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
3D outdoor environment modeling and path planning based on topology-elevation model
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论文类型:期刊论文
发表时间:2010-11-01
发表刊物:Zidonghua Xuebao/Acta Automatica Sinica
收录刊物:EI、PKU、ISTIC、Scopus
卷号:36
期号:11
页面范围:1493-1501
ISSN号:02544156
摘要:An approach for 3D environment modeling is proposed to establish the topology-elevation model of outdoor scenes. After projecting laser points into 2D grids, the clustering algorithm classifies the points into vertical units and horizontal units for purpose of describing overhanging structures. The discrete samples of vertical units layered by height are connected to form topological structures, which are utilized to identify typical objects by means of BOW (Bag of words) classifier. A hierarchical strategy, in which topological structures and elevation units are used for scene matching separately, is presented for achieving a globally consistent registration. The constraints extracted from environment features and elevation map are used to guide mobile robot0s autonomous path planning in outdoor environment. Experiment results and data analysis show the validity and practicability of the proposed approaches in 3D environment modeling and path planning. Copyright ? 2010 Acta Automatica Sinica. All rights reserved.