期刊文献+

细菌趋化行为的移动机器人路径规划 被引量:8

Mobile robot path planning research based on bacterial chemotaxis
下载PDF
导出
摘要 针对移动机器人路径规划问题,结合细菌觅食趋化过程的相似性,提出了一种类似细菌趋化行为的移动机器人路径规划方法。该方法模拟细菌的觅食环境,为机器人建立类似的障碍物轮廓和目标轮廓模型,通过设置一定的趋向和避障权重,并结合智能机器人的自身传感器技术,为机器人在简单甚至复杂的环境下提供相应的路径运动策略,达到实现实时导航任务的目的。在高斯势场环境下进行仿真实验,与Sierakowski的方法进行比较,实验结果表明该方法获取的路径具有更好的安全性、实时性和平滑性,说明了所提方法不仅能实现机器人的路径规划任务,而且规划的路径能使机器人在障碍物密集的区域内灵活调整位姿。 In order to solve the problem of mobile robot path planning , this paper puts forward a method of mobile robot path planning based on bacterial chemotaxis .Simulating the bacterial foraging environment , this method builds similar obstacle contours and the target contour models .Through setting some tendency and obstacle weight and combining intelligent robot sensing technology , it can offer relative sports strategy for mobile robots under sim-ple or even complex environments and thus utilizes real-time navigation .By using this method in the Gaussian po-tential environment , the robot can not only find its path , but it can also adjust its position and attitude under com-plicated environments as compared with the Sierakowski method , and the experimental results show that this method can get a better path with security , real-time performance and flatness .
出处 《智能系统学报》 CSCD 北大核心 2014年第1期69-75,共7页 CAAI Transactions on Intelligent Systems
基金 国家自然科学基金资助项目(60905066) 科技部国际合作项目(2010DFA12160) 重庆市科技攻关计划资助项目(CSTC2010AA2055)
关键词 机器人 细菌趋化 高斯势场环境 避障 路径规划 robot bacterial chemotaxis Gaussian potential environment model obstacle avoidance path planning
  • 相关文献

参考文献12

  • 1TSUJI T, SUZUKI M, TAKIGUCHI M, et al. Biomimetic con- trol based on a model of chemotaxis in escherichia coli [ J ]. Ar- tificial Life, 2010, 16(2): 155-177.
  • 2PASSINO K M. Biomimicry of bacterial foraging for distribu- ted optimization and control[ J]. IEEE Control System Mag- azine, 2002, 22(3): 52-67.
  • 3PASSINO K M. Bacterial foraging optimization [ J ]. Interna- tional Journal of Swarm Intelligence Research, 2010, 1 (1): 1-16.
  • 4周雅兰.细菌觅食优化算法的研究与应用[J].计算机工程与应用,2010,46(20):16-21. 被引量:73
  • 5BREMERMANN H J. Chemotaxis and optimizatian[ J]. Journal of The Franklin Institute, 1974, 297(5) : 397-404.
  • 6MULLER S D, AIRAGHI J, MARCHETI'O S, et al. Opti- mization based on bacterial chemotaxis [ J ]. IEEE Transac- tions on Evolutionary Computation, 2002, 6(1) : 16-29.
  • 7DI-IARIWAL A, SUKHATME G, REQUICHA A G. Bacte-rium-inspired robots for environmental monitorng[ C ]//Pro- ceedings of the 2006 IEEE International Conference on Ro- botics and Automation. New Orleans, USA, 2004 : 1436- 1443.
  • 8COELHO L D S, SIERAKOWSKI C A. Bacteria colony ap- proaches with variable velocity applied to path optimization of mobile robots [ C ]//ABCM Symposium Series in Mecha- tronics. Rio de Janeiro, Brazil: ABCM, 2006, 2: 297-304.
  • 9SIERAKOWSKI C A, COELHO L S. Study of two swarm in- telligence techniques for path planning of mobile robots [ C ]//Proceedings of the 16th IFAC World Congress. Prague, Czech Republic, 2005: 1-6.
  • 10SIERAKOWSKI C A, COELHO L S. Path planning optimi- zation for mobile robots based on bacteria colony approach [J]. Advances in Soft Computing, 2006, 34: 187-198.

二级参考文献58

  • 1王丽,王晓凯.一种非线性改变惯性权重的粒子群算法[J].计算机工程与应用,2007,43(4):47-48. 被引量:60
  • 2赵先章,常红星,曾隽芳,高一波.一种基于粒子群算法的移动机器人路径规划方法[J].计算机应用研究,2007,24(3):181-183. 被引量:22
  • 3胡建秀,曾建潮.微粒群算法中惯性权重的调整策略[J].计算机工程,2007,33(11):193-195. 被引量:62
  • 4Kim D H,Cho C H.Bacterial foraging based neural network fuzzy learning[C] //IICAI 2005,2005:2030-2036.
  • 5Acharya D P,Panda G,Mishra S,et al.Bacteria foraging based independent component analysis[C] /International Conference on Computational Intelligonce and Multimedia Applications.Los Alamitos:IEEE Press,2007:527-531.
  • 6Dasgupta S,Biswas A,Das S,et al.Automatic circle detection on images with an adaptive bacterial foraging algorithmiC] //2008 Genetic and Evolutionary Computation Conference(GECCO 2008),2008:1695-1696.
  • 7Chen H,Zhu Y,Hu K.Multi-colony bacteria foraging optimization with cell-to-cell communication for RFID network planning[J].Applied Soft Computing,2010,10:539-547.
  • 8Passino K M.Biomimicry of bacterial foraging for distributed optimization and control[J].IEEE Control Systems Magazine,2002,22:52-67.
  • 9Berg H.Motile behavior of bacteria[J].Phys Today,2000,53(1):24-29.
  • 10Berg H C,Brown D A.Chemotaxis in escherichia coli analyzed by three-dimensional tracking[J].Nature,1972,239:500-504.

共引文献76

同被引文献130

引证文献8

二级引证文献39

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部