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Tracking and tracing water consumption for informed water sensitive intervention through machine learning approach

To develop a water conscious strategy, it is critical to track and trace water from its source to the end users, understand water conservation behaviors, and identify the factors that influence water consumption. However, in developing nations, little research has been done to provide a quantitative picture of how water is consumed and transformed in urban households, as well as the water sensitive interventions needed to improve access to clean water. Hence, the main objective of the study was to determine the most significant residential water consumption variables and to predict residential water consumption in a way that can generate water consumption information for water sensitive intervention decision making using the case study of Adama city in Ethiopia. A combination of top down and bottom up data collection techniques were employed as the data collection instrument. Machine learning was integrated with spatial and socioeconomic analytic techniques to estimate daily household water consumption and identify the factors that significantly influence household water consumption. The results show that there is only “one source option” for the city’s clean water supply and that different water harvesting methods are not likely to be developed. The average daily water consumption per person is 69 liters which falls below the national standard of 80 liters allocated per person per day. The result reveals that the water distribution network covers only 45% of the city master plan. About 38% of the water demand is unmet and 30% of households only receive water once every three days or fewer. This shows that the city is experiencing physical and economic water scarcity. The results demonstrated that family size, housing quality, income, number of rooms, legal status of the parcel, supply reliability, climate, and topographical features are the most important factors in predicting residential water consumption. This study further demonstrates how well supervised machine learning models, such as the Random Forest Regression algorithm, can predict the household’s daily water consumption. The findings also showed that there is a need for significant improvements in water saving habits of the households. Another conclusion that can be drawn is that as long as the city’s business as usual water consumption practice doesn’t change, the water supply problem will worsen over time.

Wallonia , Waals-gewest , Belgium , Malawi , New-york , United-states , Alharsha , Libya-general- , Libya , South-africa , Ethiopia , Qatar

Review policies of economic growth for course correction

Review policies of economic growth for course correction
tribuneindia.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from tribuneindia.com Daily Mail and Mail on Sunday newspapers.

Germany , Bengaluru , Karnataka , India , Japan , China , Viksit-bharat , Krishna-raj , Institute-for-social-economic , Economic-change , Green-revolution , Whatsapp-channel

Mochoboroane unpacks his vision for the health sector

Mochoboroane unpacks his vision for the health sector
lestimes.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from lestimes.com Daily Mail and Mail on Sunday newspapers.

Mafeteng , Lesotho , China , South-africa , South-african , Basotho , Chinese , Mohloai-mpesi , Mathatisi-sebusi , Selibe-mochoboroane , Moeketsi-majoro , Chinese-embassy

Stakingfarm Forecasts Crypto's Bright Future In Global Finance

Stakingfarm Forecasts Crypto's Bright Future In Global Finance
menafn.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from menafn.com Daily Mail and Mail on Sunday newspapers.

London , City-of , United-kingdom , Klajdi-toci , Economic-change , Financial-markets ,

From Fair To Glow-Is Indian Fixation With Light Skin Finally Over?

A recent report by Nielsen indicates a decline of 3% in the volume of fairness creams in 2023, compared to the previous year. Does this indicate a shift in outlook, or something else?

India , United-kingdom , Hindustan , India-general- , South-korea , British , South-korean , Harish-bijoor , George-floyd , Nandita-das , Channamma-kambara , Hindustan-unilever-ltd

Few takers for Centre's girl child scheme in Patiala district: Survey : The Tribune India

Few takers for Centre's girl child scheme in Patiala district: Survey : The Tribune India
tribuneindia.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from tribuneindia.com Daily Mail and Mail on Sunday newspapers.

India , Patiala , Punjab , Devigarh , Miranpur , Uttar-pradesh , Ashok-kumar-tiwari , Davinder-kumar-madaan , Sukanya-samridhi-yojana , Jaswinder-singh-brar , Jyoti-garg , Parmod-kumar-aggarwal

Shaping an Academic Scholarly Milieu: SRM University-AP Launches Easwari School of Liberal Arts

Shaping an Academic Scholarly Milieu: SRM University-AP Launches Easwari School of Liberal Arts
bangladeshsun.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from bangladeshsun.com Daily Mail and Mail on Sunday newspapers.

Berkeley , California , United-states , San-diego , India , Bengaluru , Karnataka , Janaki-bakhle , Amaravati-andhra-pradesh , Prasant-mohapatra , Nicholasb-dirks , Manojk-arora

Shaping an Academic Scholarly Milieu: SRM University-AP Launches Easwari School of Liberal Arts

Shaping an Academic Scholarly Milieu: SRM University-AP Launches Easwari School of Liberal Arts
aninews.in - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from aninews.in Daily Mail and Mail on Sunday newspapers.

Bengaluru , Karnataka , India , San-diego , California , United-states , Berkeley , Amaravati-andhra-pradesh , Ramakrishna-hegde , Prasant-mohapatra , Janaki-bakhle , Nicholas-dirks

Watch | The Maverick Politician Mani Shankar Aiyar on the various facets of Indian politics

Watch | The Maverick Politician Mani Shankar Aiyar on the various facets of Indian politics
thehindu.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from thehindu.com Daily Mail and Mail on Sunday newspapers.

India , Mani-shankar-aiyar , Ramakrishna-hegde , Chandan-gowda , Institute-for , Union-minister-mani-shankar-aiyar , Prime-minister , Hindu-lit , Ramakrishna-hegde-chair-professor , Economic-change ,

RFP welcomes back expelled MP - Lesotho Times

RFP welcomes back expelled MP - Lesotho Times
lestimes.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from lestimes.com Daily Mail and Mail on Sunday newspapers.

Lesotho , Tsikoane , Lesotho-general- , Pela-tsoeu , Hlotse , Leribe , Matlakeng , Basotho , Tlohang-sekhamane , Mohloai-mpesi , Mahali-phamotse , Sam-matekane