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
Mobile robot 3D map building and path planning based on multi-sensor data fusion
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论文类型:期刊论文
发表时间:2012-10-01
发表刊物:International Journal of Computer Applications in Technology
收录刊物:EI、Scopus
卷号:44
期号:4
页面范围:276-283
ISSN号:09528091
摘要:3D map building and path planning serve as two essential tasks for mobile robot to work within a complex outdoor environment. An elevation map built from 3D laser points is utilised to extract terrain feature while ground surface character is acquired from visual information by matching characteristics vectors. By projecting the units of the elevation map into the image, the fusion of terrain feature and ground surface character is achieved using statistical method. Then the units which fuse multi-sensor information are evaluated and given traversable weights to extract constraints for autonomous path planning in outdoor scene. After clustering the units into several regions, a hierarchical path planning strategy uses A* and Probabilistic Roadmap Method (PRM) to plan region paths and unit paths, respectively. The PRM is improved by choosing the units with the largest traversable weights in the regions to ensure a uniform distribution instead of random distribution. Experiment results show the validity and practicability of the proposed approaches. ? 2012 Inderscience Enterprises Ltd.