Intelligent Lighting Control for Vision-Based Robotic Manipulation

被引:49
作者
Chen, S. Y. [1 ]
Zhang, Jianwei [2 ]
Zhang, Houxiang [3 ]
Kwok, N. M. [4 ]
Li, Y. F. [5 ]
机构
[1] Zhejiang Univ Technol, Coll Comp Sci, Hangzhou 310023, Zhejiang, Peoples R China
[2] Univ Hamburg, Dept Informat, D-22527 Hamburg, Germany
[3] Univ Hamburg, D-20146 Hamburg, Germany
[4] Univ New S Wales, Sch Mech Mfg Engn, Sydney, NSW 2052, Australia
[5] City Univ Hong Kong, Dept Mfg Engn & Engn, Kowloon, Hong Kong, Peoples R China
关键词
Active lighting control; active vision; computer vision; fuzzy control; illumination planning; perception; robot intelligence; ACTIVE ILLUMINATION; CAMERA; SYSTEM;
D O I
10.1109/TIE.2011.2146212
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The ability of a robot vision system to capture informative images is greatly affected by the condition of lighting in the scene. This paper reveals the importance of active lighting control for robotic manipulation and proposes novel strategies for good visual interpretation of objects in the workspace. Good illumination means that it helps to get images with large signal-to-noise ratio, wide range of linearity, high image contrast, and true color rendering of the object's natural properties. It should also avoid occurrences of highlight and extreme intensity unbalance. If only passive illumination is used, the robot often gets poor images where no appropriate algorithms can be used to extract useful information. A fuzzy controller is further developed to maintain the lighting level suitable for robotic manipulation and guidance in dynamic environments. As carried out in this paper, with both examples of numerical simulations and practical experiments, it promises satisfactory results with the proposed idea of active lighting control.
引用
收藏
页码:3254 / 3263
页数:10
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