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All Journal SITEKIN: Jurnal Sains, Teknologi dan Industri Menara Riau: Jurnal Ilmu Pengetahuan dan Pengembangan Masyarakat Islam Infotech Journal Jurnal Ilmiah Rekayasa dan Manajemen Sistem Informasi Jurnal Pengabdian UntukMu NegeRI Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Seminar Nasional Teknologi Informasi Komunikasi dan Industri INOVTEK Polbeng - Seri Informatika JITK (Jurnal Ilmu Pengetahuan dan Komputer) Dinamisia: Jurnal Pengabdian Kepada Masyarakat Sebatik ALGORITMA : JURNAL ILMU KOMPUTER DAN INFORMATIKA Jurnal Nasional Komputasi dan Teknologi Informasi JURIKOM (Jurnal Riset Komputer) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Building of Informatics, Technology and Science Zonasi: Jurnal Sistem Informasi JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer System and Informatics (JoSYC) Jurnal Sistem Komputer dan Informatika (JSON) Journal of Education Informatic Technology and Science Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) IJISTECH KLIK: Kajian Ilmiah Informatika dan Komputer Jurnal Hasil Pengabdian Masyarakat (JURIBMAS) INOVTEK Polbeng - Seri Informatika Journal of Computer Science Artificial Intelligence and Communications Jurnal Ilmu Komputer dan Teknik Informatika Jurnal Pengabdian Masyarakat Berdampak
Eka Pandu Cynthia
UIN Sultan Syarif Kasim RIau
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Journal : IJISTECH

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Implementation of Backpropagation Artificial Neural Networks to Predict Palm Oil Price Fresh Fruit Bunches Edi Ismanto; Noverta Effendi; Eka Pandu Cynthia
IJISTECH (International Journal of Information System and Technology) Vol 2, No 1 (2018): November
Publisher : Sekolah Tinggi Ilmu Komputer (STIKOM) Tunas Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/ijistech.v2i1.17

Abstract

Riau Province is one of the regions known for its plantation products, especially in the oil palm sector, so that Riau Province and regional districts focus on oil palm plants as the main commodity of plantations in Riau. Based on data from the Central Bureau of Statistics (BPS) of Riau Province, the annual production of oil palm plantations, especially smallholder plantations in Riau province has always increased. So is the demand for world CPO. But sometimes the selling price of oil palm fresh fruit bunches (FFB) for smallholder plantations always changes due to many influential factors. With the Artificial Neural Network approach, the Backpropagation algorithm we conduct training and testing of the time series variables that affect the data, namely data on the area of oil palm plantations in Riau Province; Total palm oil production in Riau Province; Palm Oil Productivity in Riau Province; Palm Oil Exports in Riau Province and Average World CPO Prices. Then price predictions will be made in the future. Based on the results of the training and testing, the best Artificial Neural Network (ANN) architecture model was obtained with 9 input layers, 5 hidden layers and 1 output layer. The output of RMSE 0000699 error value and accuracy percentage is 99.97% so that it can make price predictions according to the given target value.
Co-Authors Adi Mustofa Afriyanti, Liza Ahyani Junia Karlina Alabbas Hussein Saeed Alwis Nazir Anggi Pranata Anwar Alfaruqi Sipayung Aprijon Ardiansyah Saputra Arifandy, M. Imam Baehaqi Batubara, Supina Budianita , Elvia Dicky Abimanyu Dina Septiawati Edi Ismanto Effendi, Noverta Eka, Muhammad Elin Haerani Elvia Budianita Fadhilah Syafria Febi Yanto Fikri, Mhd Ikhsanul Fitra Kurnia Fitri Insani Fitri Wulandari Fitriani Muttakin Fitriani Muttakin Gultom, Imeldawaty Gusti, Siska Kurnia Hammam Zaki Hanafiah, Anggi Harahap, Ramadhan Hasdi Radiles Iis Afrianty Inggih Permana Intan Eria Elfi Iwan Iskandar Iwan Iskandar Jannata, Nanda Januar Al Amien Jasril Jasril Jeki Dwi Arisandi Khairuniza, Nabila Lestari Handayani M Imam Arifandy M. Afdal M. Afdal M. Afif Rizky A. M. Imam Arifandy Mardiah Maripati, Maripati mohamad samuri, suzani Muhammad Affandes Muhammad Amin Muhammad Fikry Muhammad Hasanuddin, Muhammad Muhammad Irsyad Muhammad Khairy Dzaky Muhammad Ridha MUHAMMAD YUSUF Muhammad Zen, Muhammad Mulyati, Sabar Mushlihul Afif Nazaruddin Nazaruddin Nazir, Alwis Nazruddin Safaat Nazruddin Safaat H Novi Yanti Novi Yanti nursalisah, febi Octadino Hariyadi Okfalisa Okfalisa Oktaria, Wina Pizaini Pizaini Putra, Randi Rian Rahmad Al Rian Rahmat Al Hafiz Rahmawati Raihan Mahdy Reski Mai Candra Ritonga, Sinta Wahyuni Rizki, Cindy Atika Roni Setyawan Rusmin Saragih, Rusmin Saeed, Alabbas Hussein Sarbaini Sarbaini Sinaga, Ayu Puspita Sari Siti Ramadhani Sugandi, Hatami Karsa Sulistia Ningsih, Sulistia Surya Agustian Suwanto Sanjaya Syafitri, Nesi Syaifullah Syaifullah Yelfi Yelfi Yelvi Fitriani Yelvi Fitriani Yelvi Vitriani Yenggi Putra Dinata Yudhi Arta, Yudhi Yusra Yusra . Yusra Yusra Yusra Yusra Yusra, Yusra Zulham Zulham