个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:Vice Dean of School of Control Science and Engineering
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:控制科学与工程学院
学科:模式识别与智能系统. 控制理论与控制工程. 导航、制导与控制. 人工智能
办公地点:大连理工大学 创新园大厦 A611室
联系方式:办公电话:0411-84707581
电子邮箱:zhuang@dlut.edu.cn
Fuzzy classification of 3D point cloud in outdoor environment
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论文类型:期刊论文
发表时间:2011-08-01
发表刊物:ICIC Express Letters
收录刊物:EI、Scopus
卷号:5
期号:8 B
页面范围:2741-2746
ISSN号:1881803X
摘要:In this paper, we consider the problem of 3D point cloud classification for ground robots in outdoor environment. This problem is important for various tasks from environment modeling to obstacle avoidance for autonomous mobile robot navigation. In order to improve the description of natural scene, we propose novel features with the consideration of surface condition and environmental characters. By introducing a fuzzy inference system, feature fusion is implemented to produce a high-level feature which represents the inherent fuzziness of natural objects. The classification of 3D point cloud is approached by a fuzzy entropy method in the local area. Experimental results demonstrate the validity of the proposed approaches. ? 2011 ISSN 1881-803X.