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Riski Kurniawan
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Journal : JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH)

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Penerapan Recurrent Neural Network untuk Prediksi Kesehatan Sapi Berdasarkan Analisis Data Sensor Fisiologis Kurniawan, Riski; Santoso, Budi; Intan, Bunga
Journal of Information System Research (JOSH) Vol 6 No 4 (2025): July 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v6i4.7937

Abstract

Livestock health, particularly of cattle, is a crucial factor in the livestock industry as it directly affects productivity and animal welfare. However, health monitoring in the field is still largely conducted manually, leading to delays in early disease detection and increasing the risk of economic loss for farmers. This study aims to develop and evaluate a cattle health prediction model using a Recurrent Neural Network (RNN) approach based on physiological sensor data such as body temperature, heart rate, and physical activity. The data were collected in real time using Internet of Things (IoT) technology at a farm located in Tanah Periuk Village, Musi Rawas Regency. The results show that the developed RNN model achieved an accuracy of 98.88%, precision of 0.99, and recall of 0.99, indicating high performance in detecting potential cattle health issues. These findings are expected to provide a practical solution for farmers to support timely and accurate decision-making and improve overall livestock welfare.
Co-Authors Afriandini, Nadia Agung Prakoso Agustina, Puti Al Huda, Luqman Anggorojati, Aryo Antonius Rajagukguk Antonius Rajagukguk, Antonius Arif Pambekti Atmawati, Zuni Ayun, Qurrotu Budiono, Cyrilus Sukaca Buyung , Yonata Darwin Warisi Denny Dermawan Dwi Budi Santoso Dwi, Riza Septriani Evan, Bah Farchan Mauluddin Faturohim, Yasin Fiqih, Alma Delia Audreya Gumelar, Awang Aji Haripamyu Haripamyu Inayati, Mahfida Intan, Bunga Jeffry Andhika Putra Kamal Fajri, Amrisal Kasuhardi, Sarah Kesuma, Pratama Lisandari , Yani Lukito, Indro Misi Okia, Yudha Mizan, Fathkul Muhammad Iqbal Fasa Mumtazah, Lubna Musthofa Lutfi Nazilah, Eka Rohmatun Okia, Yudha Misi Pamungkas, Sunu Aditya Prasetyo, Rahmad Unggul Rachmawaty M. Noer Rizqiyati, Zurni Romadhon, Achmad Gilang Safei, Luki Saputra, Muhammad Reza Setyo, Bima Candra Gautama Adi Soemarwoto, Wahyudi Suangga, Fitriany Sumino, Sumino Syafwan, Mahdhivan Syarifuddin, Wakhid Tri Efendi, Erwan Utami, Rizki Sari Veriadi, Veriadi Wahyudi, Danang Wahyunanto Agung Nugroho Widianingsih, Devi Wulan Handayani, Wulan Zainuddin Syarif Zulfa, Fachria