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All Journal MEDIA PETERNAKAN - Journal of Animal Science and Technology Jurnal Teknologi Dan Industri Pangan Jurnal Teknologi Industri Pertanian Agromet Marine Fisheries: Jurnal Teknologi dan Manajemen Perikanan Laut MANAJEMEN IKM: Jurnal Manajemen Pengembangan Industri Kecil Menengah Jurnal Manajemen dan Agribisnis Forum Pasca Sarjana Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Ilmu Komputer dan Informasi SOCA: Jurnal Sosial Ekonomi Pertanian Jurnal Ilmu Lingkungan Jurnal Manajemen Teknologi Jurnal Keteknikan Pertanian TELKOMNIKA (Telecommunication Computing Electronics and Control) Dinamika Pendidikan Jurnal Ilmu Komputer dan Agri-Informatika JURNAL ANALISIS KEBIJAKAN KEHUTANAN Al-Iqtishad : Jurnal Ilmu Ekonomi Syariah (Journal of Islamic Economics) Agrointek Journal of Economics, Business, & Accountancy Ventura Indonesian Journal of Business and Entrepreneurship (IJBE) Jurnal Pengembangan Kota Sinergi Journal of Degraded and Mining Lands Management Journal of Regional and City Planning Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Jurnal Riset Industri agriTECH JURNAL MITRA SWARA GANESHA Jurnal Teknobisnis Jurnal Aplikasi Bisnis dan Manajemen (JABM) E-Journal Jurnal Ekonomi Pembangunan: Kajian Masalah Ekonomi dan Pembangunan Jurnal Tataloka Jurnal Industri Hasil Perkebunan MIX : Jurnal Ilmiah Manajemen Economic Education Analysis Journal Jurnal Ilmiah Ekonomi Islam Jurnal Teknik Industri: Jurnal Keilmuan dan Aplikasi Teknik Industri Jurnal Sisfokom (Sistem Informasi dan Komputer) Muqtasid: Jurnal Ekonomi dan Perbankan Syariah International Journal of Supply Chain Management JIEMS (Journal of Industrial Engineering and Management Systems) Abdimas Umtas : Jurnal Pengabdian kepada Masyarakat JURNAL PANGAN Jurnal Bisnis dan Kewirausahaan JURNAL SUMBER DAYA AIR Abdi: Jurnal Pengabdian dan Pemberdayaan Masyarakat Budimas : Jurnal Pengabdian Masyarakat International Journal of Seocology International Journal of Marine Engineering Innovation and Research Jurnal Penyuluhan Pertanian Jurnal Pariwisata Indonesia Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) JURNAL TEKNIK INDUSTRI International Journal of Renewable Energy Development Policy Brief Pertanian, Kelautan, dan Biosains Tropika Jurnal Ekonomi Bisnis dan Kewirausahaan Jurnal Desiminasi Teknologi Jurnal Ilmiah Teknologi Pertanian Agrotechno
Marimin ,
Bogor Agricultural University
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Journal : Agromet

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The Use of Artificial Neural Networks to Estimate Reference Evapotranspiration Haris, Abdul; Marimin; Wahjuni, Sri; Setiawan, Budi Indra
Agromet Vol. 39 No. 1 (2025): JUNE 2025
Publisher : PERHIMPI (Indonesian Association of Agricultural Meteorology)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/j.agromet.39.1.1-7

Abstract

Evapotranspiration is defined as the loss of water from soil and vegetation to the atmosphere, driven by weather conditions. It reduces the availability of water for agricultural purposes, which affects the amount of irrigation water, particularly during the dry season. The objective of this paper is to present a comparative analysis of the estimated reference evapotranspiration value based on artificial neural networks (ANN) with backpropagation bias 1 (BP-1) and backpropagation bias 0 (BP-0) architectures. The model was fed with data of air temperature, relative humidity, and solar radiation. The model is utilized to calculate the evapotranspiration using the Hargreaves method as the training data. The performance of ANN model was evaluated using the mean square error (MSE), root mean square error (RMSE), and coefficient determination (R2). Our results showed that both ANN models performed well as indicated by low error (MSE < 0.01) and high R2 (>0.99). Also, we found that air temperature and relative humidity determine the optimal prediction. Further, this proposed model can serve as a reference for other models seeking to determine the most appropriate computational model for evapotranspiration value estimation.
Co-Authors . Abidin A Sukmawati A. Aman Damai A. Haris Rangkuti A.A. Ketut Agung Cahyawan W Abieta Fellyanti Bhuwana Putri Adang Samsudin S. Ade Putri Priliyan Adhi Wibisono Alex Denni Alfian Nur Ubay Alim Setiawan S Alin Budiani Risky, Alin Budiani Amad Saeroji Amril Aman Andes Ismaya Andrayani, Dian Andreas Murti Ani . Ani . Annisa Marshanda Rahmawati Aria Damar Arief Daryanto Arief Witjaksono Arif Imam Suroso ASEP SAEFUDDIN Aslam Mei Nur Widigdo Asma Assa Asrol, Muhammad Asti Krisnawati Aziz Ikhsan Bachtiar Baehaqi Bambang Haryanto Bambang Kanti Laras Batubara, Siti Chairiyah Bayu Ardy Kresna Betaubun, Kamilius D Budi Dharmawan Budi Indra Setiawan Bunasor Sanim Bura, Romie O. Candra Tri Cahyono Citra Ayu Vemilia Cory Trisilawaty Dadan Kusdiana Danang Rusdianto Darsasa Herdiana Anggriyanto Dedy Sugiarto Deria Adi Wijaya Dian Ratna Sari Diem, Daisy Ade Riany Dikky Indrawan Ditdit N Utama Djati Kerami Dony Rahmad Pranoto Dyah Kusuma Wardani Dyah R Panuju Dyah Retno Panuju E. Gumbira-Sa’id Eko Agus Prasetio Elisa Anggraeni Elisa Anggraeni Elisa Anggraeni, Elisa Emmy Darmawati Endang Karlina Erliza Hambali Erliza Noor Erna Rusliana Ernan Rustiadi Erni Krisnaningsih Erwin Hermawan Etty Riani Evanila Silvia Fany Annisa Agusti Faqih Udin Faqih Udin FARAH FAHMA Fauziana, Diyah Ratna Fina Pradika Putri Fitri Insani Gendut Suprayitno H Hardjomidjojo Hadi Samanto Hamzah Hamzah Hamzah Hamzah Handaya Handaya Hanik Fatona Ernawati Hanny Nurlatifah Hari Eko Irianto Haris, Abdul Harison Hartrisari Hardjomidjojo Hendra Adiyatna Hendro Sasongko Heny Kuswanti Suwarsinah Heny Suwarsinah Herry Purnomo Herry Susanto Heti Mulyati Heti Muspitawati I Gusti Ayu Indira Maharani I Wayan Nurjaya I.F. Poernomosidhi Poerwo Idqan Fahmi Iin Emy Prastiwi, Iin Emy Illah Sailah Imam Santoso Imam Teguh Saptono Imam Teguh Saptono Indah Yuliasih Iphov Kumala Sriwana Irawadi Jamaran Irfan Syauqi Beik Janti G Sujana Joko Sadoso Priyo K Mudikdjo Kamilius Deleles Betaubun Kasutjaningati Kasutjianingati Kasutjianingati Khotijah Kudang B. Seminar Kudang Boro Seminar Kusnandar . L. Haditjaroko Liesbetini Haditjaroko LILIK BUDIPRASETYO Luky Adrianto M Arif Darmawan M Bismark M S Maarif M Syamsul Ma’arif M. Syamsul Maarif M. Zein Nasution Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud Machfud, . Mahendra Wijaya Mangara Tambunan Maulida Hayuningtyas Mei Edi Prayitno Mennofatria Boer mira juwita mira juwita, mira Moh. Yani Muhamad Malik Gunawan Muhammad Alkaff Muhammad Arif Darmawan Muhammad Asrol Muhammad Hasjim Bintoro Djoefrie Hasjim Bintoro Djoefrie Muhammad Iqbal Muzakki Muhammad Nanda Rahadiansyah Muhammad Panji Islam Fajar Putra Muhammad Romli dan Suprihatin Andes Ismayana Muji Yuswanto Mursiti Mursiti Muslich . Muslich . N S Indrasti Nabila Fatin Zulna Nailul Hana, Nailul Nova Oktavia Noveria Sjafrina Nurul Maghfiroh Nusantara, Reinaldy Jalu P. Eko Prasetyo Padmoko, Sri Petir Papilo Pujihartati, Sri Hilmi Putra, Fiqhri Mulianda Putranto, Kartiko Eko Raden Mohamad Herdian Bhakti Rahardjo, Sri Rico Rizal Budidarmo Rika Ampuh Hadiguna Rina Oktaviani Rizal Bahara Rochman Marota Rohayati Rohayati Suprihatini Rohmah, Kholifatul Kurnia Rohmatulloh . Rohmatulloh Rohmatulloh Rohmatulloh Rohmatulloh Ruchyat Deni Djakapermana Rukmayadi, Dede Rusdah Rusdah S.D. Tarigan Safriyana Safriyana Salis Deris Artikanur Sambas Sundana Santun R.P. Sitorus Santun R.P. Sitorus Santun R.P. Sitorus Santun R.P. Sitorus Sapta Raharja Sari, Dian Ratna SATRIYAS ILYAS Seppa Septarianes Sitanggang, Imas S. Slamet Hariadi Slamet, Alim Setiawan Soesilo Wibowo Soesilo Wibowo Sony Hartono Wijaya Sri Hilmi Pujihartati Sri Laksmi Pardanawati Sri Martini Sri Rahardjo Sri Wahjuni Sudarsana Sudarsana Sudarsana Sugeng Budiharsono Sugiarto Suharjito Suharjito Suharjito Suharjito Suharto Suharto Honggokusumo Sukardi . Sukardi Sukardi Sukardi Sukardi Sukardi Sukardi Sumadi Sumino Suprihatin Suprihatin Suprihatin Suprihatin Suria Darma Tarigan Surjono H. Sutjahjo Surjono H. Sutjahjo Syamsu Hadi Syamsul Ma’arif Syarif Hidayat Syarif Hidayat Syarif Hidayat Tajuddin Bantacut Taryono, Taryono Taufik Djatna Taufik Djatna Teniwut, Wellem Anselmus Tho'in, Muhammad Tira Nur Fitria, Tira Nur Titi Candra Sunarti Tomi Agfianto Tomy Perdana Toto Haryanto Uhendi Haris Vemilia, Citra Ayu Veybi Djoharam Veybi Djoharam W. Septiani Wahyu Trisnasari Wicaksono Sarwo Edi Widadi W. Widayat Widiatmaka Winnie Septiani Witjaksono, Arief - Yandra Akreman Yandra Arkeman Yani Hendriyani Yekti Prasetyasni, Yekti Yosini Deliana Yudi Setiawan Yusianto Rindra Yusmiati Yusmiati Yustin Henina Oktaviani Zaqi Kurniawan Zulfa Khoirul Ummah Zulkarnain