muhammad Husni Rifqo Muhammad Kurrata A’yunin Muhammad Miatsyah Muhammad Naufal Al Fadhil Muhammad Rafi Aldan Pratama Muhammad Rifqo Muhammad Teguh Satrio Mulyadi, Maheran Muntahanah Muntahanah Muntahanah, Muntahanah Mutiara Hikmah Nadia Berliana Nagita Efprillia Nandika, Arjun Putra Nhadya Vita Loca Noris Feter Novan Gilang Ramadhan Novianto, Ahmad Nur'aini, Nur'aini Nurhayati Nurhayati Nuri David Maria Veronika Nuri David Maria Veronika Nurwijayanti Pahriza, Pahriza Pahrizal Pahrizal Pahrizal Pahrizal Pahrizal, Pahrizal Pandu Sujaba Parina, Ria Pindo Putra Pratama Pirdaus, M Sapta Pratama, Rindi Yudha Prayoga Putra Puji Rahayu Purjiawan, Ari Putra, Muhammad Ardiansah Putra, OJi Herwanda Putra, Riky Ade Putri Rahma Della Putri, Dinda Raffles, Richard Rahmat, Deki Rajes Andika Putra Ramadhan, Arya Gilang Ramzi, Reja Muhamad Randi Randi Afri Nandes Randi Trio Ardiansyah Rasyid, Muhammad Soelaiman Regi Febian Guteres Renaldi Renaldi Reyno Januarian Syatria Ridho Akbar Rifqo, M. Husni Rifqo, Muhammad Husni Riman, Gugi Walus rindy, rindy balincha Rohman, Mohammad Abkar Nur Ronaldo Kontesa Rosalina Rosalina Rozali Toyib Safitri Safitri Safitri Safitri Safitri, Aisyah Sahputra, Eka Sandhy Fernandez Seftianto Selta Jaya Putra Sherenia Anisah Putri Soneta Sulaini Sonita , Anisya Sonita, Anisya Sulaini, Soneta Supriatin Supriatin, Supriatin Surya Ade Saputera Susilo Dwi Prabowo Tamara, Vivin Tauhid, Muhammad Ikhsan Teguh Wibowo Thiara, Rekhi Thio Ragil Alfares Toyib, Rozali Ujang Juhard ujang juhardi Umasih Umasih Venny Arisi Veronica, Nuri David Maria Veronika, Nuri David Maria Vicky Victori Waluyo Wisnu Gusti Gusti Gusti Witriyono, Harry Yawahar, Jon Yoan Ardoni Yoga Muhamad Aryanto Yoga Saputra Yogi Bakti Husada Yovi Apridiansyah Yovi Apridiyansyah Yovi Apridiyansyah Yuda, Azildjian Arma Yudha, Bima Satria Yulia Darmi Yulia Darnita yuliadarnita, yuliadarnita Yuza Reswan