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Optimal Pressure Sensor Deployment for Leak Identification in Water Distribution Networks
1School of Mechanical Engineering, Tongji University, No. 1239, Siping Road, Shanghai 200092, China.
Optimizing pressure sensor placement in water distribution networks (WDNs) is crucial for minimizing leaks. This study proposes a practical method to select essential sensors, considering budget and sensor failures, to improve leak detection coverage and sensitivity.
Area of Science:
- Water resource management
- Environmental engineering
- Network analysis
Background:
- Pipe leakage in water distribution networks (WDNs) causes significant energy waste and economic losses.
- Pressure sensors are vital for rapid leak detection and minimizing leakage ratios.
- Realistic constraints like budget, sensor location availability, and sensor failure impact deployment strategies.
Purpose of the Study:
- To propose a practical methodology for optimizing pressure sensor deployment in WDNs for effective leak identification.
- To address realistic constraints such as budget limitations, sensor installation site availability, and sensor fault uncertainties.
- To enhance the leak identification capabilities of WDNs by optimizing sensor placement.
Main Methods:
- Developed a methodology to optimize pressure sensor deployment considering budget, location, and sensor failure.
- Utilized detection coverage rate (DCR) and total detection sensitivity (TDS) as evaluation indexes for leak identification ability.
- Employed model simulation to generate leakage events and identify essential sensors for maintaining DCR, with a focus on supplementary sensors for fault tolerance.
Main Results:
- Identified essential sensors to maintain optimal DCR and maximize TDS under identical DCR.
- Demonstrated the ability to determine supplementary sensors that best compensate for lost leak identification ability due to sensor failures within budget constraints.
- Validated the methodology's applicability to real-world projects using the typical WDN Net3.
Conclusions:
- The proposed methodology provides a practical approach for optimizing pressure sensor deployment in WDNs.
- The method effectively balances leak detection performance (DCR and TDS) with realistic project constraints.
- The approach is suitable for real-world WDN leak management and sensor network design.
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