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Higher-Order Statistics and Nonlinear Processes in Space Plasmas
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作者 Zhao Zhengyu Dai Honggang Shi Xianqing 《Wuhan University Journal of Natural Sciences》 EI CAS 1998年第2期181-186,共6页
Statistics of order 2 (variance, auto and cross-correlation functions, auto and cross-power spectra) and 3 (skewness, auto and cross-bicorrelation functions, auto and cross-bispectra) are used to analyze the wave-part... Statistics of order 2 (variance, auto and cross-correlation functions, auto and cross-power spectra) and 3 (skewness, auto and cross-bicorrelation functions, auto and cross-bispectra) are used to analyze the wave-particle interaction in space plasmas. The signals considered here are medium scale electron density irregularities and ELF/ULF electrostatic turbulence. Nonlinearities are mainly observed in the ELF range. They are independently pointed out in time series associated with fluctuations in electronic density and in time series associated with the measurement of one electric field component. Peaks in cross-bicorrelation function and in mutual information clearly show that, in well delimited frequency bands, the wave-particle interactions are nonlinear above a certain level of fluctuations. The way the energy is transferred within the frequencies of density fluctuations is indicated by a bi-spectra analysis. 展开更多
关键词 higher-order statistics nonlinear processes space plasmas
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Higher-order nonclassical effects generated by multiple-photon annihilation-then-creation and creation-then-annihilation coherent states
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作者 袁洪春 徐学翔 +2 位作者 肖进 熊超 朱锡芳 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第5期186-191,共6页
We explore two observable nonclassical properties of quantum states generated by repeatedly operating annihilationthen-creation(AC) and creation-then-annihilation(CA) on the coherent state, respectively, such as h... We explore two observable nonclassical properties of quantum states generated by repeatedly operating annihilationthen-creation(AC) and creation-then-annihilation(CA) on the coherent state, respectively, such as higher-order subPoissonian statistics and higher-order squeezing-enhanced effect. The corresponding analytical expressions are derived in detail depending on m. By numerically comparing those quantum properties, it is found that these states above have very different nonclassical properties and nonclassicality is exhibited more strongly after AC operation than after CA operation. 展开更多
关键词 non-Gaussian operation sub-Poissonian statistics higher-order squeezing
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平坦慢衰落信道下基于HOS的PSK调制盲信道估计 被引量:10
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作者 李啸天 雷菁 +2 位作者 刘伟 李艳斌 张润生 《通信学报》 EI CSCD 北大核心 2015年第5期140-147,共8页
提出一种基于符号高阶统计量(HOS,high-order statistics)的MPSK调制信道衰落系数盲估计算法。针对平坦慢衰落信道模型,首先分析了MPSK调制符号高阶统计量特征,证明了MPSK调制符号的M次方符号的值是唯一的,而当1≤M′<M时,调制符号的... 提出一种基于符号高阶统计量(HOS,high-order statistics)的MPSK调制信道衰落系数盲估计算法。针对平坦慢衰落信道模型,首先分析了MPSK调制符号高阶统计量特征,证明了MPSK调制符号的M次方符号的值是唯一的,而当1≤M′<M时,调制符号的M′次方符号在复平面上是对称分布的;之后利用此特征推导出MPSK调制阶数、初始相位和衰落系数估计算法。仿真实验表明,信噪比高于12 d B条件下,HOS算法估计性能与目前平坦慢衰落信道盲估计的主流方法 Lloyd-Max算法相同,而算法复杂度为Lloyd-Max算法的1/50,并且在接收样本符号较少的条件下HOS算法的均方误差曲线收敛于最小二乘估计理论下界。 展开更多
关键词 平坦慢衰落 盲估计 高阶统计量 PSK调制 Lloyd-Max算法
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基于HOS的雷达目标分类新算法
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作者 李会方 俞卞章 梁志恒 《西北工业大学学报》 EI CAS CSCD 北大核心 2001年第2期270-273,共4页
提出一种基于高阶谱 ( HOS)的雷达目标分类方法 ,将双谱概念从频域推广到时域和距离域 ,并给出了将双谱和双相干函数的“均值”及“重心”作为特征量的特征提取新算法 ,在目标散射信号中含有加性噪声和指数噪声的情况下 ,进行了模拟 ,... 提出一种基于高阶谱 ( HOS)的雷达目标分类方法 ,将双谱概念从频域推广到时域和距离域 ,并给出了将双谱和双相干函数的“均值”及“重心”作为特征量的特征提取新算法 ,在目标散射信号中含有加性噪声和指数噪声的情况下 ,进行了模拟 ,同时对 BSB( Brain State in Box)模型的人工神经网络进行了学习训练和分类仿真 。 展开更多
关键词 信号处理 目标分类 高阶统计量 人工神经网络 雷达 高阶谱
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HOS运动目标分割算法在视频监控中的应用 被引量:3
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作者 范欣楠 朱玉文 +1 位作者 刘万春 刘建君 《微电子学与计算机》 CSCD 北大核心 2005年第1期66-69,共4页
为了提高视频监控中运动目标分割的速度和准确度,研究并实现了一种基于高阶统计量HOS(HigherOrderStatistics)的分割算法。首先根据HOS假设检验处理帧差图,判定像素点是否属于运动区域,阈值通过灰度共生矩阵获得,考虑了背景纹理的慢变... 为了提高视频监控中运动目标分割的速度和准确度,研究并实现了一种基于高阶统计量HOS(HigherOrderStatistics)的分割算法。首先根据HOS假设检验处理帧差图,判定像素点是否属于运动区域,阈值通过灰度共生矩阵获得,考虑了背景纹理的慢变化。然后,用矩形框聚类法大致确定运动目标的范围,在该范围内使用形态运算法和首尾扫描法去除空洞。最后,使用模板相与法获得帧图像的运动目标模板,从原图像中分割运动区域。算法采用了由粗到精的分析策略,实验表明,是一种快速稳健的算法。 展开更多
关键词 运动目标分割 视频监控 高阶统计量 灰度共生矩阵
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基于HOS的未知雷达辐射源信号分选 被引量:2
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作者 杨志祥 朱元清 +1 位作者 徐光华 任静波 《电子对抗》 2008年第6期10-13,共4页
对未知雷达辐射源信号进行准确分选是电子对抗领域迫需解决的一个难题。当前用于分选的特征参数主要有相像系数、小波包变换、熵值等,它们普遍存在的问题是在低信噪比下难以获得令人满意的准确率。基于高阶统计量(HOS)可以实现多种... 对未知雷达辐射源信号进行准确分选是电子对抗领域迫需解决的一个难题。当前用于分选的特征参数主要有相像系数、小波包变换、熵值等,它们普遍存在的问题是在低信噪比下难以获得令人满意的准确率。基于高阶统计量(HOS)可以实现多种不同雷达辐射源信号的分类,且具有抑制高斯噪声的优点。文章提出一种基于HOS的未知雷达辐射源信号分选新方法,通过计算机仿真验证,在相同的信噪比条件下,利用HOS进行分选可以获得更高的准确率。 展开更多
关键词 高阶统计量(hos) KOhoNEN神经网络 分选
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Modulation recognition of MIMO radar signal based on joint HOS and SNR algorithm 被引量:3
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作者 Xiaojing Wang Ying Xiong +1 位作者 Yunhao Li Bin Tang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第2期226-236,共11页
This paper presents a joint high order statistics (HOS) and signal-to-noise ratio (SNR) algorithm for the recognition of multiple-input multiple-output (MIMO) radar signal without a priori knowledge of the signa... This paper presents a joint high order statistics (HOS) and signal-to-noise ratio (SNR) algorithm for the recognition of multiple-input multiple-output (MIMO) radar signal without a priori knowledge of the signal parameters. This method is capable of recognizing the MIMO radar signal as well as discriminating it from single-carrier signal adopted by conventional radar. Meanwhile, the sub-carrier number of the none-coding MIMO radar signal is estimated. Extensive simulations are carried out in different operating conditions. Simulation results prove the feasibility and indicate that the recognition probability could reach over 90% when the value of SNR is above 0 dB. 展开更多
关键词 modulation recognition multiple-input multiple-output(MIMO) radar signal high order statistics (hos).
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BLIND ADAPTIVE XPIC BASED ON HOS
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作者 Fu Haiyang Yang Longxiang (Dept. of Comm. Eng., Nanjing University of Posts and Telecomm., Nanjing 210003)Peng Jianglong (Qingdao TeJecommunication Bureau, Qingdao 266000) 《Journal of Electronics(China)》 2001年第2期113-120,共8页
This paper presents a new blind XPIC and a new adaptive blind deconvolutional algorithm based on HOS processing, which separates and equalizes the signals in real time. The simulation results demonstrate that the perf... This paper presents a new blind XPIC and a new adaptive blind deconvolutional algorithm based on HOS processing, which separates and equalizes the signals in real time. The simulation results demonstrate that the performance of the proposed adaptive blind algorithm,compared with the conventional algorithms, is outstanding with the feature of feasibility, stability and fast convergence rate. 展开更多
关键词 HIGH order statistics(hos) BLIND deconvolutional ALGORITHMS CROSS-POLARIZATION INTERFERENCE canceller (XPIC)
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Detection of Nonlinear Behavior Induced by Hard Limiting in Voltage Source Converters in Wind Farms Based on Higher-order Spectral Analysis
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作者 Zetian Zheng Shaowei Huang +2 位作者 Qiangsheng Bu Chen Shen Jun Yan 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2024年第2期630-645,共16页
In recent years, sub-synchronous oscillation accidents caused by wind power integration have received extensive attention. The recorded constant-amplitude waveforms can be induced by either linear or nonlinear oscilla... In recent years, sub-synchronous oscillation accidents caused by wind power integration have received extensive attention. The recorded constant-amplitude waveforms can be induced by either linear or nonlinear oscillation mechanisms. Hence, the nonlinear behavior needs to be distinguished prior to choosing the analysis method. Since the 1960s, the higher-order statistics(HOS) theory has become a powerful tool for the detection of nonlinear behavior(DNB) in production quality control wherein it has mainly been applied to mechanical condition monitoring and fault diagnosis. This study focuses on the hard limiters of the voltage source converter(VSC) control systems in the wind farms and attempts to detect the nonlinear behavior caused by bi-or uni-lateral saturation hard limiting using the HOS analysis. First, the conventional describing function is extended to obtain the detailed frequency domain information on the bi-and uni-lateral saturation hard limiting. Furthermore, the bi-and tri-spectra are introduced as the HOS, which are extended into bi-and tri-coherence spectra to eliminate the effects of the linear parts on the harmonic characteristics of hard limiting in the VSC control system, respectively. The effectiveness of the HOS in the DNB and the classification of the hard-limiting types is proven, and its detailed derivation and estimation procedure is presented. Finally, the quadratic and cubic phase coupling in the signals is illustrated, and the performance of the proposed method is evaluated and discussed. 展开更多
关键词 Bi-coherence spectrum detection of nonlinear behavior hard limiting higher-order statistics tri-coherence spectrum voltage source converter wind farms.
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Uncertainties of critical temperatures based on higher-order fluctuations of the largest fragment charge
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作者 肖尔熙 雷昕 +3 位作者 黄英格 冯玉洁 祝龙 苏军 《Chinese Physics C》 SCIE CAS CSCD 2024年第1期110-124,共15页
The new signature of liquid-gas phase transition has been well indicated by the higher-order fluctuations of the largest fragment charge,but the uncertainties of critical temperatures based on this signature have not ... The new signature of liquid-gas phase transition has been well indicated by the higher-order fluctuations of the largest fragment charge,but the uncertainties of critical temperatures based on this signature have not been revealed.This study extracts the critical temperatures of liquid-gas phase transition in nuclear reactions and investigates their uncertainties.Utilizing the isospin-dependent quantum molecular dynamics model in conjunction with the statistical model GEMINI enables us to describe the dynamical path from the initial to the final state.An isotope thermometer and a quantum fluctuation thermometer are employed to extract the nuclear temperature.The higher-order fluctuations of the largest fragment charge and critical temperatures are studied in^(124)Sn+^(120)Sn collisions ranging from 400 to 1000 MeV/nucleon and^(124)Sn+AZ collisions at 600 MeV/nucleon.Observations revealed that the pseudo-critical point is robustly indicated by the higher-order fluctuations of the largest fragment charge.The critical temperatures extracted by the isotope thermometer are relatively consistent,with an uncertainty of 15%,while those obtained by the quantum fluctuation thermometer are heavily influenced by the incident energy and mass number of target nuclei.The excitation energy E∗and bound charge Zbound are used for event-sorting.These two ensembles represent the statistical properties of the initial and final states of the system,respectively.The initial-final correlations of statistical properties might lead to two phenomena.First,the size distribution of the largest fragment at the pseudo-critical point based on the Zbound ensemble is wide,while that based on E∗ensemble exhibits bimodality,which is a typical characteristic in the liquid-gas coexistence of a finite system.Second,the temperature at the pseudo-critical point based on the Zbound ensemble is higher than that based on the E∗ensemble.Furthermore,the projectile-like system exhibits a significant dynamical effect in its evolution path from the initial to final state,closely associated with the fluctuation of critical temperature. 展开更多
关键词 liquid-gas phase transition higher-order fluctuations of the largest fragment charge critical temperature initial-final correlations of the statistical properties dynamical path isospin-dependent quantum molecular dynamics
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Analysis on statistic characteristics of magnetotelluric signal 被引量:10
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作者 WANG Shu-ming(王书明) +1 位作者 WANG Jia-ying(王家映) 《Acta Seismologica Sinica(English Edition)》 CSCD 2004年第6期735-740,共6页
For magnetotelluric sounding (MT), many processing methods based on power spectrum have put forward lots of hypotheses, such as MT signals are Gaussian, linear and minimum-phase. If practical signals do not satisfy th... For magnetotelluric sounding (MT), many processing methods based on power spectrum have put forward lots of hypotheses, such as MT signals are Gaussian, linear and minimum-phase. If practical signals do not satisfy these requirements, the results will have a few problems as follows. Firstly, when signals are non-linear and non-Gaussian, the information of the earth contained in the MT signals cannot be sufficiently extracted; Secondly, when signals are non-Gaussian and non-minimum phase, the processed results cannot reflect the minimum phase characteristics of the signals. Hence, it is necessary for us to do further research on characteristics of MT signals (YAO, SUN, 1999; LI, CHENG, 2002; Nikias, Petropulu, 1993; ZHANG, 1996). Otherwise, we cannot judge the reliability of the processed results based on power spectrum.…… 展开更多
关键词 MAGNETOTELLURIC bicoherency coefficients tricoherency coefficients zero-point distribution higher-order statistics
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Site Characterization Index for Continuous Power Quality Monitoring Based on Higher-order Statistics
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作者 Olivia Florencias-Oliveros Juan-José González-de-la-Rosa +3 位作者 Jose-María Sierra-Fernández Agustín Agüera-Pérez Manuel-Jesús Espinosa-Gavira José-Carlos Palomares-Salas 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2022年第1期222-231,共10页
The high penetration of distributed generation(DG)has set up a challenge for energy management and consequently for the monitoring and assessment of power quality(PQ).Besides,there are new types of disturbances owing ... The high penetration of distributed generation(DG)has set up a challenge for energy management and consequently for the monitoring and assessment of power quality(PQ).Besides,there are new types of disturbances owing to the uncontrolled connections of non-linear loads.The stochastic behaviour triggers the need for new holistic indicators which also deal with big data of PQ in terms of compression and scalability so as to extract the useful information regarding different network states and the prevailing PQ disturbances for future risk assessment and energy management systems.Permanent and continuous monitoring would guarantee the report to claim for damages and to assess the risk of PQ distortions.In this context,we propose a measurement method that postulates the use of two-dimensional(2D)diagrams based on higher-order statistics(HOSs)and a previous voltage quality index that assesses the voltage supply waveform in a continous monitoring campaign.Being suitable for both PQ and reliability applications,the results conclude that the inclusion of HOS measurements in the industrial metrological reports helps characterize the deviations of the voltage supply waveform,extracting the individual customers’pattern fingerprint,and compressing the data from both time and spatial aspects.The method allows a continuous and robust performance needed in the SG framework.Consequently,the method can be used by an average consumer as a probabilistic method to assess the risk of PQ deviations in site characterization. 展开更多
关键词 Continuous statistical monitoring big data data compression higher-order statistics(hoss) power quality(PQ)
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基于独立分量分析的多次波自适应相减技术 被引量:66
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作者 陆文凯 骆毅 +1 位作者 赵波 钱忠平 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2004年第5期886-891,共6页
针对多次波自适应相减这个关键问题 ,文中首次提出利用独立分量分析技术来实现多次波和一次波的分离 (简称ICAAMS) .现有的多次波自适应相减技术大都是采用输出信号 (一次波 )能量最小准则 ,基于二阶统计量的技术 .本文提出的ICAAMS采... 针对多次波自适应相减这个关键问题 ,文中首次提出利用独立分量分析技术来实现多次波和一次波的分离 (简称ICAAMS) .现有的多次波自适应相减技术大都是采用输出信号 (一次波 )能量最小准则 ,基于二阶统计量的技术 .本文提出的ICAAMS采用了输出信号非高斯性最大准则 ,并利用高阶统计量来表征非高斯性 .简单的褶积模型和复杂的有限差分模型资料处理结果表明 ,本文提出的方法可以有效地分离一次波和多次波 . 展开更多
关键词 独立分量分析 地震勘探 多次波压制 高阶统计量 非高斯性
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多特征融合的低景深图像前景提取算法 被引量:5
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作者 邓小玲 倪江群 +1 位作者 李震 代芬 《自动化学报》 EI CSCD 北大核心 2013年第6期846-851,共6页
针对低景深(Low depth-of-field,DOF)图像,提出了一种融合纹理、颜色和高阶统计量(Higher-order statistics,HOS)特征的聚焦前景提取方法.首先,根据相似性最大化原则,通过迭代获得纹理和颜色特征的优化权重,实现低景深图像的区域分割.然... 针对低景深(Low depth-of-field,DOF)图像,提出了一种融合纹理、颜色和高阶统计量(Higher-order statistics,HOS)特征的聚焦前景提取方法.首先,根据相似性最大化原则,通过迭代获得纹理和颜色特征的优化权重,实现低景深图像的区域分割.然后,根据优化权重值计算颜色空间上的加权HOS值,并结合区域归属前景的划分策略,实现低景深图像的前景提取.实验结果表明,该算法可以同时取得较高的主观和客观评价效果. 展开更多
关键词 前景提取 低景深图像 高阶统计量 权重优化
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基于高阶统计量的压缩宽带频谱盲检测方法 被引量:2
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作者 曹开田 陈晓思 朱文俊 《计算机应用》 CSCD 北大核心 2015年第11期3261-3264,3296,共5页
针对认知无线网络中宽带频谱感知受到高速模数转换器(ADC)器件的技术限制,利用压缩感知理论(CS),采用压缩信号处理技术,直接对压缩观测数据进行分析,推导出宽带频谱检测的高阶判决统计量的概率分布特性,并在此基础上提出了一种基于高阶... 针对认知无线网络中宽带频谱感知受到高速模数转换器(ADC)器件的技术限制,利用压缩感知理论(CS),采用压缩信号处理技术,直接对压缩观测数据进行分析,推导出宽带频谱检测的高阶判决统计量的概率分布特性,并在此基础上提出了一种基于高阶统计量的压缩宽带频谱盲检测算法(HOS-CWSBD)。该算法无需任何有关主用户(PU)信号的先验知识、也无需事先重构出原信号就能实现宽带频谱检测。理论分析和仿真结果均表明,与传统的基于压缩感知理论且需要信号重构的压缩频谱感知算法以及基于Nyquist采样数据的非压缩宽带频谱感知算法相比,该算法具有计算复杂度低、感知性能稳定等优点。 展开更多
关键词 高阶统计量 压缩采样 压缩信号处理 盲检测
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基于运动信息与多尺度分水岭的视频目标分割 被引量:1
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作者 仲兴荣 黄贤武 +1 位作者 王加俊 陈蕾 《计算机工程》 EI CAS CSCD 北大核心 2005年第4期37-39,共3页
从视频序列中提取视频目标是基于内容编码中的一项关键技术。提出了将高阶统计运动检测和多尺度分水岭相结合的视频目标分割算法。该算法首先利用高阶统计运动检测算法检测出运动区域,通过后处理得到运动目标的初始模板。然后,用小波变... 从视频序列中提取视频目标是基于内容编码中的一项关键技术。提出了将高阶统计运动检测和多尺度分水岭相结合的视频目标分割算法。该算法首先利用高阶统计运动检测算法检测出运动区域,通过后处理得到运动目标的初始模板。然后,用小波变换对视频图像进行多分辨率分解。在最低分辨率上应用分水岭算法分割得到具有精确边缘的分割区域,通过将区域融合后的区域逐步投影到高分辨率图像上并结合高分辨率图像上的分水岭算法逐步提取出具有精确边缘的区域。最后,将运动目标的初始模板和多尺度分水岭分割得到的区域结合起来提取出具有精确边缘的视频对象。实验结果表明该算法能有效地分割和提取出视频序列中的视频对象。 展开更多
关键词 高阶统计 运动检测 视频分割 目标提取
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基于经验模态分解/高阶统计法实现微机械陀螺降噪 被引量:3
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作者 王延东 张涛 +1 位作者 杨春雷 马经纬 《光学精密工程》 EI CAS CSCD 北大核心 2016年第3期574-581,共8页
针对微机电系统(MEMS)陀螺存在的非线性、非平稳噪声,提出了应用经验模态分解/高阶统计(EMD-HOS)的降噪方法对MEMS陀螺进行降噪。首先,采集MEMS陀螺输出信号,根据EMD算法将信号分解成本征模态函数(IMF)。采用Bootstrap技术分别估计各IM... 针对微机电系统(MEMS)陀螺存在的非线性、非平稳噪声,提出了应用经验模态分解/高阶统计(EMD-HOS)的降噪方法对MEMS陀螺进行降噪。首先,采集MEMS陀螺输出信号,根据EMD算法将信号分解成本征模态函数(IMF)。采用Bootstrap技术分别估计各IMF的峰度值,进行高斯特性检验,滤除高斯IMF。接着,使用方差聚合法分别计算IMF的Hurst指数,根据Hurst指数计算阈值,对各IMF进行软阈值处理。将阈值处理后的剩余IMF进行重构,达到降噪的目的。最后,通过交叠式Allan方差分析对滤波前后数据进行处理,绘制Allan方差与相关时间关系曲线,利用非线性最小二乘拟合方法,计算陀螺噪声各项指标。实验表明,EMD-HOS和软阈值处理能够有效地对MEMS陀螺降噪,其信噪比提高了5.6 d B,各项陀螺随机噪声关键指标提高近一个量级。 展开更多
关键词 MEMS陀螺 信号消噪 经验模态分解 高阶统计 本征模态函数 软阈值 HURST指数
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基于改进RBFN的信号调制识别方法 被引量:3
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作者 贺涛 周正欧 《信号处理》 CSCD 北大核心 2006年第4期515-518,共4页
应用高阶统计量和RBF神经网络原理,针对数字调制通信信号提出了一种基于统计模式识别理论的信号调制类型识别新方法。采用信号四阶和六阶统计量提取信号特征,使用新设计的误差函数训练RBF神经网络,使得识别的效率和正确度得到了明显的... 应用高阶统计量和RBF神经网络原理,针对数字调制通信信号提出了一种基于统计模式识别理论的信号调制类型识别新方法。采用信号四阶和六阶统计量提取信号特征,使用新设计的误差函数训练RBF神经网络,使得识别的效率和正确度得到了明显的改善。计算机仿真结果证明了此方法的可行性。 展开更多
关键词 调制识别 高阶统计量 径向基函数神经网络 误差函数
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利用高阶累积量和独立分量分析网络进行盲均衡与系统辨识 被引量:2
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作者 刘琚 何振亚 《数据采集与处理》 EI CSCD 1998年第3期201-205,共5页
在高阶累积量的基础上,利用过采样技术和独立分量分析神经网络,得到一种新的自适应盲辨识和信道均衡方法。与同类方法相比,本文提出的方法网络结构简单,不必利用训练序列,可以同时得到系统参数和均衡输出。
关键词 高阶统计 系统辨识 信道均衡 盲均衡 信号处理
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基于M估计变步长自适应仿射投影算法的稳健时延估计 被引量:1
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作者 贾冲 郭明喜 张雄伟 《电子与信息学报》 EI CSCD 北大核心 2008年第5期1080-1083,共4页
该文提出了一种基于M估计变步长自适应仿射投影方法的稳健时延估计(TDE)算法。该算法将自适应仿射投影算法应用于时延估计,无须事先假定信号和噪声的统计特性,自适应调整自身参数;应用稳健M估计理论,抵消重尾噪声干扰。数值仿真表明,在... 该文提出了一种基于M估计变步长自适应仿射投影方法的稳健时延估计(TDE)算法。该算法将自适应仿射投影算法应用于时延估计,无须事先假定信号和噪声的统计特性,自适应调整自身参数;应用稳健M估计理论,抵消重尾噪声干扰。数值仿真表明,在高斯噪声、非高斯噪声甚至冲激噪声的干扰下,该文算法比高阶统计量法和最小均方自适应法有更强的稳健性和更高的估计精度。 展开更多
关键词 时延估计 M估计 变步长自适应仿射投影算法 高阶统计量
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