4.3 Article

Prediction models for groundwater quality parameters using a multiple linear regression (MLR): a case study of Kermanshah, Iran

出版社

SPRINGER
DOI: 10.1007/s40201-022-00836-9

关键词

Correlation coefficients; Groundwater quality; Multiple linear regressions (MLR); Modeling

向作者/读者索取更多资源

This study applied multiple linear regression (MLR) techniques to predict groundwater quality in Kermanshah province, Iran. It found strong positive correlations between total dissolved solids (TDS), total hardness (TH), sodium adsorption ratio (SAR) and groundwater quality. The MLR model can serve as a cost-effective tool for predicting groundwater quality.
Groundwater is one of the major sources of exploitation in arid and semiarid regions. Spatial and temporal quality distribution is an important factor in groundwater management. Thus for protecting groundwater quality, data production on spatial and temporal distribution is essential. The present study has applied multiple linear regression (MLR) techniques to predict the fitness of groundwater quality in Kermanshah province, west of Iran. The parameters examined were Total dissolved solids (TDS), Total hardness (TH), Sodium adsorption ratio (SAR). the quality variables were modelled by MLR. Finally, the performance of the models was assessed using the coefficient of determination (R-2). The relationship between parameters by MLR showed that TDS and water quality parameters in semi-deep wells and aquifers had a strong positive correlation (r = 0.94, r = 0.98) and there was a strong positive significant correlation between SAR and water quality parameters in deep wells and aquifers (r = 0.98, r = 0.99). Also, TH and water quality parameters in all water sources had a strong positive cor-relation (r = 1). The MLR model could serve as an alternative and cost-effective tool for groundwater quality prediction where there is limitation in laboratory facilities, trained expertise or time. Consequently, the usefulness of these linear regression equations in predicting the groundwater quality is an approach, which can be applied in any other locations.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.3
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据