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基于测距特征向量匹配和模糊控制的室内清洁机器人路径规划 被引量:1

Indoor cleaning robot path planning based on distance feature vector matching and fuzzy control
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摘要 随机路径规划算法大量用于商品化的室内清洁机器人,但规划效率低下,为此提出一种低成本、高效的改进方法。由于机器人到其四周障碍物的距离随空间位置不同而变化,先使用超声测距模块获得障碍距离并组成特征向量用以区分不同的空间位置;然后,用推土机距离(EMD)进行特征向量匹配,建立并维护碰撞点集;最后,利用模糊控制理论处理碰撞后的旋转角度,完成路径规划过程。实验结果表明,所提方法一方面保留了随机规划的工作趣味性和环境适应性,另一方面大大提高了清洁效率。 With regard to the inefficiency of random path planning method used by many indoor cleaning robots, a lowcost and efficient improvement method was proposed in this paper. The main idea was that the distance between the robot and its surrounding obstacles varied with the location of working robot. First, ultrasound distance measurement was used for obtaining the distances to form the feature vector which could identify different locations in work place. Then feature matching problem was solved by Earth. Move's Distance (EMD), and the set of collision points was established. At last, fuzzy control theory was used for controlling rotation angle after collision to finish path planning procedure. As shown on the experiments, the proposed method can not only reserve the property of enjoyment and environment flexibility, but also promote the efficiency greatly.
作者 张志杰
出处 《计算机应用》 CSCD 北大核心 2012年第9期2527-2529,共3页 journal of Computer Applications
基金 四川省支撑计划项目(2011SZ0170)
关键词 清洁机器人 路径规划 测距特征向量 模糊控制 推土机距离 cleaning robot path planning distance feature vector fuzzy control Earth Move's Distance (EMD)
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  • 1Yu S Y,Wang T,Wang Y C.A tip-over and slippage stability criterion for stair-climbing of a wheelchair robot with variable geometry single tracked mechanism[A] .Proceeding of the IEEE International Conference on Information and Automation[C] .2012:88-93.
  • 2Liu C C,Kang Y P,Yu S N.Hardware and software integration for domestic stairs cleaning robot[A] .SICE Annual Conference,2011:663-670.
  • 3Foo E,Le T T.Starcly robot-a novel compact stair climbing robot[A] .Proceeding of the IEEE International Conference on Mechanical and Electronics Engineering[C] .2010:75-78.
  • 4Dempster A P.Upper and lower probabilities induced by a multiple valued mapping[J] .The Annals of mathematical statistics,1967,38 (2):325-339.
  • 5Shafer G.A mathematical theory of evidence[M] .Princeton:Princeton University Press,1976.
  • 6Mokhtari,Ren J,Roberts C,et al.Decision support framework for risk management on sea ports and terminal using fuzzy set theory and evidential reasoning approach[J] .Expert Systems with Applications,2012,39 (5):5087-5103.
  • 7贺廉云.楼道清洁机器人的设计[J].农业装备与车辆工程,2012,50(8):71-73. 被引量:13
  • 8潘永惠.吸尘机器人系统设计与避障算法研究[J].电子技术应用,2013,39(6):130-132. 被引量:3
  • 9矫玉菲,侯荣国,苏秋平,刘瑶,陈保胜.一种新型智能清洁机器人及其控制方法[J].制造业自动化,2013,35(24):26-29. 被引量:7
  • 10张飞,耿红琴.基于优化异质BP神经网络信息融合的清洁机器人定位研究[J].计算机测量与控制,2014,22(1):197-199. 被引量:1

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