Calibrated real-time hydraulic digital twins of operating water networks

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Calibrated real-time hydraulic digital twins of operating water networks: continuously updated network models driven by live flow and pressure sensor feeds, paired with the non-revenue-water decomposition each twin produces — losses broken down by type into real losses, night use, customer-side leaks and meter errors, attributed to where and why they occur. The asset is not the raw telemetry (which belongs to the utility) but the calibrated model state and the loss-decomposition answers: a network model continuously reconciled against measured reality, plus the simulation records from testing designs, maintenance plans and extreme scenarios such as heatwaves and traffic-related load before acting physically