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
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