• DocumentCode
    1664597
  • Title

    A novel approach to calibrate a structured light vision sensor in a robot based 3D measurement system

  • Author

    Wu, Defeng ; Ma, Zi ; Li, Aiguo ; Wang, Wenbiao ; Wu, Xiang

  • Author_Institution
    Autom. Res. Center, Dalian Maritime Univ., Dalian, China
  • fYear
    2010
  • Firstpage
    298
  • Lastpage
    303
  • Abstract
    A robot based 3D measurement system is presented to overcome the disadvantages of coordinate measuring machine (CMM). As to calibrate the vision sensor in the system, a novel procedure that utilizes the robot to generate sufficient calibration points with high accuracy is proposed. The approach is based on a number of fixed points printed in a paper which is of low-cost. A multilayer perceptron neural network (MLPNN) approach to calibrate the vision sensor is proposed. Various training algorithms for MLPNN are tested and the best performance one is employed to train the designed MLPNN. Using a standard part to validate the effectiveness of the presented technique, experimental results demonstrate designed MLPNN can achieve an accurate model for the structured light vision sensor. A robot based 3D measurement system is presented to overcome the disadvantages of coordinate measuring machine (CMM). As to calibrate the vision sensor in the system, a novel procedure that utilizes the robot to generate sufficient calibration points with high accuracy is proposed. The approach is based on a number of fixed points printed in a paper which is of low-cost. A multilayer perceptron neural network (MLPNN) approach to calibrate the vision sensor is proposed. Various training algorithms for MLPNN are tested and the best performance one is employed to train the designed MLPNN. Using a standard part to validate the effectiveness of the presented technique, experimental results demonstrate designed MLPNN can achieve an accurate model for the structured light vision sensor.
  • Keywords
    coordinate measuring machines; image sensors; multilayer perceptrons; robot vision; MLPNN; coordinate measuring machine; multilayer perceptron neural network; robot based 3D measurement; structured light vision sensor; Cameras; Measurement by laser beam; Robot kinematics; Robot sensing systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Modelling, Identification and Control (ICMIC), The 2010 International Conference on
  • Conference_Location
    Okayama
  • Print_ISBN
    978-1-4244-8381-5
  • Electronic_ISBN
    978-0-9555293-3-7
  • Type

    conf

  • Filename
    5553549