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Journal : Journal of Information Technology and Computer Science

Comparison of Neural Network and Recurrent Neural Network to Predict Rice Productivity in East Java Hamdianah, Andi; Mahmudy, Wayan Firdaus; Widaryanto, Eko
Journal of Information Technology and Computer Science Vol. 5 No. 3: Desember 2020
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1526.133 KB) | DOI: 10.25126/jitecs.202053182

Abstract

Rice is the staple food for most of the population in Indonesia which is processed from rice plants. To meet the needs and food security in Indonesia, a prediction is required. The predictions are carried out to find out the annual yield of rice in an area. Weather factors greatly affect production results so that in this study using weather parameters as input parameters. The Input Parameters are used in the Recurrent Neural Network algorithm with the Backpropagation learning process. The results are compared with Neural Networks with Backpropagation learning to find out the most effective method. In this study, the Recurrent Neural Network has better prediction results compared to a Neural Network. Based on the computational experiments, it is found that the Recurrent Neural Network obtained a Means Square Error of 0.000878 and a Mean Absolute Percentage Error of 10,8832%, while the Neural Network obtained a Means Square Error of 0.00104 and a Mean Absolute Percentage Error of 10,3804.
Co-Authors Abadi, Iwan Jumrotul Abdillah, Alif Galih Syahrul Adi Setiawan Agus Suryanto Alif Galih Syahrul Abdillah Alivia Rachma AR, Raisa Friska Ardian Tri Wahyu Ridha’i Arif, Alfiyan Ariffin Ariffin Arifin Noor Sugiharto Aulia, David Azizah, Nur Bambang Guritno Banurea, Fathul Hidayat Bayu Sugiarto Brilliantika, Ayuma Aprily Budiyono, Budiyono Cicik Udayana David Aulia Dellia Rezha Bayu Rizqullah Dewi, Noviyanti Ambar Djumali Djumali Dwinata, Yoga Andara Ebtan S., Ringga Eka Setiyabudi, Ervina Elsharani Silalahi Etta Rostina Marthogi Sumbayak Evanita, Ely Ferdian, Herman Firda N. I. K., Yulita Fitria Yuliasmara Fitriyah, Nurul Lailiyatul Frelyta Ainus Zahro Galih Purwanto Gustiani, Lidia Firina Hamdianah, Andi Hariyani, Hariyani Hastanti, Rina Dwi Heddy, Y. B. Suwasono Heddy, Y.B.Suwasono Hisar Sitorus Huda, M. Syahrial Husni Thamrin Sebayang Ikbal, Andi Muhtadin Dwi Putra Inaiyah, Asma Jayanti, Afinta Jordy, Muhammad Ridhwan Kartika Yurlisa, Kartika Karuniawan Puji Wicaksono Karuniawan Puji Wicaksono Karuniawan Puji Wicaksono Karuniawan Puji Wicaksono Koesriharti Koesriharti Koesriharti Koesriharti Kristiningsih, Kristiningsih Kurniawan, Rizko Kurniawati, Deby Lailiyah, Wiharyanti Nur Latifa, Rio Yanuar Lidia Firina Gustiani Lutfy Ditya Cahyanti, Lutfy Ditya Mahendra, Reza Mamluah, Lukluatul Marnata, Opin Adelpho Marsal, Dito Medha Baskara Mochammad Dawam Maghfoer Mubarak, Al Fath Mubin Mufarrikha, Lilik Mukti, Dhanang Teja Mustika, Della Maya Nafi’, Rifqi Najelina, Shella Sonia Nanok Julianto Nihayati, Ellis Ninuk Herlina Nugroho, Agung Nugroho, Indanus Faried Nugroho, Pandhu Satrio Nunik Eka Diana Nur Azizah Nur Azizah Nur Edy Suminarti Nurhuda, Arista Nurkhasanah, Nurul Nursanti, Sri Nurul Aini Opin Adelpho Marnata Pakpahan, Ian Gerhat Paramyta Nila Permanasari Paramyta Nila Permanasari, Paramyta Nila Permana, Asep Deny Permana, Jaka Prasundari, Intan Ratri Purwanto, Galih Ridha’i, Ardian Tri Wahyu Rizko Kurniawan Rosa, Angela Griya Adinda Roviyanti, Fadhilah Saitama , Akbar Saitama, Akbar Saitama, Akbar salman, anisah Santoso, Mudji Sari, Dea Puspita Sativa, Nasrul Ardinan Satriyo, Taufik Adi Sebayang, Husni Thamrin Setiawan, Adi Setiawan, Wiga Tegarmas Setyono Yudo Tyasmoro Shella Sonia Najelina Shera Ameldam Sihaloho, Vianny Dhearia Silalahi, Elsharani Sisca Fajriani Sitawati Sitawati Sitorus, Hisar Sri Nursanti Sudiarso, Sudiarso Sugiarto, Bayu Sumbayak, Etta Rostina Marthogi Sunaryo Sunaryo Sunaryo, Sunaryo Susanti, Resti Amelia Sutejo, Nur Azizah Luthfina Erry Suwitnyo, Hadi Titin Sumarni Titin Sumarni Ucu Sumirat Uma Khumairoh Uma Khumairoh Warisman, Gandi Wayan Firdaus Mahmudy Wiharyanti Nur Lailiya Wulansari, Harlianti Ratna Yogi Sugito Yohana Avelia Sandy Yoseva Mega Zenita Zaini, Akbar Hidayatullah Zaini, Akbar Hidayatullah Zenita, Yoseva Mega