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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

Top ICT tenders: Eskom looks for tech to enhance recruitment

SA's power utility wants to automate the hiring process, from staff requisition to induction.

Smart-water , Northern-cape , South-africa , Polokwane , Limpopo , South-african , Luvuyo-tshabalala , Bernina-hera , Nozipho-sibanyoni , Pogisho-dladla , Percy-mohlabane , Mbali-mathibe

HYDROGEN HEALTH Water Bottle, hydrogen water bottle

HYDROGEN HEALTH Water Bottle, hydrogen water bottle
viewngr.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from viewngr.com Daily Mail and Mail on Sunday newspapers.

China , Hydrogen-water-ionizer-machine , Hydro-health , Guangdong-cawolo-hydrogen-technology-co-ltd , Alkaline-energy , Hydrogen-water-bottle , Hydrogen-water-generator , China-hydrogen-rich-water-bottle , Health-cup-glass-water-bottles , Hydrogen-water-bottle-generator , Aqua-health-water-bottle

John Glen Speaks on Government Evaluation Role

John Glen Speaks on Government Evaluation Role
miragenews.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from miragenews.com Daily Mail and Mail on Sunday newspapers.

United-kingdom , Whitehall , Orkney-islands , West-yorkshire , United-kingdom-general- , Evaluation-task-force-annual-conference , Cabinet-office , My-department , Works-centre-for-children-social-care , Department-for-energy-security , Our-evaluation-academy

Minister for the Cabinet Office, John Glen's speech on evaluation in government

Minister for the Cabinet Office, John Glen's speech to the Evaluation Taskforce Annual Conference at the Queen Elizabeth II Centre.

United-kingdom , Whitehall , Orkney-islands , West-yorkshire , United-kingdom-general- , Our-evaluation-academy , Department-for , Department-for-energy-security , My-department , College-of-policing-domestic-abuse-forensic-marking , Families-programme

Young SA scientists fly the flag Beijing Science Competition

Young SA scientists fly the flag Beijing Science Competition
it-online.co.za - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from it-online.co.za Daily Mail and Mail on Sunday newspapers.

Indonesia , Czech-republic , Smart-water , Northern-cape , South-africa , Beijing , China , East-london , Eastern-cape , Russia , Thailand , Italy

Global Water Automation and Instrumentation Market Poised

Dublin, March 26, 2024 (GLOBE NEWSWIRE) -- The

Australia , Canada , India , United-states , Yokogawa , Gumma , Japan , France , Phoenix , Arizona , Italy , United-kingdom

SA pupils to compete at Beijing Youth Science Competition

Innovative research projects developed by South African young scientists will compete at the Beijing Youth Science Creation Competition.

East-london , Eastern-cape , South-africa , Russia , Italy , China , Thailand , Indonesia , Smart-water , Northern-cape , Czech-republic , Beijing

WHA Group Achieved a Historic All-Time High Record with 2023 Net Profit

WHA Group Achieved a Historic All Time High Record with 2023 Net Profit Reaching THB 4,426 Million. Board Approved

Thanh-hoa , Thanh-hóm , Vietnam , Republic-of , Thailand , Saraburi , Sara-buri , China , Rayong , Hanoi , Han-i , Quang-nam

CBD Beverages Seeing Mixed Success

Beverages in this space are making inroads in markets where they’re allowed, but clarity is still needed at the national level

United-kingdom , Chicago , Illinois , United-states , Wrigley-field , Oregon , British , Greg-billmeyer , Todd-harris , Ryan-white , Noble-brands-inc , Port-coquitlam