Real System Implementation (3D Optical Scanner: WLS400A)

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Fig 1:ABB Robot with a Hexgaon WLS400 scanner head

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Fig 2: Setup for actual system verification and validation

  • The model performs better as it fine tuned on a small amount of the real data obtained from the system to compensate for minor differences between simulation and real system. This enables the following:
    • to use a single model from design phase to full scale production phase by integrating small amount of actual system data obtained during operation

    • Can be adapted to dynamic changes in the manufacturing system

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Fig 3: Verification and validation results

  • The poster for the industrial demonstration located at the International Manufacturing Center, WMG, University of Warwick can be found below

In-Process Quality Improvement - Industrial Demonstration Poster

  • The details for the steps followed from conceptualization to verification and validation for the Industrial Demonstration are in the document below

3D Convolutional Neural Networks for Root Cause Analysis: Industrial Demonstration