Intelligent pattern recognition of water end uses enabling recommendations. This project aims to develop a hybrid machine learning method for autonomously disaggregating high- and low-resolution water flow data received from smart meters into discrete end-use events, and a customised recommender system for efficient resource demand management. Project novelty and significance relates to this coupling and autonomous disaggregation of datasets from advanced sensors, enabling more efficient utility ....Intelligent pattern recognition of water end uses enabling recommendations. This project aims to develop a hybrid machine learning method for autonomously disaggregating high- and low-resolution water flow data received from smart meters into discrete end-use events, and a customised recommender system for efficient resource demand management. Project novelty and significance relates to this coupling and autonomous disaggregation of datasets from advanced sensors, enabling more efficient utility services delivery and lower customer utility bills. Project benefits include enabling utilities to better manage and plan resources in the information age, while empowering customers with real-time water end-use data and behaviour changing consumption recommendations.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH220100002
Funder
Australian Research Council
Funding Amount
$4,999,700.00
Summary
ARC Research Hub for Fire Resilience Infrastructure, Assets and Safety Advancements (FRIASA) in Urban, Resources, Energy and Renewables Sectors . This Hub aims to develop, manufacture and deploy next generation technologies and solutions that will protect Australia’s critical infrastructure and assets against major natural and man-made fires. The Hub expects to position Australia as a powerhouse of fire readiness by developing end-to-end integrated systems of advanced engineering and digital te ....ARC Research Hub for Fire Resilience Infrastructure, Assets and Safety Advancements (FRIASA) in Urban, Resources, Energy and Renewables Sectors . This Hub aims to develop, manufacture and deploy next generation technologies and solutions that will protect Australia’s critical infrastructure and assets against major natural and man-made fires. The Hub expects to position Australia as a powerhouse of fire readiness by developing end-to-end integrated systems of advanced engineering and digital technologies which will allow industry to improve fire safety training and operations with significant benefits. Expected outcomes include advanced manufacturing capacity for fire resilience and sustainable products, strategic partnerships and commercialisation pathways and opportunities by translating R&D into economic benefits such as jobs and new exports for local and international markets.Read moreRead less