Sistem Monitoring Kualitas Air Limbah Berbasis IoT dengan Thresholding Bertingkat pada UMKM Batik

Authors

  • Syaeful Anwar Universitas Hasyim Asy'ari

DOI:

https://doi.org/10.70340/jirsi.v5i3.505

Keywords:

IoT, Multi-Level Thresholding, Wastewater Quality Monitoring, ESP32, Batik SME

Abstract

Pesona Batik Jombang SME generates liquid waste from batik dyeing and washing processes that is still monitored manually and non-continuously, risking environmental pollution and violating Indonesian Minister of Environment Regulation No. 5 of 2014. This study designs and develops an IoT-based wastewater quality monitoring system using a multi-level thresholding method that classifies water conditions into three categories: Safe, Caution, and Unsafe. The system integrates an ESP32 Dev Module, a PH4502C pH sensor, a DS18B20 temperature sensor, and a DFRobot Gravity Analog TDS Sensor V1.0 connected via the MQTT protocol to a Node-RED visualization platform. The novelty lies in applying the minimum function K = min(f(pH), f(T), f(TDS)) as a multi-parameter aggregation mechanism based on the worst-case scenario principle, with thresholds derived directly from Indonesian regulations and WHO Guidelines 2022. Sensor calibration yielded a MAPE of 1.86% (pH), 0.37% (temperature), and 2.20% (TDS), all below the 5% tolerance. Field testing on 20 real samples demonstrated a classification accuracy of 100%.

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References

Kementerian Lingkungan Hidup RI, "Peraturan Menteri Lingkungan Hidup RI Nomor 5 Tahun 2014 tentang Baku Mutu Air Limbah," Jakarta: KLH, 2014.

Republik Indonesia, "Undang-Undang Nomor 32 Tahun 2009 tentang Perlindungan dan Pengelolaan Lingkungan Hidup," Lembaran Negara RI Tahun 2009 Nomor 140, 2009.

A. Syahfitri, "Internet of Things (IoT), Sejarah, Teknologi, dan Penerapannya," Uranus: Jurnal Ilmiah Teknik Elektro, Sains dan Informatika, vol. 3, no. 1, pp. 113-120, 2025.

W. H. Sugiharto, H. Susanto, and A. B. Prasetijo, "Real-Time Water Quality Assessment via IoT: Monitoring pH, TDS, Temperature, and Turbidity," Ingenierie des Systemes d Information, vol. 28, no. 4, pp. 823-831, 2023.

B. G. Pratama and M. F. Qodri, "Sistem Monitoring Kualitas Air Limbah Industri Plastik Berbasis Internet of Things," Jurnal KURVATEK, vol. 8, no. 2, pp. 45-52, 2023.

Iswanto, F. Hunaini, and D. U. Effendy, "Prototype Monitoring and Controlling of Wastewater Treatment Plant (WWTP) Berbasis IoT," Journal of Electrical and Electronic Engineering-UMSIDA, vol. 7, no. 1, pp. 21-29, 2023.

World Health Organization, Guidelines for Drinking-water Quality: Fourth Edition Incorporating the First and Second Addenda. Geneva: WHO, 2022.

M. D. Kainama and H. D. Purnomo, "Implementasi sistem monitoring kualitas air berbasis IoT pada penampung mata air di daerah Larier Ambon," AITI: Jurnal Teknologi Informasi, vol. 22, no. 2, pp. 206-220, 2025.

I. Albanna and B. Kurniawan, "Komunikasi Multi-Perangkat dan Manajemen Aliran Data dalam Sistem Internet of Things Menggunakan Node-Red," Jurnal Riset Inovasi Bidang Informatika dan Pendidikan Informatika (KERNEL), vol. 4, no. 1, pp. 51-60, 2023.

R. M. R. Akbar, T. Y. Arif, and M. Irhamsyah, "Analisis Performansi Protokol MQTT Pada Sistem Pemantauan Kualitas Udara Ruangan Berbasis IoT," KITEKTRO: Jurnal Komputer, Informasi Teknologi, dan Elektro, vol. 8, no. 3, pp. 102-109, 2023.

M. F. Kahfi and Sujono, "Implementasi Internet of Things Berbasis ESP32 dan Blynk untuk Monitoring Mikroklimat Ruang Hunian," Jurnal Sains Student Research (JSSR), vol. 4, no. 1, pp. 616-621, 2026.

P. Marpaung, M. Jannah, and B. Sinaga, "Implementasi Metode Thresholding Dalam Mengenali Bentuk Citra Buah Salak," Jurnal Media Informatika (JUMIN), vol. 6, no. 3,

pp. 2227-2235, 2025.

J. H. Sipakkar et al., "Reduction of Total Dissolved Solids (TDS) in Tapioca Industrial Wastewater Using The Fine-Bubble Aerator Method," Journal of Industrial Innovation, vol. 10, no. 1, pp. 12-19, 2024.

A. L. Sidiq, K. Dewi, B. J. Nugroho, and P. S. P. Pranida, "Integrasi Sistem IoT Berbasis Multi-Sensor untuk Pemantauan Real-Time Kualitas Air Limbah," Jurnal Kumparan Fisika, vol. 7, no. 2, pp. 88-95, 2024.

D. Arianto, A. R. Putra, and F. Saputra, "Rancang bangun sistem monitoring pH air limbah industri tahu berbasis IoT menggunakan ESP32," Jurnal Rekayasa Sistem dan Teknologi, vol. 9, no. 1, pp. 45-53, 2025.

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Published

2026-09-30