Monitoring Kyle Saltmarsh The Outline The Identity Crisis - - PowerPoint PPT Presentation

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Monitoring Kyle Saltmarsh The Outline The Identity Crisis - - PowerPoint PPT Presentation

Apr 08, 2023 210 likes •451 views

Young Persons Lecture Competition Acoustic Based Condition Monitoring Kyle Saltmarsh The Outline The Identity Crisis Acoustic Based Condition Monitoring The How Applications in Industry Conclusion The Identity Crisis

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SLIDE 1

Acoustic Based Condition Monitoring

Young Persons’ Lecture Competition

Kyle Saltmarsh

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The Outline

  • The Identity Crisis
  • Acoustic Based Condition Monitoring
  • The How
  • Applications in Industry
  • Conclusion
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The Identity Crisis (About Me)

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Acoustic Based Condition Monitoring

  • Sounds tell stories
  • You do this all the time
  • On-site technicians do this
  • Technology does this
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SLIDE 5

An Example in Action

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Problem Statement

How do you use acoustics to monitor equipment in noisy environments?

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Beamforming

Robust Adaptive Beamforming - Jian Li & Petre Stoica

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Beamforming Applications

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Signal Processing

Fourier Techniques and Applications - Joseph Fourier

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Extracting Acoustic Features

Healthy Bearing Unhealthy Bearing Feature #1 Feature #2

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Model: Neural Network

Feature #1 Feature #2 Output #1 Equipment Type Output #2 Health Status

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Problem Solved

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Unearthed Mine Hackathon 2017

How can we more effectively use sound in mining?

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Healthy Vs. Corroded Bearing

Industry Data: Woodside Fin Fans

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Microphone Array

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Beamforming

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Signal Magnification

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Time Series

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Acoustic Feature Extraction

Feature #1 Feature #2

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Model Performance: Confusion Matrix

Accuracy: 99.5% True Condition Normal Fin Fan Corroded bearing Fin Fan Prediction Normal Fin Fan 176 1 Corroded bearing Fin Fan 2 167

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Conclusion

  • Sounds tell stories
  • Acoustics, signal processing and predictive

modelling

  • Application in Industry (Rio Tinto)
  • Easy Implementation
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Thank You

Questions?

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Contents

  • The Identity Crisis
  • Rio Tinto RailBam
  • Beamforming
  • Signal Processing
  • Feature Extraction
  • Predictive Model
  • Unearthed 2017