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Said . Iskandar
Universitas Negeri Medan
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Journal : Asian Journal of Applied Education

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Introduction to Citrus Fruit Ripens Using the Deep Learning Convolutional Neural Network (CNN) Learning Method Josua Christian; Said Iskandar Al Idrus
Asian Journal of Applied Education (AJAE) Vol. 2 No. 3 (2023): July 2023
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/ajae.v2i3.5003

Abstract

The export value of Indonesian fruits in 2023 will increase compared to 2021. For this reason, a program is needed to introduce fruit maturity, in this case, citrus fruits. Currently, the fruit maturity recognition system is still done manually which takes a long time and requires a lot of human resources. Thus, the purpose of this research is to use Machine Learning and the Convolution Neural Network (CNN) model in the classification of citrus fruit maturity. The computer image recognition method used is CNN, which has advantages in computer vision applications, face recognition, object detection, image recognition, and visual recognition. Datasets in the form of orange images are collected to be applied to the Machine Learning method. The test results showed that training accuracy reached 100% and validation accuracy reached 86.59% after 40 epochs using the CNN method on local varieties of orange images. Training loss reaches 0.7 and validation loss reaches 0.69 after 40 epochs.
Co-Authors Adidtya Perdana Ahmad Landong Alfattah Atalarais Ananda Hatmi, Reza Angga Warjaya Arifin, Khusnul Arnah Ritonga Arnita Arnita Arnita Arnita Arnita Asiah Asiah Billroy A Ginting Buulolo, Fatizanolo Chairunisah Chairunisah, Chairunisah Citra Citra Debi Yandra Niska Dechy Deswita Indriani.S Devi Juliana Napitupulu Diah Retno Wahyuningrum Dian Septiana DIdi Febrian Eka Nainggolan, Rinay Eko Prasetya, Eko Elvis Napitupulu, Elvis Fadlan Isa Damanik Fadlan Isa Damanik Farhan Ramadhan, Haikal Fauziyah Harahap Fira Dilla Fitria, Amanda Hermawan Syahputra Ichwanul Muslim Karo Karo Ihsan Zulfahmi Inna Muthmainnah Insan Taufik Izwita Dewi Josafat Simanjutak, Todo Josua Christian Kana Saputra S Kana Saputra S Khairani, Nerli Kuraini, Atifa Nuzulul Lazuardi Lazuardi Lubis, Afiq Alghazali Lubis, M. Revano Ananda Luge, Miclyael Malik Fajri, Maulana MANSUR AS Manullang, Sudianto Manurung, Jeremia Marpaung, Faridawaty Mika . Layakana Molliq Rangkuti, Yulita Mualiawan Firdaus Muhammad Noer Fadlan Muhammad Rifqi Maulana Muthmainnah, Inna Nabila, Rinjani Cyra Nafisa, Anti Nada Nasution, Hamidah . Nice R Refisis Niska, Debi Yandra Nurkhalizah, Rezeki Nurliani Manurung Olga Laura Mahlona Pane, M Iqbal Anata Pane, Yeremia Yosefan Puji Prastowo, Puji Purba, Boy Hendrawan Rahmani . . Ramadhani, Fanny Refisis, Nice Rejoice Reza Al Alif Reza Al Alif Rovita Indah Ayu Ningtias Salsabila, Aqila Siburian, Rulli Prasetio Bane Sihombing, Jeremia Jordan Simamora, Elmanani Simanjorang, Rio Givent A Simanungkalit, Ada Novisari D. Simbolon, Mula Tua Elia Sinaga, Marlina Setia Siregar, Ary Prandika Siregar, Mochammad Gani Alfa Alkhoiri Sri Mulyana Sri Mulyana Suryani, Nita Susiana Susiana Susiana Susiana Syarida Aini, Desti Tambunan, M. Ananda Rizki Tarigan, Dewan Dinata Tarigan, Yosua Yosephine Trisna Utami Putri Wahabi Hasibuan, Rahman Warjaya, Angga Wilma Handayani Yuanita Rachmawati Yulita Molliq Rangkuti Yulita Molliq Rangkuti Yulita Molliq Rangkuti Yusuf, Yusnaeni Zufahmi Indra Zulfahmi Indra, Zulfahmi