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Enterprise• Vibration Analysis & Condition Monitoring

Lumi Vibe

ISO 18436-2 Cat IV vibration analyst copilot. Analyzes multi-sensor machine data with FFT spectrum processing, signature-based alerting, baseline comparison, and remaining useful life estimation. Supports TDMS files from wireless vibration sensors with automatic fault detection, drive train correlation, and condition-based maintenance recommendations.

Install Agent
Runs locally in browser

Capabilities

ISO 10816 Severity Assessment

Harmonic Band Analysis

Bearing Defect Detection

Crest Factor Trending

RMS Velocity Trending

Demodulation Analysis

Sensor Health Validation

Thermal-Vibration Correlation

Fleet Comparison

Waveform Statistical Analysis

Shaft Misalignment Detection

Unbalance Diagnosis

Acoustic Emission Analysis

Lube Oil Condition Correlation

Run-to-Failure Classification

FFT Spectrum Analysis

Harmonic Order Tracking

Variable Speed Analysis

Baseline Comparison

Pre-Computed Harmonic Band Trending

Bearing Defect Frequency Matching

Signature-Based Alerting

Machine Condition Mapping

Remaining Useful Life Estimation

Statistical Threshold Computation

Multi-Sensor Drive Train Analysis

Belt Drive Frequency Detection

Cross-Location Fault Isolation

Condition Trend Extrapolation

Order Analysis

Envelope Spectrum

Cross-Channel Phase

Input / Output

Accepts (Input)

  • TDMS files from wireless vibration sensors (Vbox, etc.)
  • Multi-sensor TDMS files for same machine (merged automatically)
  • Vibration trend data (CSV, Parquet)
  • Pre-computed harmonic bands (<1X through 65X)
  • Raw waveform time series (20K samples at 4 kHz)
  • Sensor health logs (battery, WiFi, temperature, orientation)
  • Machine metadata (machine type, speed type, coupling type)
  • Bearing configuration (manufacturer, model, BPFO/BPFI/BSF/CTF)
  • Baseline / Learn Data captures
  • Acoustic emission data (ae_rms, ae_peak)
  • Oil analysis reports (particle count, elemental metals, viscosity)

Generates (Output)

  • ISO severity zone classification
  • Machine-specific signature-based alert profiles (mean + 2sigma/3sigma)
  • Remaining useful life estimation with time-to-alarm projection
  • Harmonic pattern diagnosis with fault identification
  • Multi-location fault origin isolation
  • Drive train analysis (motor to coupling/belt to driven equipment)
  • Baseline vs monitoring comparison with percentage change
  • Condition trend tracking across uploads
  • Misalignment and unbalance fault report
  • Vibration trend reports with change rate
  • Sensor data quality assessment
  • Bearing condition staging (1-4)
  • FFT spectrum analysis with velocity integration
  • Maintenance priority ranking with recommended actions
  • Metadata gap assessment (what additional sensor config would improve analysis)

Boardroom Role

Vote TypeADVISOR

Expert Domains

VibrationReliabilityCondition MonitoringIndustrialRotating Equipment

Under the Hood

This agent uses specialized SQL macros to perform deterministic calculations. It does not hallucinate math.

# Logic Sample: Interaction Rule

SELECT * FROM defects a
JOIN defects b
ON ABS(a.pos - b.pos) < (0.25 * a.length)

Memory & Context

This agent maintains a rolling context window of 50 messages and has access to a 10MB vector knowledge base containing General Industry Standards.