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Journal : joiv international journal on informatics visualization

Grade Classification of Agarwood Sapwood Using Deep Learning Hatta, Heliza Rahmania; Nurdiati, Sri; Hermadi, Irman; Turjaman, Maman
JOIV : International Journal on Informatics Visualization Vol 8, No 4 (2024)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.8.4.2257

Abstract

The agarwood tree (Aquilaria sp.) is a tree that produces agarwood, which is a black resin that has a distinctive fragrant smell. In Indonesia, one that is commonly traded is sapwood agarwood. Agarwood sapwood is black or brownish-black wood obtained from the parts of the agarwood-producing tree containing a strong aromatic mastic. Based on the Indonesian National Standard (SNI) 7631:2018, agarwood sapwood has three classes: Super Double, Super A, and Super B. However, many agarwood farmers need to learn to differentiate and classify the agarwood sapwood classes, and traders exploit this to buy cheap. So, deep learning can be used to classify the agarwood sapwood class. One of the uses of deep learning is in image processing. Image processing is used to help humans recognize or classify objects quickly and precisely and can process many data simultaneously. One of the deep learning algorithms used in image processing is the Convolutional Neural Network (CNN). In this study, it is proposed that the deep learning model used is CNN with batch normalization. The dataset used is 72 agarwood sapwood images with a white background, each consisting of 24 Super A, 24 Super B data, and 24 Super Double data. The dataset is divided into 80% training and 20% testing data. The evaluation results of the proposed method at 100 epochs show an accuracy of 87.5%. The research implications will help agarwood tree farmers differentiate and classify agarwood sapwood so that farmers get the right price from buyers.
Co-Authors AA Gede Rai Gunawan Aaron August Vincent Soelaiman Abisha, Nicholas Ade Irawan Ade Irawan Agah D. Garnadi Agung Widyo Utomo Agus Buono Aldri Frinaldi Alifah, Nayla Nur Alifah, Rifdah Nur Alika Azka Shapira Amalia, Rizki Nurul Amanah, Ayu Amanda Nabila Anak Agung Gede Rai Gunawan Andriani, Rizka D. Annisa Annisa Annisa Permata Sari, Annisa Permata Antika, Ester Ardhana, Muhammad Reza Ardhasena Sopaheluwakan Ardhasena Sopaheluwakan Ardhasena Sopaheluwakan Ardiyani, Evi Aufa Ghifada Aulia Rizki Firdawanti Ayu Amanah Aziz, Muhammad Farhan Azizah Aulia Firdhasari Bib Paruhum Silalahi Blante, Trianty Putri Cece Sumantri Chairunisa, Ghevira David Vijanarco Martal Deni Suwardhi DEWI RAHMAWATI Dezvini Muthmainnati Vidia Edi Santosa Ekaputri, Dhea Endar Hasafah Nugrahani Eragilang Muhammad Hastapatria Ester Antika Fahren Bukhari Fahren Bukhari Fahren Bukhari Faiqul Fikri Faiza Mayla Sabita Fajar Delli Wihartiko Farah Annisa Tri Sundari Fathia Rahmaisty Fatmawati, Linda Leni Fauzan, Muhammad Daryl Ferdy Aliansyah Hasyim Foky Michelin Ginting, Dini Tri Putri Br Hanief, Hafzal Hany Savitry Harley Dearmanson Girsang Hasafah Nugrahani, Endar Heliza Rahmania Hatta, Heliza Rahmania Hendri Irwandi Henny Nuraini Henriyansah Herlambang, Karen Hilmi, Kautsar I Gusti Putu Purnaba I Wayan Mangku Iftar Hendry Imas Sukaesih Sitanggang Imni, Salsabila F. Indra Jaya Irman Hermadi Irman Hermadi Irmanida Batubara Jauhari, Muhammad Fakhri Karlisa Priandana Kasiyah M. Junus Kautsar Hilmi Khairuna Putri Gunawan Khatizah, Elis Khoerunnisa, Nazwa Komariah . Lana Syakina Lilik Budi Prasetyo LILIK BUDIPRASETYO Lilis Sri Wahyuni Lilis Sriwahyuni Linda Leni Fatmawati Lizzilmi Syarifatuz Zaimah M. Syamsul Maarif Maliha Qonita Maman Turjaman Marimin Marimin Mas’oed, Teduh W. Maulia, Syammira Dhifa Mirlan Sujana Mirza Farhan Azhari Mochamad Tito Julianto Mohamad Khoirun Najib Mohammad Khoirun Najib Mualim Arya Ilyas Wiradinata Muhamad Adzka Rizkia Muhamad Syukur Muhammad Adam Tripranoto Muhammad Faza Hanifan Muhammad Fikri Isnaini Muhammad Ilyas Muhammad Reza Ardhana Muhammad Tito Julianto Muhammad Zidane Bayu Mukhlis Mukhlis Mukhlis Mukhlis Muliawan Sebastian, Denny Nadhifa Zahra Ghaisani Nadhira Maulida Hayani Nadiyah, Fadilah Karamun Nisaa Najib, Mohamad K. Najib, Mohamad Khoirun Najwaa Alifya Azka Nandika Safiqri Naura Dalta Indriyani Nerissa Patrice Manuella NGAKAN KOMANG KUTHA ARDHANA Nicholas Abisha Niswati, Za'imatun Noval Nur Fallahi, Putri Afia Nur Nabila Nurwegiono, Muhammad Nuzhatun Nazria Pandu Septiawan Pratama, Yoga Abdi Prihasuti Harsani Putri, Renda S. P. Rachma Fauziah Krismayanti Rafhida, Syukri Arif Rahma Alya Zahrani Redytadevi, Tita Putri REFI REVINA Retno Budiarti Rika Kusumawati Rizkian Agung Jamaesa Rohimahastuti, Fadillah Roma Rio Simbolon Ruben Harry Valentdio Salsabila, Fitra Nuvus Salsabilla Rahmah Salsabilla, Fitra Nuvus Sanjaya, Wardah Septian Dhimas Shelvie Nidya Neyman Sitanggang, Imas S. Solikin Solikin Sony Hartono Wijaya Sopaheluwakan, Ardhasena Sri Hartati Sri Mulatsih Srihadi Agungpriyono Sriwahyuni, Lilis Suci Nur Setyawati SUHARINI, YUSTINA SRI Sukmana, Ihwan SYAHID AHMAD MUKRIM Sya’adah, Syifa Noer Syukri Arif Rafhida Syukri Arif Rafhida Talenta Parfaibya Mahenindra Tri Rapani Febbiyanti Tri Rapani Febbiyanti Trianty Putri Blante Triwulandari, Raden Roro Carissa Usmany, Rendy Valentdio, Ruben Harry Verry Riyanto Vicky Zilvan Wigawijayanti Wigawijayanti Wisnu Ananta Kusuma Yandra Arkeman Yasin Yusuf Yeni Herdiyeni Yoga Abdi Pratama Zelisha Pitriatuz Zahra Fauzi