华南理工大学学报(自然科学版) ›› 2015, Vol. 43 ›› Issue (3): 78-83.doi: 10.3969/j.issn.1000-565X.2015.03.012

• 电子、通信与自动控制 • 上一篇    下一篇

基于扩展 Prony 算法的平坦快衰落信道预测算法

仲伟志 仲丹丹 井庆丰 刘鑫   

  1. 南京航空航天大学 航天学院,江苏 南京 210006
  • 出版日期:2015-03-25 发布日期:2015-02-10
  • 通信作者: 仲伟志(1980-),女,讲师,主要从事宽带移动通信研究. E-mail:zhongwz@nuaa.edu.cn
  • 作者简介:仲伟志(1980-),女,讲师,主要从事宽带移动通信研究.
  • 基金资助:
    国家自然科学基金青年基金资助项目(61102069,61301105); 江苏省自然科学基金资助项目(BK20140828);南京航空航天大学中央高校基本科研业务费资助项目(NS2015088)

Flat Fast-Fading Channel Prediction Algorithm on the Basis of Extended Prony Algorithm

Zhong Wei-zhi Zhong Dan-dan Jing Qing-feng Liu Xin   

  1. College of Astronautics,Nanjing University of Aeronautics and Astronautics,Nanjing 210006,Jiangsu,China
  • Online:2015-03-25 Published:2015-02-10
  • Contact: 仲伟志(1980-),女,讲师,主要从事宽带移动通信研究. E-mail:zhongwz@nuaa.edu.cn
  • About author:仲伟志(1980-),女,讲师,主要从事宽带移动通信研究.
  • Supported by:
    Supported by the National Natural Science Foundation of China(NSFC)(61102069,61301105) and the Natural Science Foundation of Jiangsu Province(BK20140828)

摘要: 针对最大熵方法(MEM)存在的迭代计算量大和误差扩散的问题,以及 ESPRIT算法存在的平坦快衰落信道预测精度受制于自相关函数估计的问题,文中提出基于扩展Prony 算法的平坦快衰落信道预测算法. 扩展 Prony 算法通过最小二乘法拟合和计算高次代数方程来求复根,无需估计自相关函数且可批量计算,能够提高预测精度和运算效率.理论和仿真结果表明,扩展 Prony 算法较 MEM 和 ESPRIT 算法具有更高的预测精度,同预测精度下具有 3 ~5dB 的信噪比优势,且算法性能稳定,运算效率高.

关键词: 衰落信道, 预测, MEM 算法, ESPRIT 算法, 扩展 Prony 算法

Abstract: In order to overcome the high iteration load and error diffusion existing in maximum entropy method (MEM) and to improve the prediction accuracy of ESPRIT algorithm subjected to autocorrelation function estima-tion,a flat fast-fading channel prediction algorithm on the basis of extended Prony algorithm is proposed. By means of extended Prony algorithm,complex roots can be obtained via least square fitting and higher algebraic equations without estimating autocorrelation function,batch computation becomes possible,and thus both the prediction accu-racy and the computation efficiency improve. Theoretical and simulated results show that,in comparison with MEM and ESPRIT algorithms,extended Prony algorithm provides higher prediction accuracy,3 ~5 dB advantages at the same prediction accuracy,more steady performance and higher operation efficiency.

Key words: fading channel, prediction, MEM algorithm, ESPRIT algorithm, extended Prony algorithm