Prototype of pH and Water Temperature Control System in Discus Fish Farming Using IoT-based Sugeno Fuzzy
Abstract
Challenges in cultivating discus fish often arise from abrupt pH and temperature fluctuations attributed to manual and sluggish intervention. An IoT-based prototype for automatic pH and water temperature regulation was developed to address this. The study aimed to evaluate the efficacy of the prototype in controlling pH levels and water temperature and to explore the application of IoT-based fuzzy logic in discus fish cultivation. Test data from the implemented tools and sensors revealed an error comparison value of 0.0132% and an accuracy level of 99.986% for pH measurement. In comparison, temperature sensing yielded an error value of 0% with 100% accuracy. The IoT-based fuzzy Sugeno system demonstrated regular and effective operation in regulating pH and water temperature in discus fish cultivation, showcasing superiority over manual handling systems in mitigating sudden environmental changes.
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Pujono, J. S. Pribadi, I. M. Prasetia, and A. F. Santoso, “Rancang bangun mesin sortir ikan berdasarkan berat dengan mekanisme pergerakan konveyor,” Bangun Rekaprima, vol. 05, no. 2, pp. 9–18, 2019.
M. Zen, PANDUAN PRAKTIS BUDIDAYA DISKUS. Jakarta: Penebar Swadaya, 2018.
A. Sugiharto, Sistem Robotika dengan Mikrokontroler. Yogyakarta: PT. Skripta Media Creative, 2019.
D. E. Talanta, “Rancang Bangun Kontrol Kadar Amonia Dan Ph Air Berbasis Arduino Pada Budidaya Ikan,” Otopro, vol. 17, no. 1, pp. 27–32, 2021, doi: 10.26740/otopro.v17n1.p27-32.
E. S. Setiawardhana, Hary Oktavianto, Sigit Wasista, Belajar Cepat Internet of Things (IoT). Yogyakarta: Deepublish, 2021.
S. L. Sitio, “Penerapan Fuzzy Inference Sistem Sugeno untuk Penentuan Jumlah Pembelian Obat (Studi Kasus: Garuda Sentra Medika),” J. Infor Univ. Pamulang, vol. 3, no. 2, p. 104, 2018.
M. I. Gozali, “Sistem Pengambil Keputusan Menggunakan Fuzzy Sugeno untuk Menentukan Penyakit Obesitas Anak Usia 0 sampai 16 Tahun,” J. Teknol. dan Manaj. Inform., vol. 6, no. 2, pp. 90–96, 2020, doi: 10.26905/jtmi.v6i2.4782.
L. P. Ayuningtias, M. Irfan, and J. Jumadi, “Analisa Perbandingan Logic Fuzzy Metode Tsukamoto, Sugeno, Dan Mamdani (Studi Kasus : Prediksi Jumlah Pendaftar Mahasiswa Baru Fakultas Sains Dan Teknologi Universitas Islam Negeri Sunan Gunung Djati Bandung),” J. Tek. Inform., vol. 10, no. 1, 2017, doi: 10.15408/jti.v10i1.5610.
A. S. Putra, S. Budiprayitno, and L. P. Rahayu, “Perancangan Sistem Kontrol pH dan Suhu Air Menggunakan Metode Fuzzy dan Terintregasi dengan Internet of Things (IoT) pada Budidaya Ikan Hias,” J. Tek. ITS, vol. 10, no. 2, pp. 444–449, 2021, doi: 10.12962/j23373539.v10i2.74902.
C. Wahyudi, V. C. Poekoel, and J. Litouw, “Stabilisasi pH dengan Sistem Kendali Fuzzy pada Vertikultur Hidroponik,” E-Journal, pp. 1–11, 2022.
K. Setyohadi, Ibrahim, and R. Rahmadewi, “Sistem Kontrol pH dan Nutrisi Otomatis pada Tanaman Hidroponik Bayam Berbasis fuzzy logic,” J. Ilm. Wahana Pendidik., vol. 7, no. 1, pp. 169–180, 2021, doi: 10.5281/zenodo.4542605.
F. B. Sari, “Pengantar Perencanaan,” in Bahan Ajar, 2021.
M. R. Pahleviannur, A. De Grave, D. Sinthania, L. Hafrida, V. O. Bano, and D. N. Saputra, Metodologi Penelitian Kualitatif. 2022.
N. Hayati, D. Fara Waidah, and F. Tyas Adi, “Perancangan Sistem Pengolahan Data Penerimaan Donasi Berbasis Web Di Pesantren Ahlussunnah Waljama’ah Nurul Hijrah Yayasan Ustman Muharam Tanjung Balai Karimun,” J. TIKAR, vol. 3, no. 2, pp. 131–138, 2022.
C. Rozikin, “Sistem Monitoring Tingkat Suhu Udara Dan pH Air Pada Budidaya Ikan Hias Discus Berbasis Wireless Sensor Network,” J. Teknol. Terpadu, vol. 5, no. 2, pp. 42–48, 2019, doi: 10.54914/jtt.v5i2.232.
Jasri, “Fuzzy Logic Tsukamoto untuk Menentukan Jenis Penyakit Hipertensi dengan Golongan Obat Yang Sesuai,” Riau J. Comput. Sci., vol. 4, no. 1, pp. 69–84, 2017.
S. Khodijah, R. R. M, and U. Sunarya, “Perancangan Dan Implementasi Alat Ukur Untuk Penentuan Kualitas Air Berbasis Logika Fuzzy Metode Sugeno,” e-Proceeding Eng., vol. 4, no. 2, 2017.
C. Praseptyo and A. Pujiyanta, “Media Pembelajaran Himpunan Fuzzy Berbasis Multimedia,” J. Sarj. Tek. Inform., vol. 2, no. 2, pp. 1176–1185.
L. R. R. Ronaldo, A. Darwanto, and N. E. Khomariah, “Purwarupa Pendeteksi Dini Kebakaran Menggunakan Fuzzy Logic Dengan Sms Sebagai Media Informasi,” KONVERGENSI, vol. 14, no. 2, 2018.
D. L. Rahakbauw, “Penerapan Logika Fuzzy Metode Sugeno Berdasarkan Data Persediaan Dan Jumlah Permintaan ( Studi Kasus : Pabrik Roti Sarinda Ambon ),” J. Ilmu Mat. dan Terap., vol. 9, no. 2, pp. 121–134, 2015.
J. Warmansyah and D. Hilpiah, “Penerapan metode fuzzy sugeno untuk prediksi persediaan bahan baku,” Teknois J. Ilm. Teknol. Inf. dan Sains, vol. 9, no. 2, pp. 12–20, 2019, doi: 10.36350/jbs.v9i2.58.
Mushthofa, “Informatika,” in Pusat Kurikulum dan Perbukuan, 2021, p. 262.
A. M. F. R. Gazali, Endryansyah, N. Kholis, and F. Baskoro, “Perancangan Sistem Pengendalian pH Air Berbasis Arduino Uno Pada Budidayaikan Air Tawar,” J. Tek. Elektro, vol. 10, no. 2, pp. 299–305, 2021.
N. Latekeng, S. Tansa, R. Yunginger, and I. Z. Nasibu, “Monitoring Kualitas Air Sungai ( Kekeruhan , Suhu , TDS , pH ) Menggunakan Mikrokontroler,” Jambura J. Electr. Electron. Eng., vol. 6, no. 1, 2024.
R. A. Ivory, N. Kholis, Nurhayati, and F. Baskoro, “Review Penggunaan Sensor Suhu Terhadap Respon Pembacaan Skala Pada Inkubator Bayi,” J. Tek. Elektro, vol. 10, no. 01, pp. 185–194, 2021.
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