庄严

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

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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.