Drinking Water Quality Determination Information System Using AI and IOT-Based C4.5 Method

Autori

  • Nurkhaidah Nurkhaidah Universitas Mandiri
  • Aa zezen Zaenal Abidin Universitas Mandiri
  • Yuli Murdianingsih Universitas Mandiri

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https://doi.org/10.59188/eduvest.v5i11.52330

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Information System##common.commaListSeparator## C4.5 Algorithm##common.commaListSeparator## Internet of Things (IoT)

Abstrakt

The increasing consumer demand for clean water poses a challenge in maintaining the quality of refillable drinking water. One issue that is often overlooked is the cleanliness of water towers or storage tanks, which can cause the accumulation of dirt, moss, and bacteria, thereby reducing the quality of water supplied to consumers. However, there is currently no automated system capable of monitoring water quality parameters such as turbidity, Total Dissolved Solids (TDS), and water level in real time at refill depots. This study aims to utilize Internet of Things (IoT) technology and apply the C4.5 algorithm method. This research designs and builds an Internet of Things (IoT)-based information system to monitor drinking water quality in real time using ultrasonic, TDS, and turbidity sensors. The data to be calculated is data taken directly in the field using a microcontroller with ultrasonic, TDS, and turbidity sensors. The data is then processed using data mining techniques and the C4.5 algorithm method. The sensor results obtained 130 data points, of which 91 data points were used as training data and 39 data points as testing data. The C4.5 algorithm implementation was carried out with three parameters, namely water level to measure the height of water in a place, TDS to measure the Total Dissolved Solids (TDS) value or the amount of dissolved solids in water, and turbidity sensor to measure water quality by detecting its turbidity level. 

##submission.citations##

Akhai, Shalom, & Taneja, Tanu. (2025). The Critical Role Of Water Quality: Health Impacts, Contaminants, And Sustainable Solutions For Environmental And Human Well-Being. In Smart Water Technology For Sustainable Management In Modern Cities (Pp. 101–116). Igi Global Scientific Publishing.

Alwansyah, & Fahrurozi, A. (2024). Implementation Of The Internet Of Thing (Iot) Shrimp Farming Vannamei Water Quality Monitoring System On An Android-Based Application. Scientific Journal Of Technology And Engineering, 29(1), 71–85. Https://Doi.Org/10.35760/Tr.2024.V29i1.11227

Ana, Nurmalasari, & Rohayani, Y. (2020). Application Of The Waterfall Method In The Design Of Freight Forwarding Accounting Information System. In Journal Of Accounting Information Systems (Vol. 01, Issue 01). Https://Ejournal.Bsi.Ac.Id/Ejurnal/Index.Php/Justian

Archana, C. M., Kanakalakshmi, A., Nithya, K., Kaarunya, E., & Renugadevi, K. (2025). Health Effects Of Emerging Contaminants: Effects On Humans Via Ingestion Of Contaminated Water. In Emerging Contaminants In Water (Pp. 269–306). Springer.

Asa, F., Kolastriwan Romanda, E., Titing, J. N., Claris, M., Nurak, S., Zuhri, N., Geno, P., Kaesmetan, Y. R., Stikom, T. I., & Kupang, U. (2024). Decision Support System To Determine The Quality Of The Refillable Mineral Water Depot Using The Topsis Method (Technique For Order Preference By Similarity To Ideal Solution). Methodika Journal, 10.

Baco, S., Musrawati, Anugrah, A., & Iskandar. (2019). Design And Construction Of Microcontroller-Based Drinking Water Monitoring System. 14, 2.

Baeldung On Computer Science. (2024, March 18). Uml State Diagrams Explained . Https://Www.Baeldung.Com/Cs/Uml-State-Diagrams

Chaurasia, Shardesh Kumar, & Sharma, Navdeep. (2025). Current Trends And Future Directions Of Hydroponics In Urban Agriculture: A Competent Technology For Food Production And Wastewater Management. Journal Of Scientific Agriculture, 9, 177–188.

Cullmann, Astrid, Rechlitz, Julia, Sundermann, Greta, & Wägner, Nicole. (2025). External Costs Of Water Pollution In The Drinking Water Supply Sector. American Journal Of Agricultural Economics, 107(2), 504–531.

Fazrie Ramadhan, Z., Sugiarto, B., Haviani Laluma, R., & Gunawansyah. (2023). Designing An Internet Of Things (Iot) Drinking Water Consumption Feasibility Monitoring System.

Irene, Julius, Irene, Bridget Nneka, & Daniels, Chux. (2025). Not A Drop To Drink: Addressing Nigeria’s Deepening Freshwater Crisis. Water, 17(12), 1731.

Ishaque, Waseem, & Zia Ur Rehman, Muhammad. (2025). Impact Of Climate Change On Water Quality And Sustainability In Baluchistan: Pakistan’s Challenges In Meeting United Nations Sustainable Development Goal (Unsdg) Number 6. Sustainability, 17(6), 2553.

Kurniawan, Dea, Waskito, Budhi, & Verawati, Noning. (2025). Business Communication Strategy In Improving Customer Confidence Regarding The Quality Of Drinking Water Companies For Regional Drinking Water. Interaction Communication Studies Journal, 2(1), 10.

Machona, Sophie, Morara Ogendi, George, & Ahana, Bayongwa Samuel. (2025). Assessment Of Groundwater Quality For Drinking Using The Water Quality Index. Water Quality Research Journal, 60(1), 151–163.

Mapuka, Fortunate N., Nel, Werner, & Kalumba, Ahmed M. (2024). Exploring Household Water Conservation Methods In Rural South Africa: A Case Of The Mbhashe And Mnquma Local Municipalities. Sustainable Water Resources Management, 10(4), 145.

Masum, Ahmad, Ahmad, Nehaluddin, Arowosaiye, Yusuf Ibrahim, & Aziz, Hajah Hanan Hj Awang Abdul. (2025). The Right To A Clean, Healthy And Sustainable Environment In Brunei Darussalam. European Journal Of Arts, Humanities And Social Sciences, 2(3), 86–97.

Mukherjee, Abhijit, & Dash, Adya A. (2024). Water Matters: The Thirst, The Demand, And The Society. In Water Matters (Pp. 3–11). Elsevier.

Rusprayunita, Nurendah Ratri Azhar, Puspitasari, Sepsiana, Mahiroh, Hodimatum, Setyani, Enrika Rahayu, Citraningtyas, Veriana Indah, Wahyuningsih, Windu Syawalina, & Rauf, Annisa Utami. (2025). Water Pollution Reduction For Sustainable Urban Development. In Sustainable Urban Environment And Waste Management: Theory And Practice (Pp. 1–21). Springer.

Tella, Taleat Adewale, Festus, Ben, Olaoluwa, Temitope Daud, & Oladapo, Abiodun Sinmiat. (2025). Water And Wastewater Treatment In Developed And Developing Countries: Present Experience And Future Plans. In Smart Nanomaterials For Environmental Applications (Pp. 351–385). Elsevier.

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Publikované

2025-11-25