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Journal : Journal of Multidisciplinary Sustainability Asean

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AI-Assisted Early Detection of Crop Disease Using Hyperspectral Imaging and Deep Learning in Smallholder Farms Azhar Nampira, Ardi; Mariam, Siti
Journal of Multidisciplinary Sustainability Asean Vol. 2 No. 3 (2025)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70177/ijmsa.v2i3.2305

Abstract

Background. Crop disease is a major threat to smallholder farmers who lack access to timely diagnostic tools. Traditional detection methods rely on visual inspection and often occur too late to prevent significant yield losses. Early detection using hyperspectral imaging and artificial intelligence presents a transformative solution for precision agriculture in resource-limited settings. Purpose. This study aims to develop and evaluate an AI-assisted early detection system for crop diseases using hyperspectral imaging and deep learning, tailored for application in smallholder farms. Method. A convolutional neural network (CNN) model was trained on hyperspectral data collected from five farm sites, with ground-truth annotations by agricultural experts. The model’s performance was evaluated using standard classification metrics, including accuracy, precision, recall, and F1-score. A case study was also conducted to assess real-world applicability. Results. The model achieved an average detection accuracy of 94.2% across all locations, with F1-score reaching 0.92 when using hyperspectral features. Confusion matrix analysis indicated high true positive and true negative rates, confirming reliability. In a field case, early diagnosis enabled targeted intervention and improved yield by 22% compared to prior seasons. Conclusion. The integration of hyperspectral imaging and deep learning offers a practical and scalable solution for early disease detection in smallholder farms. The system demonstrates high accuracy, adaptability, and operational feasibility in real-world conditions. Future work should focus on expanding crop and disease types, user interface development, and integration with mobile and IoT-based platforms.
Co-Authors - Khaeruman Abdul Haeba Ramli Aditya Halim Perdana Kusuma Putra Putra Adrifa, Zacky Putra Agung Aji Perdana Agung Edi Rustanto Ahdi Riyono Ahmad Suriansyah Ahmad Zainal Ajat Sudrajat Al Kausar, Al Kausar Almansuri, Anton Amalia Sapriati Amrullah Amrullah Ardhana, Nugroho Aji Arif, Zaenal Arifah, Muhammad Syahroni Arifin, Antoni Ludfi Arsyi Rizqia Amalia Aulia, Nur Nabila Azhar Nampira, Ardi Bagiastra, I Ketut bt Rushdi, Hashlina Budi, Erwanto Budi, Erwanto Catur Kepirianto Cholifihani, Muhamad Cholifihani, Muhammad Christover, Jean Damayanti, Si Luh Putu Dedi Junaedi, Dedi Defran, Hanif Muhammad Dewi Purnamasari Dewi, Maya Puspita Dihin Septyanto Din Azwar Uswatun Djati, Sunding Pantja Djoko Sutrisno Ekawati, Rosa Eni Rosnija Eric Hermawan Ernawati Ernawati Eros Rosmiati Evi Novita Fadillah, Nida Sri Nur Fahrosa, Salsa Meisita Fika Aryani Hamidah, Asti Hendriadi, Hendriadi Herlina Herlina Hidayat, Yusup Rachmat I Ketut Suma I Wayan Suastra Ida Bagus Putu Arnyana Ida Nurhaida Imelda Fajriati Indrajaya, Titus Irsan Tricahyadinata IRWANSYAH Irwansyah Irwansyah Ismaya, Sakti Brata Judijanto, Loso Juliana Juliana Kadafi, M. Amin Kalim, Muchamad Nur Kanaya, Aida Suni Khaeruman Khoidar Amirus Khoirunisa, Nurul Kusnadi Laela Fitriani, Baiq Lutfiyah, Zalfa Waspa Ma'mun, Nadiah Macdhy, Reshanty Dea Nur Mahadewi, Erlina Puspitaloka Majid Wajdi Maksum Radji Maratis, Jerry Megawaty Meidiyanty, Elvira Muhammad Nafi Annury, Muhammad Nafi Naldo, Jufri Naldo Nefianto, Tirton Nurishlah, Laesti Nurpadilah, Maila Oktavia, Kiki Nur Omar, Rina Haji Panji Kresna, Egi Petrus Jhon Alfred Depa Dede Pindiharti, Dewi Prakoso, Hauzan Afif Prasetyo, Wisnu Budi Pratama, Mario Putra Purnomo, Subekhi Hadi Purnomo, Suseno Hadi Rahayu Apriliaswati Rahayu, Astrid Ramdan Samadi, Mochammad Riyanti Riyanti Rohani, Laila Rois, Ajun Rojuaniah Rojuaniah Ropi Marlina Rozamuri, Arif Murti Saadillah, Ramdhani Saputra, Radiansyah Harry Sari, Fitri Eka Sari, Hani Mayang Sayyidatul Fadlilah Septiningrum, Kartika Ayu Setyaningrum, Angela Selvia Shunhaji, Akhmad Silvester Masias Siso Sina, Muhammad Ibnu Sinaga, Samuel J. Siti Nurhidayati Siti Tarwiyah Sujatmiko, Anang Suriyadi, Suriyadi Suroyo Suroyo Surryanto Djoko Waluyo Suryani, Devina Ratna Susanto Susanto Sutawidjaya, Ahmad Hidayat Sutawijaya, Ahmad Hidayat Syahla, Tamara Syech Idrus Tablante, Dennish Tablante, Dennish H. Thamanda, Dhea Rusli Toaha, Muhammad Vikaliana, Resista Wicaksana, Harits Hijrah Widiyanti, Indri Ayu WIJAYA WIJAYA, WIJAYA Yogi Prihandoko Yohana, Erni Yolanna, Yolla Yusuf, Marwah