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Gearbox and Conveyor Drive Reliability with Edge Vibration Analytics

A PyXis use case for gear mesh, sidebands, bearing impacts and speed-normalised monitoring on conveyors and geared drives.

20 July 2026 อ่านประมาณ 3 นาที Tachyonic Intelligence Sdn Bhd
Industrial gearbox and drive-train vibration monitoring for cement mill reliability

Conveyors and geared drives often operate under variable load, contamination and long duty cycles. Failure may begin as a bearing impact, tooth defect, looseness or alignment problem before it becomes visible in production. PyXis can expose these changes through triaxial vibration, harmonics, order information and advanced diagnostic indices.

Asset-aware configuration

Configure the applicable motor frequency, gear ratio, gear-tooth count and bearing geometry where the firmware profile supports them. This enables engineering review of shaft orders, gear-mesh behaviour and rolling-element frequencies against measured spectral components.

Useful diagnostic evidence

  • Trend gear-mesh frequency and sideband spacing.
  • Review cepstrum gear index and harmonic consistency for repeating spectral structures.
  • Use envelope kurtosis and spectral kurtosis to identify emerging impulsive behaviour.
  • Compare axial and radial directions to help separate alignment, load and structural effects.

Conveyor operating context

Relate vibration to belt loading, start-stop duty, tension, transfer-point impact and known production events. A jam, slipping belt or material impact can create temporary energy that should be handled differently from a persistent mechanical trend.

Maintenance workflow

Use a warning to initiate inspection of lubrication, fasteners, alignment, belt condition and gearbox oil. Escalate only after trend, spectrum, temperature and operating state support the diagnosis. Retain before-and-after data following corrective work to confirm the response.

Technical basis: PyXis Smart 3-Axis Vibration Sensor datasheet TTN-DS-2026-002, issued 19 July 2026. Confirm the current hardware, firmware and controlled document revision before implementation.

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