期刊文献+

一种NLOS环境下的TOA/AOA定位算法 被引量:33

A TOA/ AOA Location Algorithm in NLOS Environment
下载PDF
导出
摘要 为了减小NLOS传播的影响,基于几何结构的单次反射统计信道模型,该文提出一种NLOS环境下的TOA/AOA定位算法。利用RBF神经网络较快的学习特性和逼近任意非线性映射的能力,对NLOS传播的误差进行修正以减小NLOS传播的影响,再利用最小二乘(LS)算法进行定位,从而提高系统的定位精度。仿真结果表明,该算法在NLOS环境下有较高的定位精度,性能优于Chan算法,Taylor算法和LS算法。 In order to mitigate the effect of NLOS propagation, based on the Geometry Based Single-Bounced (GBSB)statistical model, a TOA/AOA location algorithm based on the RBF neural network is proposed. The fast study and non-linear approach capacity of the neural network is made use of to correct the error of NLOS propagation, then the position is calculated by Least-Square (LS) algorithm to improve the location accuracy. The simulation results indicate that the location accuracy is significantly improved and the performance of this algorithm is better than that of Chan algorithm, Taylor algorithm and LS algorithm in NLOS environment.
出处 《电子与信息学报》 EI CSCD 北大核心 2009年第1期37-40,共4页 Journal of Electronics & Information Technology
基金 陕西省自然科学基金(2004F12)资助课题
关键词 定位算法 波达时间 电波到达角 非视距传播 最小二乘法 神经网络 Location algorithm TOA AOA NLOS LS algorithm Neural network
  • 相关文献

参考文献6

二级参考文献19

  • 1段凯宇,张力军.一种改进的NLOS环境下的TDOA/AOA混合定位算法[J].电子与信息学报,2006,28(2):203-207. 被引量:9
  • 2袁亚湘 孙文瑜.最优化理论与方法[M].北京:科学出版社,2001..
  • 3Reed J and Rappaport T. An Overview of the challenges and progress in meeting the E -911 Requirement for location Service [ J ]. IEEE Communication Magazine, 1998,4:30 -37.
  • 4Foy W H. Position location solutions by Taylor - Series estimation. IEEE Trans. on Acrospace and Electronic Systems,1976,AES - 12(2) : 187 - 193.
  • 5Chan Y T, Ho K C. A simple and efficient estimator for hyperbolic location. IEEE Trans. on Signal Processing,1994,Sp -42(8) :1905 - 1915.
  • 6Greenstein L J, et al. A new path-gain/delay spread propagation model for digital cellular channel[ J]. IEEE Transa. on VT, 1997, 46(2) : 177 -484.
  • 7Chan Y T, Ho K C. A simple and efficient estimator for hyperbolic location. IEEE Trans. on Signal Processing, 1994,SP-42(8): 1905-1915.
  • 8Ma Changlin, Klukas R, Lachapelle G. An enchanced two-ste pleast squared approach for TDOA/AOA wireless location,ICC2003, Anchorage, Alaska, USA, 2003.5, Vol.2:987-991.
  • 9Cong Li, Zhuang Wei-hua. Hybrid TDOA/AOA mobile user location for wideband CDMA cellular system. IEEE Trans. on Wireless Comunications, 2002, 18(3): 439-447.
  • 10Mendel J M. Lessons in Estimation Theory for Signal Processing,Communications, and Control. Englewood Cliffs, N J: Prentice-Hall PTR, 1995: Lesson 17.

共引文献32

同被引文献301

引证文献33

二级引证文献176

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