p-Index From 2021 - 2026
15.302
P-Index
This Author published in this journals
All Journal Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy) Biospecies Jurnal Pendidikan Anak Usia Dini Undiksha Jurnal Pendidikan Indonesia Jurnal Adabiya e-Jurnal Arus Elektro Indonesia Jurnal Agroindustri IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING ELSE (Elementary School Education Journal) : Jurnal Pendidikan dan Pembelajaran Sekolah Dasar Jurnal Agroqua: Media Informasi Agronomi dan Budidaya Perairan Pendas : Jurnah Ilmiah Pendidikan Dasar TERRA : Journal of Land Restoration Jurnal Ilmiah Adiraga : Jurnal Penelitian Olahraga Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan International Journal of Elementary Education Jurnal Ilmiah Sekolah Dasar Abditani : Jurnal Pengabdian Masyarakat Voices of English Language Education Society JURNAL PANGAN BIOSFER : Jurnal Biologi dan Pendidikan Biologi Jurnal Kejaora (Kesehatan Jasmani dan Olahraga) Journal of Sylva Indonesiana JURNAL TEKNIK Jurnal Ilmiah Biologi Eksperimen dan Keanekaragaman Hayati (J-BEKH) Akta Agrosia Accounting Profession Journal (APAJI) Dharma Raflesia : Jurnal Ilmiah Pengembangan dan Penerapan IPTEKS Jurnal Ekologi, Masyarakat dan Sains SPRINTER: Jurnal Ilmu Olahraga Basic and Applied Education Research Journal (BAERJ) PUCUK REBUNG: Jurnal Pengabdian kepada Masyarakat Edu Cendikia: Jurnal Ilmiah Kependidikan Bulletin of Science Education Mejuajua JOURNAL OF HUMANITIES, SOCIAL SCIENCES AND BUSINESS (JHSSB) An-Nahdah Al-\'Arabiyah Indonesian Journal of Islamic History and Culture PAKDEMAS : Jurnal Pengabdian Kepada Masyarakat Jurnal Ilmu Pendidikan Sekolah Dasar Jurnal Ilmiah Manajemen, Ekonomi dan Akuntansi SinarFe7 Jurnal Sylva Lestari PENANOMICS: INTERNATIONAL JOURNAL OF ECONOMICS MEDICINUS Scientium Management Review Economics and Business Journal The Scientia Law and Economics Review Journal of Accounting Issues International Journal of Integrative Sciences Gunung Djati Conference Series Jurnalika : Jurnal Ilmu Komunikasi Jurnal Kesehatan Komunitas Indonesia Jurnal Civil Engineering Study Jurnal Osadhawedyah bidang Medis dan Kesehatan Indo-Fintech Intellectuals: Journal of Economics and Business Jurnal Informatika Ekonomi Bisnis Triwikrama: Jurnal Ilmu Sosial Jurnal Elektro Jurnal Ilmiah Manajemen Ekonomi Dan Akuntansi (JIMEA) Jurnal Pengabdian Masyarakat dan Riset Pendidikan RESLAJ: Religion Education Social Laa Roiba Journal International Journal of Educational Best Practices Cocos Bio EKOBIS ABDIMAS : Jurnal Pengabdian Masyarakat Jurnal Dedikasi Masyarakat Jurnal Ilmiah Kesehatan Mandira Cendikia Jurnal Ilmiah Multidisiplin Keilmuan Mandira Cendikia (JIMK-MC) IECON: International Economics and Business Conference Jurnal Penelitian Sains dan Teknologi Indonesia International Conference On Association Of Indonesian Entrepreneurship Study Programs Jurnal Pelita PAUD International Journal of Islamic Finance (IJIF) Jurnal Wana Tropika Jurnal Online Skripsi Manajemen Rekayasa Konstruksi (JOS-MRK) Jurnal Historica Prosiding Seminar Nasional Ilmu Sosial dan Teknologi (SNISTEK) Jurnal Publikasi Ekonomi dan Akuntansi Jurnal Penelitian dan Evaluasi Pendidikan Jurnal Dinamika Pendidikan Jurnal Publikasi Manajemen Informatika
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : journal of informatics and telecommunication engineering

Classification of Oranges Based on Their Quality Using the YOLOv5 Algorithm wahyu muldayani; Ali Rizal Chaidir; Sumardi; Dodi Setiabudi; Aabid Nabhaan
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol. 9 No. 2 (2026): Issues January 2026
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v9i2.16255

Abstract

Indonesia, as an agrarian country, has a wide variety of horticultural commodities, one of which is mandarin orange (Citrus reticulata). Post-harvest handling, particularly the sorting process based on fruit ripeness and defects, plays an important role in maintaining product quality and market value. However, manual sorting is considered inefficient because it is repetitive, highly dependent on operator subjectivity, and prone to inconsistency. Several studies report those manual methods can result in classification error rates exceeding 20% and longer processing times compared to computer vision-based systems. This study develops an automatic citrus fruit quality classification system using the YOLOv5 algorithm. The dataset consists of 703 citrus fruit images captured directly using a webcam under varying lighting intensities and color conditions, and is divided into 80% training data and 20% testing data. The classification is performed into three quality categories: ripe, unripe (green), and rotten oranges, based on the visual characteristics of the fruit peel. Experimental results show that a training configuration with 300 epochs, a batch size of 40, and warm white bright lighting conditions achieves the best performance. Real-time testing on 15 citrus fruits yields an average accuracy of 78.2%, indicating the potential of the proposed system as an initial sorting aid, despite limitations related to lighting conditions and the amount of test data.
Co-Authors . Suyitno A. Nur Asri Ainun Aabid Nabhaan Aan Yunianto Abd Cholid Abdul Rahmaan Nurkarim Achmad Arifiyanto Achmad Yani Adianita, Happy Adiningrum, Lutfika Prasetyaning Adyatmaka, Adido Affan Mashuri Afita Surya, Riza Ahmad Muhibbin Ahmad, Muhammad Yunus Aisha Ariestya Nanda Aiyub Berdan Akmal Fajri Ali Rizal Chaidir Aliyah, A.Nabilah Amalia Anam, M. Khairul Andi Aswan Andi Navira Andi Reni, Andi Andi Setiawan Annisa Zahwa Salsabila Anshar Daud Apollo Ardian Syah, Khalif Arif Hana Sasono, Muchamad Arifhan Ady Dj Arifin Aslam Arya Wiranugraha Ayat, Taufik Hidayat Ayu Lestari Azhar, Faris Afif Al Bagaskara, Andika Trah Baharuddin Bambang Irawan Barchia, Faiz Barchia, M. Faiz bayu pamungkas Benny Prasetiya Binti Khalid, Khaleeda Iman Brianda Rusoneri, Gensen Budi Murtiyasa Budiono Joko Nugroho Chairunnisa Ahsana Amalan Shaliha Chairunnisa Ahsana Amalan Shalihah Dadang Falah Mutaqin Daeng Ayub Dandung Novianto Dany Miftahul Ula Daryanto Daryanto Daryanto Dasep Supriatna Dede Willianto Pratama Dedi Setiadi Deskananda Deva Pramudya Suryawan, Deva Pramudya Suryawan Dhani Dharmala Putra Diah Ayu Kusriandono Diah Lydianigtias Diah Lydianingtias Dian Indah Hariani Dodi Setiabudi Duta Maulana Dwatmadji Dwijo Asih Saputri Efendi, Medi Emilia Hasibuan, Emilia Endang Setyaningsih Eny Faridah erna wati ERNA WIDYASARI Eska Dwi Prajayanti Fadillah Pratiwi S Fadjar Purnomo Fahrurrozi, Fahrurrozi Fakhiroh, Zakiyatul Fandi Achmad Dermawan Farhan, Mohammad Farisi, Salman Fauzan, Yusuf Sigit Ahmad Ferdyansyah Fernanda Prasky Hartono Firman Catur Wibowo Fitri Lastini Galiana, Antoine H Djabir Hamzah Habibulloh, Muhammad Nahrul Falah Hafiza, Nor Haris, Mochammad Hayati Hendarto, Kanang Setyo hendra winarta Heryanto, Valen HESTI PUJIwATI Hidayat Sihotang, Supran Hilmiah, Anis Syatul Husna, Muhimmatul Ifah Masrifah Ihlazul Amal Iim Fathimah iin wahyuni Iis Haerunisa Ika Silvitasari Indra Jaya Inta Nurkhaliza Agiska Irianti, Indah Susi IRWAN FAIZAL Irwan Mus Isjoni Isjoni Isna Hidayat Isnani Nur Rahma Istikhoroh Nurzaman Iyad Abdallah Al- Shreifeen Jamaluddin Jayad, Ismed Jilber, Julius Joko Setiono Jufri Lanuru JULAEHA Jurnaliska Pena Ardini Kamalia Kamaliyah, Rofiqoh Kendra Hosea Kholifatu Rohmah Khotimah, Damayyanti Nur Kristian Adi Putra Kristina, Irene Ika Kukuh, Windi Kulsum, Sisi annisa Kurnia Damanik Kusuma Handayani Kusuma Handayani, Kusuma Kusumaningsih, Karti Rahayu Laili Etika Rahmawati Larasati, Meita Laskono, Nuswar Barruli Lee, Su See Lies Rahayu Wijayanti Faida Liliana Baskorowati Lilik Mustofiyah M. Ainur Rofiq M. JAYA ADI PUTRA, S.Si, M.Pd, M. JAYA ADI M. Nukman I. K Maliyana Ulfa, Maliyana Mansor, Patahayah Marjono Mashudi Meida Clara Enina Mia, Ayu Moch Ghozali, H.R.B. Moch. Khamim Mochammad Wahyudi Moh. Karimullah Mohammad Chozin Mohammad Chozin, Mohammad Mudji Susanto Muh. Nurdiansyah muhammad alfi syahrin Muhammad Asrori Muhammad Ghufron Muhammad Ghufron Muhammad Idrus Taba Muhammad Sobarsyah Muliati Mulyana, Edi Hendri Musa Musa, Ichwan Muslihin, Heri Yusuf Mutaqin, Dadang Falah Nabila Khansa Afanin Nadiya Yunan Nanda Fajar Arditama Nashrudin Latif Nawir Rasidi Nerdy Ngadiso Nina Mekalungi Nining Setyaningsih NOVIANTO Nugroho Susanto, Gregorius Nur Afni Asnia Nur Arifah Drajati Nurchalis Nurdjanah Hamid Nuriyah, Ai Siti Nurmiati Nurrohmah , Anjar Nurtjahjaningsih, Ida Luh Gede Nurul Fadillah Nurul Umamah Nurwani Octavianah, Dian Pahlevi, Cepi Pajarwati, Unik Pakpahan, Melibenni Petrus Jhon Alfred D.D. Prabowo, Nur Wahyu Pramana, Yanuar Sigit Prawito, Priyono Pringgabaya, Mohamad Purwitasari, Dinda Putra Bayu, Andika Putra, Irwan Agusnu Putra, Mochamad Rakha Sissatrio Putri Ramadhani, Putri Putri, Andrini Oktaviani Indita Putri, Tasya Audya Nabila Eka Radhia Jatu Noviarsita Sakti Rafika Dian Rahmawati Rahmawati Rasyad Rasyidah, Latifur Razali Rei Restu Asyari Reny Herawati Resky, Muhammad Rina Ayu Setyaningrum Rina Laksmi Hendrati Ris Hadi Purwanto Rita, Wismalinda Riyantama, Muhammad Yogi Rochmah Agustrina Rochmah Agustrina Rohmatul, Hadi Fajri Rony Setiawan Rony Setiawan Roux, Christine le Safira, Dyah Safitri, Dian Indah Safitri, Nimas Sakip Salman Farisi Salsabila Rahmi Santika Rentika Hadi Santika Rizki Yuliasani Saputri, Yasinta Dewi Saragih, Hana Dipa Christine Sari, Ayuni Mitra Sari, Ganisa Ardhiani Sarwoko, Jonathan Puji Selvia Wulan Hajijah Septiana Hadiamin Shela Meliana Putri Sigit, Sudjatmiko Singgih Bektiarso Sintha Sih Dewanti Sisi Annisa Kulsum Sitti Safiatus Riskijah Sri Haryanti Sri Kaloko, Bambang Sri Yusnaini Stiawan, Imron SUDARMANTO Sudirman, Indrianty Sugeng Pudjiono, Sugeng Suhadi, Asman Suhariyanto Suharti Suherman, Suherman Supriyanti, Arni Supriyanto Kartodarsono Suranto Suryati, Adelina Susapto Suselo Utoyo Syahril sidiq, Muhammad Syarifuddin Taufiq Rochman Titik Istirokhatun Tri Ongko Tugiyono Ujang Rohman Ummu Kalsum Ummu Salma Al-Azizah Unik Pajarwati Usman Wahda Wahida Hi. Amier Wahyu Haspri Nur Taryanti Wahyu Muldayani Wahyu Warastuti Wahyu, Agung Widodo Widodo w Widodo Widodo Widyono Hadi Winarno, RB Rahardyan Putra Wirabuana, Pandu Yudha Adi Putera Wisnu Cahyo Laksono Wiwik Ekyastuti wiwin kurniyanti Yadi Setiadi YANTO Yenny Prastiwi Yohanes Jibrail Mado Yuni Hariyanti Yuni Rahmawati YUNITA Yustina Neny Hastuti YUYUN ELIZABETH PATRAS, YUYUN ELIZABETH Zaharuddin Zainnuri, Hasan Zulfikar, Fachri Zulhelmi Zulhelmi, Anshar Zulkhaira Zulkhairi Zulkhairi Sofyan Zulpahmi Zunan Azis