AMR, AMI AND METERING RESOURCES
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Explainable AI transforms utility data into actionable insights, enabling faster decisions, broader access to analytics, and greater value from AMI investments.
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Dead ends and stagnant mains accelerate disinfectant decay, but conventional sensors require steady flow to read accurately. Flow-independent monitoring restores continuous visibility in low-flow zones, enabling targeted flushing before water quality issues trigger customer complaints.
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Meter reads, pressure measurements, leak alerts, and maintenance records all provide valuable insight into system performance. The challenge for most utilities is that this information often exists in silos across multiple systems, making it difficult to connect individual data points and determine what requires attention first.
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The use of smart water meter systems or AMI has emerged as the vital element in a water network upgrade program, using two-way communications to relay near-real-time information on water usage, pressure variations, leak events, and usage patterns between smart meters and the utility.
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For years, water metering followed a predictable path: manual reads, AMR, AMI, more visibility, more data. But utilities are now entering a different operational reality. Visibility alone no longer protects infrastructure.
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See how Purdue engineering students partnered with Blue-White to automate peristaltic pump tube assembly, improving consistency, efficiency, and earning a third-place design award.
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As water scarcity increases, smart metering infrastructure bridges the gap between utilities and consumers. Providing residents with near real-time consumption data and automated leak alerts drives immediate conservation, slashing outdoor water waste while protecting critical resources.
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Over the last two decades, utilities have increasingly viewed the transition from automated meter reading (AMR) to advanced metering infrastructure (AMI) as the next step in modernizing their operations. The benefits of moving toward a truly digital ecosystem are well-established, yet AMI continues to face a slow, asymmetric rollout in the water industry.
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A recent series of workshops convened by The Water Research Foundation (WRF) underscores how utilities are beginning to use AMI data to support conservation, improve system performance, and move toward more proactive operations. The takeaway is straightforward: most utilities now have the data; the challenge is putting it to work.
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Modern Meter Data Management platforms transform raw data into operational intelligence. Beyond standard billing, continuous data analysis surfaces hidden leaks, detects backflow, and flags failing hardware, allowing water utilities to proactively reduce non-revenue water loss and improve system reliability.