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Title: :  Automated Detection of Contaminants in Wastewater Systems
PaperId: :  27424
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 4 2025
DUI:    16.0415/IJARIIE-27424
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Swapna sT John Institute of Technology
Mr.Senthil Murugan ST John Institute of Technology

Abstract

Cyber Security and Machine Learning
Wastewater Contaminant Detection, Machine Learning Algorithms, Real-Time Monitoring, Sensor Data Analysis, Flask Web Interface, Water Quality Prediction
Water is a vital natural resource that supports life, agriculture, industry, and ecosystems. However, rapid industrial growth, urban expansion, and population increase have significantly contributed to the contamination of water sources, particularly wastewater. If left untreated, wastewater can lead to severe environmental and health issues, highlighting the importance of effective contaminant detection. Traditional methods, such as laboratory testing and manual inspections, are often slow, expensive, and require expert intervention. To address these limitations, this project introduces an automated system that leverages machine learning techniques for the detection of contaminants in wastewater. The system integrates algorithms like Random Forest, Logistic Regression, Decision Tree, and K-Nearest Neighbors, selected for their efficiency in handling large datasets and classification accuracy. The solution is developed using Python, with Jupyter Notebook for data analysis and Flask for a responsive web interface. This platform allows users to input sensor-based water quality data—such as pH, temperature, turbidity, and the presence of hazardous substances—and receive immediate predictions on contamination levels. Designed to support wastewater treatment facilities, environmental bodies, and regulatory agencies, the system offers a scalable, accurate, and cost-effective alternative to traditional monitoring techniques. By enabling real-time detection and faster responses, it contributes to safeguarding public health and preserving environmental quality.

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IJARIIE Swapna s, and Mr.Senthil Murugan S. "Automated Detection of Contaminants in Wastewater Systems" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 4 2025 Page 3985-3989
MLA Swapna s, and Mr.Senthil Murugan S. "Automated Detection of Contaminants in Wastewater Systems." International Journal Of Advance Research And Innovative Ideas In Education 11.4(2025) : 3985-3989.
APA Swapna s, & Mr.Senthil Murugan S. (2025). Automated Detection of Contaminants in Wastewater Systems. International Journal Of Advance Research And Innovative Ideas In Education, 11(4), 3985-3989.
Chicago Swapna s, and Mr.Senthil Murugan S. "Automated Detection of Contaminants in Wastewater Systems." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 4 (2025) : 3985-3989.
Oxford Swapna s, and Mr.Senthil Murugan S. 'Automated Detection of Contaminants in Wastewater Systems', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, 2025, p. 3985-3989. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Automated_Detection_of_Contaminants_in_Wastewater_Systems_ijariie27424.pdf (Accessed : ).
Harvard Swapna s, and Mr.Senthil Murugan S. (2025) 'Automated Detection of Contaminants in Wastewater Systems', International Journal Of Advance Research And Innovative Ideas In Education, 11(4), pp. 3985-3989IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Automated_Detection_of_Contaminants_in_Wastewater_Systems_ijariie27424.pdf (Accessed : )
IEEE Swapna s, and Mr.Senthil Murugan S, "Automated Detection of Contaminants in Wastewater Systems," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, pp. 3985-3989, Jul-Aug 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Automated_Detection_of_Contaminants_in_Wastewater_Systems_ijariie27424.pdf [Accessed : ].
Turabian Swapna s, and Mr.Senthil Murugan S. "Automated Detection of Contaminants in Wastewater Systems." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 4 ().
Vancouver Swapna s, and Mr.Senthil Murugan S. Automated Detection of Contaminants in Wastewater Systems. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(4) : 3985-3989. Available from: https://ijariie.com/AdminUploadPdf/Automated_Detection_of_Contaminants_in_Wastewater_Systems_ijariie27424.pdf
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