Flow monitoring
See flow where sensors can’t
Infer accurate flow rates across your network using existing SCADA data, improving visibility in uninstrumented or hard-to-access sections without installing new hardware.
Virtual Sensors
Virtual Sensors for infrastructure where direct measurement is limited, costly or unreliable.
Virtual Sensors make the inaccessible visible
Internal corrosion
Detect risk before damage occurs
Identify conditions that drive internal corrosion, helping teams prioritise inspection, meet regulatory requirements and prevent costly failures.
Power apportioning
Understand where energy is really used
Break down power consumption across pumps and systems to identify inefficiencies, optimise energy use and support cost and emissions reduction targets.
What sets Virtual Sensors apart
Engineering-first, AI-augmented
Transparent, physics-informed models with confidence intervals, not black-box outputs
Rapid deployment
Built to use existing data sources before requiring new
Streaming inference
Real-time values accessible through Juno
Sensor resilience
Provides additional visibility where direct measurement is weak or unavailable
Scalable across fleets
From single sites to multi-asset networks
How Virtual Sensors work
Virtual Sensor combines physics-informed modelling with AI to transform existing sensor data – flow, pressure, temperature, power draw – into inferred values for parameters that are otherwise unmeasured.
Works in real-time or lookback mode
Modular, configurable models retrain automatically as new data becomes available
Key benefits of Virtual Sensors
Close measurement gaps – Infer pump efficiency, flow or burst risk where no sensor exists
Add resilience – Maintain operational visibility even if physical sensors drift or fail
Detect sensor drift early – Spot deviations weeks earlier with model-based trend analysis
Avoid CapEx – Deliver new insights without new hardware or costly retrofits
Support compliance – Maintain continuous, auditable data in regulated environments
Delivered through Juno
Virtual Sensors are available exclusively via Juno, Klarian’s operational insight platform, enhancing its ability to:
- Provide deeper asset-level analytics
- Enrich existing SCADA data streams
- Back up physical sensors for uninterrupted operations
Technical information
Operational
Inferred performance metrics
Calculate pump suction/discharge pressure, total head, and efficiency without additional instrumentation
SCADA enrichment
Add unmeasured parameters into your operational dashboards
Resilience mode
Automatic switchover to virtual sensors if physical devices fail
Fleet-wide deployment
Standardised templates for rapid roll-out across sites