Affiliation:
1. a Department of Electrical and Electronics Engineering, Batman University, Batman 72060, Turkey
2. b Information Technology Department, Siirt University, Siirt 56100, Turkey
Abstract
AbstractManaging water resources and determining the quality of surface and groundwater is one of the most significant issues fundamental to human and societal well-being. The process of maintaining water quality and managing water resources well involves complications due to human-induced errors. Therefore, applications that facilitate and enhance these processes have gained importance. In recent years, machine learning techniques have been applied successfully in the preservation of water quality and the management and planning of water resources. Water researchers have effectively used these techniques to integrate them into public management systems. In this study, data sources, pre-processing, and machine learning methods used in water research are briefly mentioned, and algorithms are categorized. Then, a general summary of the literature is presented on water quality determination and applications in water resources management. Lastly, the study was detailed using machine learning investigations on two publicly shared datasets.
Subject
Water Science and Technology
Reference153 articles.
1. Modification of the water quality index (Wqi) process for simple calculation using the multi-criteria decision-making (mcdm) method: a review;Water (Switzerland),2021
2. Review of data preprocessing techniques in data mining;Journal of Engineering and Applied Sciences,2017
3. On the implementation of a novel data-intelligence model based on extreme learning machine optimized by bat algorithm for estimating daily chlorophyll-a concentration: case studies of river and lake in USA;Journal of Cleaner Production,2021
4. An introduction to kernel and nearest-neighbor nonparametric regression;American Statistician,1992
5. Mapping water salinity using Landsat-8 OLI satellite images (Case study: Karun basin located in Iran);Advances in Space Research,2020
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