Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning

T.V.Ananda Babu; C.Lohitha; G.Snehalatha; B.Pavan Kumar; C.Yerriswami; G.Santhosh; A.Umesh chandra

Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning

April 2025

Vol-11, Issue-2

Paper ID: 26389

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Sri Venkatesa Perumal college of Engineering & Technology

Keywords

Water quality prediction Ensemble learning Water contamination Water resource management Predictive modeling Environmental monitoring Data analysis Machine learning Model accuracy Over-estimation in models.

Abstract

The deteriorating quality of natural water resources like lakes streams and estuaries is one of the direst and most worrisome issues faced by humanity. The effects of un-clean water are far-reaching impacting every aspect of life. Therefore management of water resources is very crucial in order to optimize the quality of water. The effects of water contamination can be tackled efficiently if data is Analyzed and water quality is predicted beforehand.This issue has been addressed in many previous researches however more work needs to be done in terms of eﬀectiveness reliability accuracy as well as usability of the current water quality management methodologies. The goal of this study is to develop a water quality prediction model with the help of water quality factors using Ensemble learning. The evaluation of the accuracy of the applied models according to the error indexes declared that ensemble learning was the most accurate model. Examining the results of the models showed that all of them had some over-estimation properties.

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Author Information

#	Name	Institute / Affiliation
1	T.V.Ananda Babu	Sri Venkatesa Perumal college of Engineering & Technology
2	C.Lohitha	Sri Venkatesa Perumal college of Engineering & Technology
3	G.Snehalatha	Sri Venkatesa Perumal college of Engineering & Technology
4	B.Pavan Kumar	Sri Venkatesa Perumal college of Engineering & Technology
5	C.Yerriswami	Sri Venkatesa Perumal college of Engineering & Technology
6	G.Santhosh	Sri Venkatesa Perumal college of Engineering & Technology
7	A.Umesh chandra	Sri Venkatesa Perumal college of Engineering & Technology

How to Cite

Use the following formats to cite this article in your research.

APA Style

Babu, T.V.Ananda, C.Lohitha, G.Snehalatha, Kumar, B.Pavan, C.Yerriswami, G.Santhosh, & chandra, A.Umesh (2025). Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 3066-3071.

MLA Style

Babu, T.V.Ananda, et al. "Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 3066-3071.

IEEE Style

T.V.Ananda Babu, C.Lohitha, G.Snehalatha, B.Pavan Kumar, C.Yerriswami, G.Santhosh, and A.Umesh chandra, "Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, pp. 3066-3071, 2025.

Vancouver Style

Babu T.V.Ananda, C.Lohitha, G.Snehalatha, Kumar B.Pavan, C.Yerriswami, G.Santhosh, et al. Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):3066-3071.

Harvard Style

Babu, T.V.Ananda, C.Lohitha, G.Snehalatha, Kumar, B.Pavan, C.Yerriswami, G.Santhosh, & chandra, A.Umesh (2025) 'Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 3066-3071.

Chicago Style

Babu, T.V.Ananda, et al. "Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 3066-3071.

Turabian Style

Babu, T.V.Ananda, et al. "Data - driven Explainable Predictive Features For Water Quality Prediction Using Ensemble Learning." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 3066-3071.