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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) SMATIKA Briliant: Jurnal Riset dan Konseptual Journal of Development Research RABIT: Jurnal Teknologi dan Sistem Informasi Univrab KOMPUTIKA - Jurnal Sistem Komputer JOISIE (Journal Of Information Systems And Informatics Engineering) Jurnal Teknologi Komputer dan Sistem Informasi Jurnal ICT : Information Communication & Technology JSAI (Journal Scientific and Applied Informatics) Jurnal Teknologi Informasi dan Multimedia ILKOMNIKA: Journal of Computer Science and Applied Informatics Jurnal Tekinkom (Teknik Informasi dan Komputer) Jurnal Sistem Komputer dan Informatika (JSON) Jurnal Bumigora Information Technology (BITe) Jurnal Ilmiah Intech : Information Technology Journal of UMUS Journal of Computer Networks, Architecture and High Performance Computing Journal of System and Computer Engineering Bima Abdi: Jurnal Pengabdian Masyarakat KLIK: Kajian Ilmiah Informatika dan Komputer Jurnal Aplikasi Teknologi Informasi dan Manajemen (JATIM) GANESHA: Jurnal Pengabdian Masyarakat Journal of Science Nusantara Journal Automation Computer Information System (JACIS) Informatics, Electrical and Electronics Engineering Biner : Jurnal Ilmiah Informatika dan Komputer JAMU : Jurnal Abdi Masyarakat UMUS Jurnal Manajemen Teknologi dan Sistem Informasi Jurnal Indonesia : Manajemen Informatika dan Komunikasi Jurnal Sains Sistem Informasi
Abd. Charis Fauzan
Program Studi Ilmu Komputer, Fakultas Ilmu Eksakta, Universitas Nahdlatul Ulama Blitar
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Transportation Other

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Journal : JSAI (Journal Scientific and Applied Informatics)

 1 
Analisis Deret Waktu untuk Forecasting Populasi Ternak di Indonesia dengan Model LSTM Prabowo, Tito; Lestariningsih; Fauzan, Abd. Charis; Mafula, Veradella Yuelisa
JSAI (Journal Scientific and Applied Informatics) Vol 8 No 1 (2025): Januari
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v8i1.7566

Abstract

Livestock population in Indonesia is one of the key indicators supporting national food security, particularly in meeting the demand for animal-based protein. However, the suboptimal utilization of livestock population data for strategic planning remains a challenge in the livestock sector. This study aims to predict livestock population in Indonesia using the Long Short-Term Memory (LSTM) method, a variant of Recurrent Neural Network (RNN) designed for time series data analysis. The livestock population data used in this research was obtained from the Central Statistics Agency (BPS) for the period of 2006 to 2022. The LSTM model was trained using 80% of the data for training and 20% for testing, with evaluation conducted using Mean Absolute Error (MAE) and Root Mean Squared Error (RMSE). The results indicate that the LSTM model can forecast the national livestock population up to 2033 with good accuracy, particularly for livestock such as goats (MAPE 5.47%) and beef cattle (MAPE 5.64%). However, a higher error rate was observed for buffalo (MAPE 16.57%). The predictions indicate a significant growth trend in poultry populations, such as broiler chickens and laying hens. In conclusion, this model can support data-driven decision-making to ensure stable and sustainable animal protein availability, thereby strengthening national food security.
Co-Authors A. Zainul Muttaqin Sph Achmad Nuuril Faizin Adhitya Prayoga Permana Afivatu Pratama Agustin Afrida Danar Pratama Agus Yulianto Agustin Ely Rahayu Agustin Ely Rahayu Agustina, Nur Afnis Ahmad Agung Saputra Ahmad Fayyadh Qaimul Haq Ahmad Gufron Ahmad Makhi Ahmad Makhi Ahmad Yunus Ainafatul Nur Muslikah Alvi Durunnafis Annisa Heparyanti Safitri Ardisca Evanandy Asfilia N. Anggraini Asna Andi Auladi Ayu Eviana Baqi, Utrodus Said Al Bharin Rizqi Waridhon Binti Aulatul Mufida Bunga Cahyaning Untari Caska - Chandra Gunawan Choirunnufatul Chusna Citra Mirna Wati Defy Lukbatul Qolbiah Deny Restyo Nugroho Dewana Firman Abdul Mu'izz Dewi Lestari Dimas Fahmi Rizaldi Dwi Danu Handoyono Dwi Zulva Uliunuha Dyah Ayu Wiranti Edoardo Jofan Rifano Edy Prabowo Egy Nadya Etvin Trio Sagita Fadhila Nur Hanifah Faizin Choirul Umam Fatmawati, Fariza Uma FATRA NONGGALA PUTRA Fiqih Ainul Qhabib Gunawan Gunawan Hardiana Riski Riswanto Harliana Harliana Harliana Harliana Harliana Harliana Hinayu Diniatul Fahma Huda Maariful Muhamat Ibrohim Aqimuddin Ida Ayu Putu Sri Widnyani Ike Wahyu Septiani Ilham Kurniawan Imam Machfud Indana Nuril Hidayah Indera Cahyo Wibowo Iqbal Fikri Al hadi Iza Arfiana Fauziah Jayanti Galuh Condrokirono Junaedi Abdillah Kafi, Elfiya Khanatul Kasanah, Siti Uswatun Khamaida Safinah Kharisma Sabbihatul Mustaghfaroh Khasanah, Dhea Lutfiatul Khoiril Hikmah Khoiril Hikmah Khoiril Hikmah Kurnia Siwi Kinasih Kurnia Z. Matondang Kurniyatul Ainiyah Lestariningsih Lestariningsih Lestariningsih Linda Salma Angreani M Maulana Ikhsan M. Subhan Ansori Machmud Naufal Mafula, Veradella Yuelisa Marshella Dwi Putri Yustiana Maskuri, Muhammad Naja Mochamad Buqori Muslim Mochammad Arifin Mochammad Rizqy Pratama Moh Afif Rofiqi Moh Bagus Sholikul Adib Muhamat Maariful Huda Muhamat Maariful Huda Muhammad Ammarullah Ridho Muhammad Asfa Ilhami Muhammad Holili Muhammad Nasyithul Ibad Muhammad Rizky Ramadhan Muhammad Yusuf Ashari Muhammat Maariful Huda Munziah Ahmad Nadila Oktavia Ningtias Naela Nur Choiriyah Nahdiyah, Umi Nanang Zamroji Nanik Yustia Neni Febiani Nurul Aziz Tri Wahyuni Panky Yoga Pratama Prabowo, Tito Puan Maharani Kurniawan Putri Handayani Raden Mohamad Herdian Bhakti Rahmat Yanu Sutrisno Redhitya Wempi Ansori Riska Fitri Nur Alifah Rouf, M. Abd. Safrinadi Ilham Salma Fatia Salnan Sabdo Wibowo Salsabella Elizzah Sari, Hetty Elvina Seta Murdha Pamungkas Setyawan, Dimas Ari Shinta Rizki Firdina Sugiono Shofiyatun Najah Shofiyatun Najah Subana Subana Sugeng Wahyudi Suraji Suraji Syarif Alqoroni Tamaulina Br Sembiring Tito Prabowo Toto Ricky Fernando Tricahyo, Vion Age Utrodus Said Al Baqi Veradella Yuelisa Mafula Veradella Yuelisa Mafula Wasimin Wasimin Winda Puji Larasati Yayang Galuh Nur Khamidatullailiyah Yeni Ratih Pratiwi Zainun Nasikin