High-G Decanter & Disc Stack Centrifuges: 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 Dual-frequency vibration monitoring (bowl speed vs scroll differential speed), Hydraulic backdrive or variable-frequency drive differential torque feedback, Feed slurry flow rate, feed density, and polymer flocculant dosing ratio—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.

Differential speed vs solids cake torque regression optimizing dryness percentage while preventing scroll packing jams. 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 22 Days Warning, predicting root causes such as Bowl solids cake uneven accumulation triggering high-vibration trips, Scroll conveyor planetary gearbox torque overload and spline shear before mechanical damage propagates.

Optruss features pre-configured kinematic signatures, vibration tolerance envelopes (ISO 10816-3 / EN 12547), and thermal failure models for leading global manufacturers including Alfa Laval, GEA Westfalia, Flottweg, ANDRITZ, Pieralisi. 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 Wastewater Sludge Dewatering, Biopharmaceutical Harvesting, Edible Oil Refining, Chemical Crystal Separation. Field deployments validate an average +42% MTBF MTBF extension, +18% higher solids cake dryness reducing downstream thermal drying costs by $95,000 annually., and substantial reduction in unplanned maintenance costs. Critical alerts trigger automated CMMS work orders with OEM spare parts reservation.