Study on a Location Method for Bio-objects in Virtual Environment Based on Neural Network and Fuzzy Reasoning

被引:0
作者
Wang, Hongjun [1 ]
Zou, Xiangjun [1 ]
Liu, Changyu [1 ]
Liu, Tianhu [1 ]
Chen, Jiaxin [1 ]
机构
[1] S China Agr Univ, Minist Educ, Key Lab Key Technol Agr Machine & Equipment, Guangzhou 510642, Guangdong, Peoples R China
来源
INTELLIGENT ROBOTICS AND APPLICATIONS, PROCEEDINGS | 2009年 / 5928卷
关键词
Virtual picking manipulator; Neural network; Fuzzy reasoning; Binocular stereo vision;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In picking manipulator location system, it is the actual challenge that the position of a bio-object is exactly determined in complex and uncertain environment. An accurate location method for a bio-object in virtual environment based on binocular stereo vision was studied. Firstly, an experiment platform for a bio-object and picking manipulator location based on binocular stereo vision was established, and the imaging of a bio-object and environment were gained by binocular stereo vision. Secondly, the causes of errors existing in the process of handling the bio-object and environment imaging were analyzed. An approach was point out that the vision errors were amended by means of building a neural network and a corresponding training system. Thirdly, considering there are many complex and uncertain factors existing in natural environment, fuzzy rule sets for ascertain the bio-object position were extracted and modeled. A fuzzy reasoning model which has multi-rules and multi-inputs is created based on experience of agricultural experts, which makes the location system more accurate and intelligent. Finally, a location simulation system was developed by VC++ and EON SDK, which can simulate a process of picking manipulator automatically locating to a bio-object.
引用
收藏
页码:1004 / 1012
页数:9
相关论文
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