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Journal : Advance Sustainable Science, Engineering and Technology (ASSET)

Artificial Neural Network-Based Forecasting of Rice Yield Using Environmental and Agricultural Data Priyanto; Muhammad Faisal; Mochamad Imamudin
Advance Sustainable Science Engineering and Technology Vol. 7 No. 3 (2025): May - July
Publisher : Science and Technology Research Centre Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v7i3.2019

Abstract

This study presents a high-accuracy predictive model for rice production in Indonesia using Artificial Neural Networks (ANN), achieving an R² of 98.11%, Mean Absolute Error (MAE) of 0.0966, and Mean Squared Error (MSE) of 0.0189. Climate variability remains a significant challenge to rice cultivation in regions like Malang City, where unpredictable environmental factors such as rainfall, temperature, and humidity hinder effective crop planning and yield estimation. To address this, we developed a Multilayer Perceptron (MLP)-based ANN model incorporating agro-environmental variables: rainfall, temperature, humidity, harvested area, and production quantity. Historical data from 2009 to 2024 were sourced from the Meteorology, Climatology, and Geophysics Agency (BMKG) and the Central Statistics Agency (BPS). The dataset underwent preprocessing, including cleaning, feature extraction, Z-Score normalization, and partitioning into training and testing sets. The proposed ANN architecture consists of an input layer, three hidden layers, and an output layer for regression tasks. Comparative evaluation against Random Forest, K-Nearest Neighbors, and Support Vector Regression demonstrated the ANN’s superior ability to model complex nonlinear relationships in agricultural data. The results highlight the role of intelligent data-driven systems in enhancing the accuracy of yield forecasting, supporting sustainable agricultural practices, and informing national food security policy.
Co-Authors , Elfitra Desy Surya Abdul Saman Abiyyu Akbar Aristy Ade Rizky Amalia Afdal Syahreza Agussalim Agussalim Al Juhaeda, Zul Iflah Alan Fariz Maulana Alfandy Pratama Alfino Nicolas Prasetya Ali, Rana Mohsin Allyson Eddy Almeida, Maria Amalia Nur Azizah Aminuyati Amir Husin Andi M. Rifiyan Arief Andri Nirwana AN Anjelita Sinaga Aprizal, Fardhan Arditya Ferbiyanto Areeba Shahid Ari Asmawati Ariati Rusli Arief, Maryam Jamila Arifudin ' Aris Bahasruddin Arnetty Arnetty Asy'ari Asy'ari Asyura Binti Sofian Ayu Fitri Alafiah Binti Peradus Azreen Shafieqah Asri Bayu Al Badjie Hasan Benyamin Parubak bin Hilmi, Hafizuddin Bram Zoe anak Guillan Brendan Chan Kah Le Burhanudin Yusuf Clarissa Tarigan Dahyar Daraba Dalmi Iskandar Sultani Darmansjah Tjahja Prakasa Deden Rustiana Dedree Leonna Lai Defa Agripratama Ali Dewi Rosmalia, Dewi dewi susanti Dwi Khairani Edwien Setiwan Saputra Einstein Kent Elias Eka Sukanti Eldren Aniell Eliya Mursyida Erfendi Regar Erma Suryani Sahabuddin Estella Blessings Evita Andriani Sahbani Faizatul Fitri Boestamam Farhan, Rivki Lutfiya Farris Althaf Pratama Fauzi Sediyawan Fidel Yong Fifi Candita Firman Fisa, Triansyah Ghaitsa Zahira Ardelia Putri Ghulam Asrofi Buntoro Gihon Nugrahadi Grasila Huney Wan Hairunnas, Hairunnas Hamza Khaliq Harith Zakwan Bin Zakaria Hasbi Assiddiq S Hasmia M Arifin Helmi Helmi Hotlina Sihombing I Putu Eka Juliantara Ida Parida Ikbal Maulana Indah Puji Astuti Indawan Syahri Indra Dharma Wijaya Indriani Adha IRA NURIYA SANTI Irenna Wanisha Irvine Shearer Iswahyudi ISWAHYUDI ISWAHYUDI James, Jaymaxcklien Bravyain Jumalia Mannayong Juminten Saimin Khairunnisa Kusumawati, Yulia Tri Laila Rohani Lee Kai Yue Lina Iamayanti Ling, Fang Ting M Komarudin M. Andrey Harun Marwan, Deinike Wanita Maryam Jamila Arief Masruchin, Febby Rahmatullah Maya Jannah Meiske Wenno Mesra B Mgs. Sulaiman Mico Ferdian Minarni Minarni Misdi Misdi Mochamad Bastomi Mochamad Imamudin Mohammad Amir Alam Rahim Omar Mohammad Bakery, Luqmanul Hakim Mohammad Hamka Izzuddin Bin Mohamad Yahya Mona Arif Muda Mualifah Muh. Rizal S, Herling Muhammad Aji Faturahman Muhammad Aksan Muhammad Ernanda Taufiq Muhammad Hariansyah Muhammad Jailani Muhammad Razak Alfianto Muhammad Rizky Fauzi Muhammad Thoriq Al Rosyid Muhartini Muhartini Mukhairir Fikri Ihsan mulyati mulyati Muthmainnah Muthmainnah Mutiawati Mutiawati Muzakir Nazar Fadli Nazwa Ramadhona Ng Ee Zoe Ng Hui Wen Nida Husna Abdul Malik Novian Tri Wahyudi Nur Syahrina Binti Juni Nur Zakiyah Darajat Nurhasanah Nurhasanah Nurhikmah Nuri Nazirah Binti Ismail Nurlina Nurlina Nurrul Nazwa Binti Ismail Nyaknong Karti Alifah Padeli Padeli Parlagutan Silitonga Periskila Dina Kali Kulla Phiang, Jun Kong Pradipta Bagas Daniswara Praja Hadi Saputra Priyanto Priyono Priyono Rachmat Suryadithia Rafli Almubarok Rafy Muhammad Toha Rahma Ashari Hamzah Rahmat Mubaraq Raihan Hasbi Hilal Rebecca Ling Ze Siew Restia Christistianty Rico Fadillah Rico Jawi Rimsa Desela putri br Panjaitan Roestaman Roestaman Rudi Salam Rully Soeriaatmadja Samuel, Melvianna Sari Wulandari Satriyono, Adiska Putra Bagas Sawaluddin Siregar Semuel Souhoka Shircrayson bin Simon Siregar, Risdalina Siska Debora Siti Aisyah Siti Aisyah Nabilah Binti Banchi Siti Malika Azizatul Siti Nurjannah Sri Anggarini Sri Handayani Ashary Sri Rahmi Sriwahyuni Pasaribu Sudirman Suhanda Saputra Suhartono Syaiful Hadi TB, Desita Ria Yusian Teuku Alif Rican Aldian Thomafi, Muhamad Arvan Tohar, Ibrahim Trisno Utomo Naibaho Trisya Septiana Tsi Shi Ping Venetha A/P Loganathan Vina Maulidya Vivian Bong Chiaw Cin Vivian Yong Siew Yee Wahyudi Umar Wanda Alpiyandi Widya Karmila Sari Achmad Wiranti Sri Utami Witeno, Jeremy Silas Xavier Liong Zhi Hao Yew Wei Yi Yugendran A/L Mahendran Yuni Hafita Zubair Zubair Zufri, Zufri Zulfikri Zulfikri ⁠Sri Utamini