用于GPS接收抗干扰技术的RLS(Recursive Least Squares)算法改进研究

用于GPS接收抗干扰技术的RLS(Recursive Least Squares)算法改进研究

论文摘要

星基定位系统,特别是GPS(Global Positioning System),在军用和民用领域被广泛应用于定位、导航以及其他与位置有关的服务。但是,GPS信号在用户端是非常微弱并极易被干扰的。因此,GPS系统性能经常因为某些有意或者无意的干扰,而受到严重影响。所以,提高GPS系统定位的准确性、稳健性、可靠性是长久以来都存在的需求。在学界和业界最近的研究中,运用自适应天线阵列的GPS抗干扰技术被广泛关注,各种自适应阵列算法相继被提出。但是总的来说,这些算法都存在一个抗干扰性能和计算复杂度之间的取舍。本文主要针对GPS抗干扰问题,研究了基于自适应阵列的信号处理算法。作者对两种基本的算法,SMI(Sample Matrix Inversion)和RLS(Recursive LeastSquares)算法,在不同干扰数目、功率、到达角情况下的性能做了深入研究。同时,还提出了一种基于正则化原理的稳健RLS算法(R-RLS,Robust RecursiveLeast Squares)。仿真显示,R-RLS算法相较于传统RLS算法获得了更高的SINR,更深的零陷,更快的收敛速度。进一步地,还完成了基于Matlab的GPS链路仿真,验证了R-RLS算法的性能。仿真中,R-RLS算法成功抑制了干扰,期望GPS信号也被GPS接收机的捕获模块成功捕获。同时,R-RLS算法还在真实的GPS场景下进行了实验。实验中,干扰同样被成功抑制,GPS信号也得到了捕获。

论文目录

  • Acknowledgments
  • 摘要
  • Abstract
  • List of tables
  • List of figures
  • CHAPTER 1 INTRODUCTION
  • 1.1 BACKGROUND AND MOTIVATIONS
  • 1.1.1 Background
  • 1.1.2 Motivations
  • 1.2 GPS SYSTEM THEORY
  • 1.2.1 GPS Services
  • 1.2.2 GPS system components
  • 1.2.3 GPS Signal specifications
  • 1.2.4 The GPS Receiver
  • 1.3 LITERATURE REVIEW OF ADAPTIVE ANTENNA ARRAY PROCESSING (APPLIED TO GPS)
  • 1.3.1 Signal model
  • 1.3.2 Basic GPS anti-jamming system: relation between input and output signal
  • 1.4 ANTI-JAMMING ALGORITHM: OPTIMUM CRITERIA
  • 1.4.1 Maximum signal-to-interference ratio
  • 1.4.2 Minimum mean-square error (MMSE)
  • 1.4.3 Maximum likelihood (ML) criterion
  • 1.4.4 Minimum variance distortionless response (MVDR)
  • 1.5 OBJECTIVES
  • 1.6 ORGANIZATION OF THE THESIS
  • CHAPTER 2 ADAPTIVE ARRAY THEORY AND STUDY OF BASIC ANTI-JAMMING ALGORITHMS
  • 2.1 ADAPTIVE ANTENNA ARRAY THEORY
  • 2.1.1 Antennas array fundamentals
  • 2.1.2 Adaptive array processing
  • 2.2 STUDY OF THE SAMPLE MATRIX INVERSION (SMI) ALGORITHM
  • 2.2.1 SMI overview
  • 2.2.2 SMI algorithm simulation and analysis
  • 2.3 STUDY OF RECURSIVE LEAST SQUARES (RLS) ALGORITHM
  • 2.3.1 RLS overview
  • 2.3.2 RLS algorithm simulation and analysis
  • 2.4 CONCLUSION
  • CHAPTER 3 ANTI-JAMMING ALGORITHM FOR GPS AND SIMULATIONS
  • 3.1 IMPROVEMENT OF THE RLS ALGORITHM: STUDY OF ROBUST RECURSIVE LEAST SQUARES (R-RLS) ALGORITHM
  • 3.1.1 R-RLS implementation
  • 3.1.2 R-RLS algorithm simulation and analysis: comparison with RLS
  • 3.2 GPS PLATFORM BUILDING AND SIMULATION RESULTS: APPLICATION OF R-RLS ALGORITHM
  • 3.2.1 C/A code’s generation
  • 3.2.2 Acquisition Module
  • 3.2.3 Simulation results
  • 3.3 CONCLUSION
  • CHAPTER 4 EXPERIMENT FOR THE VERIFICATION OF THE EFFECTIVENESS OF THE ANTI-INTERFERENCE ALGORITHM WITH GPS SYSTEM
  • 4.1 EXPERIMENT SYSTEM
  • 4.2 EXPERIMENT REALIZATION
  • 4.3 CONCLUSION
  • CHAPTER 5 CONCLUSION
  • 5.1 OVERALL SUMMARY
  • 5.2 CONTRIBUTIONS
  • 5.3 DRAWBACKS
  • 5.4 FUTURE WORKS
  • REFERENCES
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    用于GPS接收抗干扰技术的RLS(Recursive Least Squares)算法改进研究
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