A Cooperative Localization Method Based on Conjugate Gradient and Taylor Series Expansion Algorithms

被引:0
|
作者
Peng Liang-fu [1 ]
Huang Qin-zhen [1 ]
Lin Yun-song [2 ]
机构
[1] Southwest Univ Nationalities, Coll Elect Infonnat Engn, Chengdu, Peoples R China
[2] Univ Elect Sci & Technol China, Chengdu, Peoples R China
来源
2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4 | 2012年
关键词
wireless location in cellular network; Time difference of arrival (TDOA); Taylor series expansion; conjugate gradient; LOCATION;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Taylor series expansion method based on TDOA (Time Difference of Arrival) is a typical location algorithm in cellular mobile telecommunication system, but its performance depends highly on the selection of initial position because of convergence problem. A new cooperative localization method based on conjugate gradient and Taylor series expansion algorithms is presented to solve this problem. The convergence and computation efficiency are improved by using the result of conjugate gradient method as the initial position in Taylor series expansion method. By comparing with those analogous algorithms, one is using the result of Chan algorithm, and the other is using the result of least square method, as the initial position in Taylor series expansion method, the computer simulation results indicate that the new algorithm has higher computation efficiency than that two analogous algorithms. Simulation results also show that the location accuracy and computation efficiency of the new algorithm can approach the performance obtained by Taylor series expansion method based on true position as the initial position.
引用
收藏
页码:1108 / 1112
页数:5
相关论文
共 50 条
  • [41] An improved kernel regression method based on Taylor expansion
    Zhang, Jiang-She
    Huang, Xing-Fang
    Zhou, Cheng-Hu
    APPLIED MATHEMATICS AND COMPUTATION, 2007, 193 (02) : 419 - 429
  • [42] Q estimation using multifrequency point average method based on the Taylor series expansion with a different order
    Zhang Jin
    Wang Yan-Guo
    Zhang Guo-Shu
    Lan Hui-Tian
    Zhang Hua
    Hao Ya-Ju
    APPLIED GEOPHYSICS, 2021, 18 (04) : 557 - 568
  • [43] A novel Taylor expansion based filter for localization of land-vehicles
    Zhao, Meihong
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2024, 238 (13) : 4271 - 4277
  • [44] Low Complexity Short Baseline Localization Algorithm Based on Taylor Expansion
    You, Xiaoyan
    Wu, Yanbo
    Thu, Min
    Li, Xinguo
    Zhang, Linyuan
    CONFERENCE PROCEEDINGS OF 2019 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (IEEE ICSPCC 2019), 2019,
  • [45] Constrained adaptive filtering algorithms based on conjugate gradient techniques for beamforming
    Wang, L.
    de Lamare, R. C.
    IET SIGNAL PROCESSING, 2010, 4 (06) : 686 - 697
  • [46] Two new spectral conjugate gradient algorithms based on Hestenes–Stiefel
    Wang G.
    Shan R.
    Huang W.
    Liu W.
    Zhao J.
    Shan, Rui (771069643@qq.com), 1600, SAGE Publications Inc., United States (11): : 345 - 352
  • [47] A NUMERICAL STUDY OF VARIOUS ALGORITHMS RELATED TO THE PRECONDITIONED CONJUGATE-GRADIENT METHOD
    JACKSON, CP
    ROBINSON, PC
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 1985, 21 (07) : 1315 - 1338
  • [48] NUMERICAL STUDY OF VARIOUS ALGORITHMS RELATED TO THE PRECONDITIONED CONJUGATE GRADIENT METHOD.
    Jackson, C.P.
    Robinson, P.C.
    1600, (21):
  • [49] Taylor Series Based Localization Method of Moving Persons in 3D Space by UWB Sensors
    Kocur, Dusan
    Svecova, Maria
    Kazimir, Peter
    2019 IEEE 23RD INTERNATIONAL CONFERENCE ON INTELLIGENT ENGINEERING SYSTEMS (INES 2019), 2019, : 17 - 22
  • [50] Signal subspace fitting method based on the Conjugate Gradient
    Wang, Jin
    Zhao, Yongjun
    Wang, Zhigang
    2008 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1 AND 2, 2008, : 172 - 175