A Comparative Assessment of Municipal Water Use in TurkeySource: Journal of Water Resources Planning and Management:;2021:;Volume ( 148 ):;issue: 002::page 05021033DOI: 10.1061/(ASCE)WR.1943-5452.0001514Publisher: ASCE
Abstract: The use of assessment methods is essential for proper planning, improvement of the water system, and water economy in municipal water management. Thus, statistical model approaches can be used to evaluate the factors influencing water administration, understand their implications, forecast future use, and develop these systems accurately. The main purposes of this study are to reveal the current status of municipal water management in Turkey, assess the system with alternative regression models (with comparisons), and propose suggestions to managers as a decision support approach. Missing data imputation methods are practiced in order to improve the data set and model quality. According to the results, water extraction, income, and water treatment facilities are the most important issues in municipal water management. It is also seen from the modeling results that dams and treatment plants have a negative impact on municipal water use. In order to establish an adaptive municipal water management structure in Turkey, a number of management suggestions are proposed and assessed according to the models, which have intrinsic variable selection feature. Consequently, the least absolute shrinkage and selection operator (LASSO) may be practiced in short-term and cost-effective management planning. In long-term planning (with better model performance and high costs), elastic net and sparse least trimmed squares (LTS) may be preferred.
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| contributor author | Mehmet Şamil Güneş | |
| contributor author | Doğan Yıldız | |
| contributor author | Fatma Sevinç Kurnaz | |
| date accessioned | 2022-05-07T20:34:33Z | |
| date available | 2022-05-07T20:34:33Z | |
| date issued | 2021-12-15 | |
| identifier other | (ASCE)WR.1943-5452.0001514.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4282626 | |
| description abstract | The use of assessment methods is essential for proper planning, improvement of the water system, and water economy in municipal water management. Thus, statistical model approaches can be used to evaluate the factors influencing water administration, understand their implications, forecast future use, and develop these systems accurately. The main purposes of this study are to reveal the current status of municipal water management in Turkey, assess the system with alternative regression models (with comparisons), and propose suggestions to managers as a decision support approach. Missing data imputation methods are practiced in order to improve the data set and model quality. According to the results, water extraction, income, and water treatment facilities are the most important issues in municipal water management. It is also seen from the modeling results that dams and treatment plants have a negative impact on municipal water use. In order to establish an adaptive municipal water management structure in Turkey, a number of management suggestions are proposed and assessed according to the models, which have intrinsic variable selection feature. Consequently, the least absolute shrinkage and selection operator (LASSO) may be practiced in short-term and cost-effective management planning. In long-term planning (with better model performance and high costs), elastic net and sparse least trimmed squares (LTS) may be preferred. | |
| publisher | ASCE | |
| title | A Comparative Assessment of Municipal Water Use in Turkey | |
| type | Journal Paper | |
| journal volume | 148 | |
| journal issue | 2 | |
| journal title | Journal of Water Resources Planning and Management | |
| identifier doi | 10.1061/(ASCE)WR.1943-5452.0001514 | |
| journal fristpage | 05021033 | |
| journal lastpage | 05021033-15 | |
| page | 15 | |
| tree | Journal of Water Resources Planning and Management:;2021:;Volume ( 148 ):;issue: 002 | |
| contenttype | Fulltext |