利用Weaver海浪模型,对拖曳式Overhauser海洋磁场传感器海浪磁噪声与深度、波幅等之间的关系进行了理论分析,证明了在极端海况条件下对海浪磁噪声进行抑制的必要性.为提高海洋磁测灵敏度,提出了一种基于改进的Sage-Husa自适应Kalman算...利用Weaver海浪模型,对拖曳式Overhauser海洋磁场传感器海浪磁噪声与深度、波幅等之间的关系进行了理论分析,证明了在极端海况条件下对海浪磁噪声进行抑制的必要性.为提高海洋磁测灵敏度,提出了一种基于改进的Sage-Husa自适应Kalman算法的海浪磁场噪声抑制方法.仿真结果表明,该方法能在不需要先验的噪声统计或实时参考噪声的情况下,实现磁场噪声协方差的快速收敛;且与常规的Sage-Husa算法相比,改进后的Sage-Husa算法降低了对初始参数的依赖性.另外,设计了一种拖曳式Overhauser海洋磁场传感器测试仪来测试上述算法.对比结果表明该方法不仅实现了磁场噪声统计参数的自适应估计,而且比经典Kalman滤波具有更好的滤波效果;此外,海浪磁噪声的功率谱密度由50 p T/Hz1/2@1Hz下降到6 p T/Hz1/2@1Hz.展开更多
Temporal and three-dimensional(3 D) spatial information is important for the characterization of wireless channels. In this paper, the commonly used array signal processing(ASP) methods to estimate channel parameters ...Temporal and three-dimensional(3 D) spatial information is important for the characterization of wireless channels. In this paper, the commonly used array signal processing(ASP) methods to estimate channel parameters are summarized. Firstly, algorithms that can be used to estimate azimuth angle of arrival(AAo A) and elevation Ao A(EAo A) are introduced. They include multiple signal classification(MUSIC), estimation of signal parameter via rotational invariance techniques(ESPRIT), and Unitary ESPRIT algorithms. Secondly, algorithms that can be used to jointly estimate delay, AAo A, and EAo A are given. They include joint angle and delay estimation(JADE) MUSIC, JADE ESPRIT, shift-invariance(SI) JADE, and space-alternating generalized expectation-maximization(SAGE) algorithms. We also propose an improved SIJADE algorithm to further reduce computation complexity by incorporating with the Unitary ESPRIT algorithm. Performance of the above algorithms to extract only spatial information and to jointly extract temporal and spatial information is compared in both synthetic and 60 GHz real channel environments. Simulation results show that with the inclusion of delay estimation, the joint temporal and spatial estimation algorithms can provide better resolution than algorithms estimating only angles.Measurement data processing results show that MUSIC algorithm can provide comparable results with SAGE algorithm in estimating AAoA and EAoA. SI-JADE and the improved SI-JADE algorithms are also applicable to process 60 GHz channel measurement data.However, MUSIC, SI-JADE, and the improved SI-JADE algorithms can greatly reduce computational burden compared with SAGE algorithm. At last, some future directions are pointed out.展开更多
文摘利用Weaver海浪模型,对拖曳式Overhauser海洋磁场传感器海浪磁噪声与深度、波幅等之间的关系进行了理论分析,证明了在极端海况条件下对海浪磁噪声进行抑制的必要性.为提高海洋磁测灵敏度,提出了一种基于改进的Sage-Husa自适应Kalman算法的海浪磁场噪声抑制方法.仿真结果表明,该方法能在不需要先验的噪声统计或实时参考噪声的情况下,实现磁场噪声协方差的快速收敛;且与常规的Sage-Husa算法相比,改进后的Sage-Husa算法降低了对初始参数的依赖性.另外,设计了一种拖曳式Overhauser海洋磁场传感器测试仪来测试上述算法.对比结果表明该方法不仅实现了磁场噪声统计参数的自适应估计,而且比经典Kalman滤波具有更好的滤波效果;此外,海浪磁噪声的功率谱密度由50 p T/Hz1/2@1Hz下降到6 p T/Hz1/2@1Hz.
基金support from the Natural Science Foundation of China (Grant No. 61210002, 61371110)EU H2020 ITN 5G Wireless project (No. 641985)+1 种基金EU H2020 RISE TESTBED project (No. 734325)EPSRC TOUCAN project (Grant No. EP/L020009/1)
文摘Temporal and three-dimensional(3 D) spatial information is important for the characterization of wireless channels. In this paper, the commonly used array signal processing(ASP) methods to estimate channel parameters are summarized. Firstly, algorithms that can be used to estimate azimuth angle of arrival(AAo A) and elevation Ao A(EAo A) are introduced. They include multiple signal classification(MUSIC), estimation of signal parameter via rotational invariance techniques(ESPRIT), and Unitary ESPRIT algorithms. Secondly, algorithms that can be used to jointly estimate delay, AAo A, and EAo A are given. They include joint angle and delay estimation(JADE) MUSIC, JADE ESPRIT, shift-invariance(SI) JADE, and space-alternating generalized expectation-maximization(SAGE) algorithms. We also propose an improved SIJADE algorithm to further reduce computation complexity by incorporating with the Unitary ESPRIT algorithm. Performance of the above algorithms to extract only spatial information and to jointly extract temporal and spatial information is compared in both synthetic and 60 GHz real channel environments. Simulation results show that with the inclusion of delay estimation, the joint temporal and spatial estimation algorithms can provide better resolution than algorithms estimating only angles.Measurement data processing results show that MUSIC algorithm can provide comparable results with SAGE algorithm in estimating AAoA and EAoA. SI-JADE and the improved SI-JADE algorithms are also applicable to process 60 GHz channel measurement data.However, MUSIC, SI-JADE, and the improved SI-JADE algorithms can greatly reduce computational burden compared with SAGE algorithm. At last, some future directions are pointed out.
