IMPLEMENTATION OF NAIVE BAYES ALGORITHM ON IOT-BASED CATFISH POND WATER QUALITY MONITORING SYSTEM
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Jul 31, 2024
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Abstract
In catfish farming, water quality stability is a key factor as it is considered a crucial parameter for successful catfish cultivation. Several factors influence the pond water quality, such as leftover food, accumulated fish waste, and environmental conditions like rainy or dry seasons. Typically, the replacement of pond water is determined based on visual cues such as water color and odor, relying on rough estimates. Therefore, the author chose the title "Implementation of Naive Bayes Algorithm in IoT-Based Catfish Pond Water Quality Monitoring System" to design a monitoring system capable of assessing the quality of catfish pond water. This system includes monitoring parameters such as temperature, pH, turbidity, and pond water status through the internet network, with the results being displayed on an LCD screen and a website. The Naive Bayes algorithm is employed to determine the status of catfish pond water using data collected from sensors. The research findings indicate a 40% decrease in catfish mortality in ponds equipped with IoT-based systems.
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Setiono, N., Utomo, Y., & Alfin, A. (2024). IMPLEMENTATION OF NAIVE BAYES ALGORITHM ON IOT-BASED CATFISH POND WATER QUALITY MONITORING SYSTEM. Electro Luceat, 10(1), 22-30. https://doi.org/10.32531/jelekn.v10i1.740
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This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
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[3] Y. Rahmanto, A. Rifaini, S. Samsugi, and S. D. Riskiono, “SISTEM MONITORING pH AIR PADA AQUAPONIK MENGGUNAKAN MIKROKONTROLER ARDUINO UNO,” J. Teknol. dan Sist. Tertanam, vol. 1, no. 1, p. 23, 2020, doi: 10.33365/jtst.v1i1.711.
[4] A. A. Alfin, “Optimalisasi Tingkat Kesuburan Tanaman Tebu Pada Pada Precision Agriculture Menggunakan Metode Fuzzy Logic,” Inst. Teknol. Sepuluh Nop., 2019.
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[6] Y. S. Sari, “Penerapan Metode Naïve Bayes Untuk Mengetahui Kualitas Air Di Jakarta,” J. Ilm. FIFO, vol. 13, no. 2, p. 222, 2021, doi: 10.22441/fifo.2021.v13i2.010.
[7] Y. B. Utomo and G. W. Harsanto, “Penerapan Metode Certainty Factor Dan Naïve Bayes Untuk Mendiagnosa Penyakit Akibat Gigitan Nyamuk,” vol. 4, no. 2, pp. 49–60, 2020.
[8] D. Rachmawati, I. Samidjan, J. P. Soedarto, and V. Reksosari, “MANAJEMEN KUALITAS AIR MEDIA BUDIDAYA IKAN LELE SANGKURIANG ( Clarias gariepinus ) DENGAN TEKNIK PROBIOTIK PADA KOLAM TERPAL DI DESA VOKASI REKSOSARI , KECAMATAN SURUH , pakan tambahan buatan juga dapat menjadikan intensifikasi paling memungkinkan,” PENA Akuatika, vol. 12, no. 1, pp. 24–32, 2015.
[9] Sugiyono, Metode Penelitian Kuantitatif, Kualitatif, dan R&D. Bandung: Alfabeta, CV., 2019.
[10] F. Yumono and R. N. Sarbini, “HISTOGRAM CITRA JENIS BERAS DENGAN MENYERTAKAN DENGAN MENGGUNAKAN JARINGAN SYARAF TIRUAN,” vol. 3, no. 2, pp. 129–137, 2022.
[11] H. M. Wildan Cika Pradana, Mochtar Yahya, “SISTEM DIAGNOSIS PENYAKIT KULIT PADA MANUSIA DENG AN METODE FORWARD CHAINING BERBASIS ANDROID,” JINTEKS (Jurnal Inform. Teknol. dan Sains), vol. 4, no. 3, pp. 165–172, 2022.