期刊文献+

基于改进MCL的车间移动资源定位算法研究

Research on the Location Algorithm of Workshop Mobile Resources Based on Improved MCL
在线阅读 下载PDF
导出
摘要 针对蒙特卡罗定位算法在无线传感网络中定位精度和取样效率不高的问题,提出一种基于高斯-马尔科夫移动模型改进的蒙特卡罗定位算法.通过分析车间移动资源的移动规律,引入高斯移动模型预测,减少取样区域,优化滤波算法,提高取样效率和定位精度.仿真结果表明,当节点移动时,该算法的取样效率和定位精度均有所提高. To improve the location accuracy and sampling efficiency of Monte Carlo localization algorithm in wireless sensor network,an improved Monte Carlo location algorithm based on Gauss Markov moving model is proposed.By analyzing the moving rules of the mobile resources in the workshop,the Gauss mobile model is introduced to predict the sampling area,optimize the filtering algorithm,and improve the sampling efficiency and positioning accuracy.Simulation results show that the sampling efficiency and location accuracy of the proposed algorithm are improved when the node moves.
作者 刘小园
出处 《淮海工学院学报(自然科学版)》 CAS 2017年第3期20-24,共5页 Journal of Huaihai Institute of Technology:Natural Sciences Edition
基金 广东省高等职业技术教育研究会立项课题(GDGZ16Y079) 中国职业技术教育学会教学工作委员会研究课题(1710570) 云浮市科技局科技计划项目(201702-2)
关键词 移动节点 蒙特卡罗定位算法 取样效率 定位精度 mobile node Monte Carlo location algorithm sampling efficiency location accuracy
  • 相关文献

参考文献2

二级参考文献19

  • 1徐鑫鑫,王玲,张衡阳.无线移动Ad hoc网络移动模型研究[J].计算机应用研究,2009,26(3):804-808. 被引量:7
  • 2王福豹,史龙,任丰原.无线传感器网络中的自身定位系统和算法[J].软件学报,2005,16(5):857-868. 被引量:676
  • 3张行文,孙宝林.Ad Hoc网络移动模型研究[J].计算机工程与应用,2006,42(29):126-128. 被引量:7
  • 4陆克中,王汝传,帅小应.保持粒子活性的改进粒子群优化算法[J].计算机工程与应用,2007,43(11):35-38. 被引量:14
  • 5CAMP T, BOLENG J, DAVIES V. A survey of mobility models for ad hoc network research [ J]. Wireless Communications and Mobile Compu- ting, 2002, 2 (5) : 483 - 502.
  • 6BETYSTETYER C. Mobility modeling in wireless networks : categorization, smooth movement and border effects [ J ]. ACM S1GMOBILE Mobile Computing and Communication Review, 2001,5 ( 3 ) : 55 - 67.
  • 7AKBARI T J. Mobility prediction in mobile wireless networks [J]. lournal of Network and Computer Applications, 2012, 35(5) : 1633 - 1645.
  • 8KEUNG G Y, ZHANG Q, LIB. The delay-constrained information coverage problem in mobile sensor networks: single hop case [ J ]. Wireless Networks, 2010, 16(7): 1961-1973.
  • 9COOPER N, MEGHANATHAN N. Impact of mobility models on multi-path muting in mobile ad hoc networks[ J]. International Journal of Com- puter Networks & Communications, 2010, 2 ( 1 ) :185 - 194.
  • 10LIANG B, HAAS Z J. Predictive distance-based mobility management for PCS networks [ C ]. Eighteenth Annual Joint Conference of the IEEE Computer and Communications Societies. IEEE, 1999, 3 : 1377 - 1384.

共引文献11

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