个人信息Personal Information
副教授
博士生导师
硕士生导师
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:控制理论与控制工程
电子邮箱:fyan@dlut.edu.cn
Two-dimensional laser-based environment exploration and recognition for service robots
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论文类型:期刊论文
发表时间:2013-12-01
发表刊物:TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL
收录刊物:SCIE、EI
卷号:35
期号:8
页面范围:1068-1084
ISSN号:0142-3312
关键字:2D laser data; environment exploration and recognition; scene segmentation; environment mark
摘要:Environment exploration and recognition play an important role for service robots to operate in indoor environments that have a large scale and dynamic changes. This paper presents a new geometric model of the environment that is constructed with line segments and ellipses by estimating geometric properties and extracting geometric discontinuities. Two new types of indoor environment representations, namely exploration direction point and topological opening point (TOP), are defined using this model for autonomous exploration and spatial scene segmentation. The environment marks at TOPs are extracted from 2D laser data and a novel environment recognition algorithm is developed to accomplish environment recognition tasks autonomously. The experimental results show that the proposed approach can effectively explore and recognize a large-scale indoor environment in real time.