空军工程大学 机构 信息与导航学院,西安,710077
纸质出版:2016
移动端阅览
焦玲, 蒋磊, 许华, 童骞, 何启亮. 一种优化高斯粒子滤波的载波频偏估计算法[J]. 微电子学与计算机, 2016, 33(5): 67-71.
JIAO Ling, JIANG Lei, XU Hua, et al. Carrierfrequency Offset Estimation Algorithm Based on Improved Gaussian Particle Filtering[J]. 2016, 33(5): 67-71.
针对单载波频域均衡系统中载波频偏估计问题
建立非线性状态空间模型
提出Unscented高斯粒子滤波(UGPF)频偏估计算法.在时间更新中
利用高斯粒子滤波(GPF)对待估状态变量的状态后验及预测概率分布进行高斯近似
压缩重采样处理环节
能有效缓解粒子退化对滤波性能影响; 量测更新中
引入Unscented卡尔曼构造重要密度函数
融合最新观测值对粒子样本进行修正
优化滤波算法性能.仿真结果表明
该算法较最大似然(ML)、标准粒子滤波(SPF)及高斯粒子滤波算法具有更高的估计精度与更快的收敛速度
在非高斯噪声条件下仍具有较好的频偏跟踪性能.
To improve the performance of carrier frequency offset estimation in SC-FDE system
a nonlinear state space model is built and a new algorithm based on Unscented Gaussian particle filtering(UGPF) is proposed. In the time update step
the algorithm approximates the filtering and predictive densities of the state variables by Gaussian distributions in a PF framework
which make the substituted distribution approximating the true posterior distribution more accurately. The UKF is introduced into the algorithm to use the latest observation for particle samples modification in the measurement update step
which avoids the particle impoverishment problem because the resampling process is not need. Simulation results are presented to corroborate that compared with the existing approaches based on ML
SPF and GPF
the new algorithm not only improves the estimation accuracy and convergence speed
but also has a good performance in non-Gaussian noise environment.
Hussein Hijazi. Joint CFO and time-varying channel estimat-ion by particle filtering in OFDM systems[C]//The 3rd International Conference on Communications and Information Technology. Beirut, 2013: 241-245.
Lopez Salcedo J A, Del Peral Rosado J A, Seco Granados G. Survey on robust carrier tracking techniques[J]. IEEE Com-munications Surveys % Tutorials, 2014, 16(2): 670-688. DOI: 670
吴天琳, 彭华, 黄艳艳, 等. 高阶QAM信号多状态自适应卡尔曼滤波载波同步算法[J]. 信号处理, 2014, 30(6): 718-727. DOI: 718
赵琳. 非线性系统滤波理论[M]. 北京: 国防工业出版社, 2012: 3-5. DOI: 3
王法胜, 鲁明羽, 赵清杰, 等. 粒子滤波算法[J]. 计算机学报, 2014, 37(8): 104-107. DOI: 104
郑作虎, 王首勇. 一种基于GHF的高斯粒子滤波算法[J]. 控制与决策, 2014, 29(9): 1698-1702. DOI: 1698
李妍妍, 张伟. 基于UPF的GPS/SINS组合导航系统设计[J]. 微电子学与计算机, 2014, 31(9): 80-83. DOI: 80
0
浏览量
9
下载量
0
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010602201714号