• DocumentCode
    11520
  • Title

    Semiautomatic Model-Based View Planning for Active Triangulation 3-D Inspection Systems

  • Author

    Mavrinac, Aaron ; Xiang Chen ; Alarcon-Herrera, Jose Luis

  • Author_Institution
    Chassis Syst. Control Div., Robert Bosch LLC, Plymouth, MI, USA
  • Volume
    20
  • Issue
    2
  • fYear
    2015
  • fDate
    Apr-15
  • Firstpage
    799
  • Lastpage
    811
  • Abstract
    A semiautomatic model-based approach to the view planning problem for high-resolution active triangulation 3-D inspection systems is presented. First, a comprehensive, general, high-fidelity model of such systems is developed for the evaluation of configurations with respect to a model of task requirements, with a bounded scalar performance metric. The design process is analyzed, and the automated view planning problem is formulated only for the critically difficult aspects of design. A particle swarm optimization algorithm is applied to the latter portion, including probabilistic modeling of positioning error, using the performance metric as an objective function. The process leverages human strengths for the high-level design, refines low-level details mechanically, and provides an absolute measure of task-specific performance of the resulting design specification. The system model is validated, allowing for a reliable rapid design cycle entirely in simulation. Parameterization of the optimization algorithm is analyzed and explored empirically for performance.
  • Keywords
    computerised instrumentation; image sensors; inspection; laser ranging; particle swarm optimisation; bounded scalar performance metric; design specification; high-fidelity model; high-level design; high-resolution active triangulation 3-D inspection systems; human strengths; low-level details; particle swarm optimization algorithm; performance metric; positioning error; probabilistic modeling; rapid design cycle; semiautomatic model-based view planning; task requirements; Cameras; Geometry; Inspection; Laser modes; Planning; Sensors; Solid modeling; Inspection; Medical robotics; laser scanner; motion compensation; range camera; robot kinematics; surgery; view planning;
  • fLanguage
    English
  • Journal_Title
    Mechatronics, IEEE/ASME Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4435
  • Type

    jour

  • DOI
    10.1109/TMECH.2014.2318729
  • Filename
    6818412