Centrifugal & Multistage Process Pumps: Telemetry Ingestion, Physics AI & Reliability Architecture

Optruss connects non-intrusively using read-only industrial protocols including OPC-UA, Modbus-TCP, Profinet, and MQTT Sparkplug B. Telemetry from existing instruments—monitoring Suction and discharge pressures via 4-20mA HART transmitters, Drive-end and non-drive-end triaxial IEPE vibration accelerometers, Bearing metal temperature via 4-wire RTD PT100 sensors—is streamed across hardware-enforced unidirectional data diodes into sovereign edge enclaves. High-frequency vibration and dynamic pressure are sampled at up to 102.4 kHz to capture micro-spalling and transient acoustics without injecting latency into DCS control loops.

Physics-informed neural net mapping affinity laws against head-capacity curves to detect early NPSH margin deficit and dynamic impeller cavitation. By fusing mechanical first principles (affinity laws, thermodynamics, and rotor dynamics) with deep neural networks, Optruss eliminates false positive trips common to purely statistical anomaly detection. The system provides an early warning horizon of 28 Days Warning, predicting root causes such as Impeller cavitation, suction recirculation, and acoustic shockwave erosion, Mechanical seal face vaporization, dry running, and secondary elastomeric hardening before mechanical damage propagates.

Optruss features pre-configured kinematic signatures, vibration tolerance envelopes (ISO 13709 / API 610 / ISO 10816-3), and thermal failure models for leading global manufacturers including Sulzer, Flowserve, KSB, Grundfos, Weir Minerals, ITT Goulds. Integration is vendor-agnostic and does not require proprietary OEM software gateways, allowing unified fleet-wide condition monitoring across mixed-vendor operating plants.

This telemetry model is deployed across heavy continuous process facilities in Oil & Gas Refining, Petrochemicals, Water Desalination, District Cooling, Chemical Processing. Field deployments validate an average +42% MTBF MTBF extension, +4.2% hydraulic efficiency preservation through continuous Best Efficiency Point (BEP) operational tracking., and substantial reduction in unplanned maintenance costs. Critical alerts trigger automated CMMS work orders with OEM spare parts reservation.