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Online Nodal Demand Estimation in Branched Water Distribution Systems Using an Array of Extended Kalman Filters
Francisco-Ronay López-Estrada1, Leonardo Gómez-Coronel1, Lizeth Torres2
1Tecnológico Nacional de México, IT Tuxtla Gutiérrez, Turix-Dynamics Diagnosis and Control Group, Carr. Panam. S/N, Tuxtla Gutiérrez 29050, Mexico.
This study introduces a novel method using extended Kalman filters (EKFs) to estimate water distribution system demands from inlet pressure and flow data. The approach accurately determines nodal demands in pipeline networks.
Area of Science:
- Hydraulic Engineering
- Control Systems Engineering
- Water Resource Management
Background:
- Accurate estimation of nodal demands is crucial for efficient water distribution system management.
- Traditional methods often require extensive sensor networks or complex hydraulic models.
- Limited measurements at the system inlet pose a challenge for demand estimation.
Purpose of the Study:
- To develop a model-based methodology for estimating multiple nodal demands in water distribution systems.
- To utilize only inlet pressure and flow rate measurements for demand estimation.
- To implement a cascade configuration of extended Kalman filters (EKFs) for this purpose.
Main Methods:
- A model-based approach employing an array of multiple extended Kalman filters (EKFs) in a cascade configuration.
- Each EKF acts as an unknown input observer for a specific pipeline section.
- The filters are designed using an adapted rigid water column model for the pipeline.
Main Results:
- The proposed methodology effectively estimates multiple nodal demands using limited inlet measurements.
- Simulation and experimental tests on standardized pipeline systems validate the method's accuracy.
- The approach demonstrates robustness under both steady-state and variable input conditions.
Conclusions:
- The cascaded EKF approach provides an effective solution for nodal demand estimation in water distribution systems.
- This method offers a practical way to infer demands using readily available inlet measurements.
- The findings support improved operational efficiency and management of water networks.
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