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
Link To Document :
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