A unified analytics engine built for structural strain signals

High-Resolution FFT Pipelines

When the signal is clean, the analysis becomes incredibly powerful.

  • High-resolution FFTs optimized for strain dynamics

  • Automatic harmonic identification & tracking

  • Adaptive frequency alignment for rotating machinery

  • Drift detection across the entire spectrum

Neural Autoencoder Trained on Each Machine’s Unique Signature

AI that understands your machine better than any accelerometer ever could.

  • Builds a “normal operation model” from a small dataset

  • Learns patterns in strain energy, harmonic structure, stiffness behavior

  • Outputs a continuously updated anomaly score

  • Immune to environmental vibration noise

Forecasting Based on Structural Degradation, Not Surface Noise

When you measure root causes instead of symptoms, forecasting becomes reliable.

  • Polyfit-based RUL forecasting

  • Multiple indicators fused into a single metric

  • Real degradation paths instead of noisy vibration proxies

  • Supports predictive maintenance planning