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1.
EEMD在土壤剖面反射光谱消噪中的应用   总被引:2,自引:0,他引:2  
实测光谱常含有大量干扰信息,消噪在光谱数据处理和分析中极为重要,它直接影响后续的定量分析和信息挖掘。因此,选择适当的消噪方法是改善光谱分析精度,提升光谱分析能力的一个关键性突破。集合经验模态分解(EEMD)方法是一个以信号固有特征尺度为度量的时空滤波过程,能充分保留信号本身的非线性和非平稳特征,在信号的滤波和消噪中具有较大的优势。结合EEMD的多尺度滤波特性,提出了一种新的EEMD阈值光谱消噪方法,并应用于新疆塔里木河中游典型绿洲33个土壤剖面反射光谱数据的预处理。为探讨EEMD阈值法在土壤剖面反射光谱消噪中的效用,对EEMD阈值法和小波阈值法的消噪结果进行了对比分析。结果表明:与传统的小波阈值法相比,EEMD阈值法消噪结果的信噪比从14.836 6 dB提高到34.275 7 dB,均方根误差由6.786 1×10-5降到7.240 6×10-6,相关系数从0.982 5提高到0.999 8,EEMD阈值法的三个消噪效果衡量指标均优于小波阈值法。证明了EEMD阈值法可有效地去除土壤剖面光谱噪声,较好地保留了光谱的细节信息,提高了光谱的定量分析精度,且与小波阈值消噪方法相比具有较强的可靠性和自适应优势,作为光谱数据预处理的一种新方法,其应用前景良好。  相似文献   

2.
在光谱数据的定量分析中,噪声的存在常常会影响结果的准确性。为提高红外光谱分析精度,需要对光谱数据进行去噪处理。将一种光滑阈值函数和一种分层阈值选取方法应用到提升小波域光谱信号的去噪处理中,并对提升小波重构信号进行中值滤波。对某小麦品种的实测光谱信号,添加信噪比为21.17 dB的噪声后采用该方法进行去噪处理,并利用信噪比(SNR)、均方根误差(RMSE)、峰值平均相对误差(AREPV)以及峰位平均误差(AEPP)四项指标对去噪效果进行评价。结果表明,与软阈值法与硬阈值法相比,该方法能更有效地去除光谱信号中的噪声,保留光谱中的有用信息,提高光谱信噪比,降低均方根误差、峰值平均相对误差以及峰位平均误差,提高光谱的分析能力。  相似文献   

3.
近红外光谱预处理中几种小波消噪方法的分析   总被引:6,自引:3,他引:3  
郝勇  陈斌  朱锐 《光谱学与光谱分析》2006,26(10):1838-1841
以菜籽油的一阶导数近红外光谱为研究对象,探讨小波变换在近红外光谱信号消噪方面的应用,分别采用九点平滑法、小波分解与重构法、非线性小波软阈值法和小波变换模极大值法对导数光谱进行消噪处理并对消噪效果进行比较分析。结果表明,小波变换模极大值光谱消噪法得到了较高的信噪比,小波软阈值法次之,其余两种方法消噪效果较差。小波变换模极大值法有效的保留了光谱的有用信息,为近红外光谱的分析精度和模型的稳健性奠定了良好的基础。  相似文献   

4.
基于小波变换的木材近红外光谱去噪研究   总被引:3,自引:0,他引:3  
木材近红外光谱常常被一系列噪声所污染,影响光谱分析结果。为了提高近红外光谱分析精度,需要对光谱数据进行预处理。光谱导数可以消除光谱背景干扰和基线漂移等因素影响,提高光谱分辨率,但导数光谱在增强信号的同时,也使信号噪声得到增强。应用小波变换对杉木木材近红外一阶导数光谱进行去噪研究,分别采用9点平滑法、25点平滑法、非线性小波硬阈值和软阈值法、9点平滑+小波变换法和25点平滑+小波变换法对光谱数据进行去噪研究。结果显示, 小波变换能够有效去除导数光谱中的噪声信号,保留光谱中的有效信息,提高光谱信噪比,提高光谱的分析能力,在木材近红外光谱分析中具有很好的应用前景。  相似文献   

5.
在紫外可见光谱定量分析中,由于分光光度计内部的光学系统、光源、检测器、电子元器件,电路设计以及外部环境干扰等因素产生的随机噪声,严重影响光谱定量分析结果的准确性,为提高紫外可见光谱分析精度,需要对光谱数据进行去噪预处理。由于小波分析具有多分辨率,低熵性、去相关性等特点,基于小波分析的去噪算法优于传统的去噪算法,目前基于小波去噪的方法主要有模极大值去噪算法,系数相关去噪算法,阈值去噪算法,工程实际应用以Donoho的阈值去噪法最为常用。根据Donoho阈值消噪原理,提出一种基于提升小波变换的阈值改进算法,一方面使用提升小波变换,提升小波变换是第二代小波变换,继承了小波的多分辨率特性,并且不需要进行傅里叶变换,从而具有算法简单,速度快,实现简单的优点;另一方面提出了一种新的阈值函数,克服了硬阈值函数在阈值处不连续以及软阈值函数存在恒定偏差的问题,同时对阈值估计进行了调整,有利于信号小波系数的保留和噪声小波系数的剔除。对三组多金属离子混合溶液的实测紫外可见光谱信号,添加随机噪声后使用该方法进行去噪处理,并使用信噪比(SNR)和均方根误差(RMSE)进行去噪性能评价。试验结果表明,提出的算法优于Donoho的软硬阈值去噪算法,能够有效提高光谱信噪比和降低均方根误差,从而更好地消除光谱信号中的噪声和保留光谱信号中一些重要的细节特征,比较适合用于紫外可见光谱数据建模之前的去噪预处理,在紫外可见光谱信号分析中具有较好的应用前景。  相似文献   

6.
基于EMD的拉曼光谱去噪方法研究   总被引:2,自引:0,他引:2  
经验模态分解(EMD)方法是一个以信号极值特征尺度为度量的时空滤波过程,它充分保留了信号本身的非线性和非平稳特征,在信号的滤波和去噪中具有较大的优势。文章在介绍EMD分解方法的基础上,结合EMD的多尺度滤波特性,提出了一种新的拉曼光谱去噪方法——EMD阈值去噪法。该方法首先对含噪的拉曼光谱信号做EMD分解,得到各阶本征模态函数(IMF),然后对高频的IMF分量用阈值法进行处理,把经过阈值处理后的高频IMF分量与低频IMF分量叠加得到重构的信号,即去噪信号。通过处理对二甲苯的拉曼光谱信号,分析了在不同噪声水平上不同去噪方法的处理效果。实验结果表明EMD阈值去噪法有效地去除了噪声,较好地保留了光谱的细节信息,与小波阈值去噪方法相比较具有自适应的优势,在拉曼光谱去噪中有很好的应用前景。  相似文献   

7.
王文波  张晓东  汪祥莉 《物理学报》2013,62(6):69701-069701
针对脉冲星信号的消噪问题, 提出了一种基于模态单元比例萎缩的经验模态分解(EMD)消噪方法. 利用经验模态分解将含噪脉冲星信号分解为一组内蕴模态函数(IMF), 将IMF中两个过零点间的部分定义为模态单元, 以模态单元为基本单位构造最优比例萎缩因子, 对IMF中的每个模态单元进行比例萎缩去噪, 进而建立基于模态单元比例萎缩的脉冲星信号滤波模型.对含噪脉冲星信号进行了消噪实验分析, 实验结果表明, 与小波硬阈值消噪法、比例萎缩小波消噪法和基于模态单元阈值的EMD消噪法相比, 该方法可以更有效地去除脉冲星信号中的噪声, 同时更好地保留了原信号中的有用细节信息. 关键词: 经验模态分解 脉冲星信号 模态单元比例萎缩 消噪  相似文献   

8.
小波阈值去噪法在农药荧光分析中的应用   总被引:3,自引:3,他引:0       下载免费PDF全文
王玉田  李艳春 《应用光学》2006,27(3):192-194
在农药荧光分析中,最大峰值波长对应的荧光强度的信息直接关系到检测的精度。该文提出用小波变换法对测得的农药荧光光谱进行消噪处理。鉴于软阈值和硬阈值2种方法均存在一定的缺陷,介绍一种新的阈值处理方法——软硬阈值折衷法,并将使用该方法进行小波去噪后的荧光光谱图与用传统模拟低通滤波器去噪后的光谱图进行了比较。结果表明,经小波去噪后的荧光光谱图更多地保留了原信号的信息,有助于提高系统的检测精度。  相似文献   

9.
基于小波变换的体内外酒精含量近红外光谱检测与分析   总被引:1,自引:0,他引:1  
应用小波分析对体外和体内的酒精近红外光谱信号进行去噪分析,通过体外光谱分析确定酒精吸收峰特征范围,为体内近红外光谱分析确定有效区间。软阈值和硬阈值下,分别采用缺省阈值、Birge-Massart阈值和最大最小值阈值,比较酒精光谱去噪,信噪比(signal noise ratio,SNR)和均方根误差(root mean square error,RMSE)去噪效果。结果表明:缺省硬阈值方法对酒精近红外光谱去噪的效果较好;小波变换可以有效去除酒精近红外光谱的噪声,提高信噪比,保留有用真实信号。在不同的酒精浓度下,去噪后的近红外光谱能够较好的显示浓度变化规律。小波分析在近红外光谱法对人体酒精无创检测及定量分析方面有较好的应用前景。  相似文献   

10.
高国荣  刘艳萍  潘琼 《物理学报》2012,61(13):139701-139701
脉冲星辐射信号具有极低的信噪比, 传统降噪方法难以在抑制噪声的同时保留其细节信息. 为此, 提出了一种小波域脉冲星信号消噪方法. 在小波域, 利用一种可导的阈值函数和一种自适应阈值选取方法, 对含噪脉冲星信号进行小波域阈值去噪处理, 并利用信噪比(SNR)、 均方根误差(RMSE)、 峰值相对误差(REPV) 以及峰位误差(EPP) 四项指标来对去噪效果进行评价. 实验结果表明, 与软阈值与硬阈值法相比, 该方法能在有效去除含噪脉冲星信号中的噪声、 显著提高其信噪比的同时, 更有效地保留原始信号中的有用信息, 同时可以获得更小的均方根误差、 脉冲峰值相对误差与峰位误差.  相似文献   

11.
Two-dimensional scanning of a 0.6328 mum guided-light beam has been realized using noncolinear acousto-optic (AO) coplanar Bragg diffraction together with colinear AO guided-mode to substrate radiation-mode conversion in a Z-cut Xpropagation LiNbO3 proton-exchanged (PE) waveguide. The two surface acoustic (SAW) waves utilized are at the center frequencies of 500 and 200 MHz, propagating in the Y and X axes, respectively. Two-dimensional scanning of approximately 720 resolvable light beam spots, namely, 18 40 (horizontal vertical) scanning, has been demonstrated using a light beam of 1.0 mm aperture. The total number of resolvable beam spots can be greatly increased from 720 by simply utilizing SAW transducers of larger bandwidth and a light beam of greater aperture. It should also be possible to significantly increase the diffraction efficiency from 3 % by optimizing the parameters of the PE waveguide and the SAWs.  相似文献   

12.
A simple technique of pulse compression, based on the linear chirp compensation of self-phase modulation (SPM) spectra in dispersion shifted fibers, is demonstrated. The optimization procedure is carried out, for a short span of a single-mode fiber, using a parabolic law, which describes the behavior of the squared output pulse width versus the pump peak power in the case of Gaussian pulses. The experimental results give a minimum pulse duration of 233 fs, which is in good agreement with the model. Shorter and coherent pulses, down to 90 fs, have been obtained by inserting an interference filter at the optical output.  相似文献   

13.
Results of a study of the effect of γ-radiation on the spectral luminescence properties of cadmium tungstate crystals doped with silver, bismuth, and molybdenum cations are presented. Spectral characteristics of the nondnnnoped crystals are briefly described. Absorption and photo and X-ray luminescence spectra of the crystals taken before and after exposure to γ-radiation (5.5·104 Gy) are compared. It is found that the spectral characteristics of the crystals doped with silver, bismuth, and molybdenum cations do not change markedly after the exposure. The relation between the type of impurity-induced defects, individual characteristics of the impurity cations, and the character of the effect of γ-radiation on the spectral luminescence properties of impure crystals is analyzed (preliminarily). Translated from Zhurnal Prikladnoi Spektroskopii, Vol. 64, No. 1, pp. 55–60, January–February, 1997.  相似文献   

14.
The Shanghai Synchrotron Radiation Facility(SSRF)booster ring,a full energy injector for the storage ring,is deigned to accelerate the electron beam energy from 150MeV to 3.5GeV that demands high extraction efficiency at the extraction energy with low beam loss rate when electrons are ramping.Closed orbit distortion(COD)caused by bending magnet field uniformity errors which affects the machine performance harmfully could be effectively reduced by bending magnet location sorting.Considering the affections of random errors in measurement,both ideal sorting and realistic sorting are studied based on measured bending magnet field uniformity errors and one reasonable combination of bending magnets which can reduce the horizontal COD by a factor of 5is given as the final installation sequence of the booster bending magnets in this paper.  相似文献   

15.
16.
A multi-conjugate adaptive optics (MCAO) can offer a possibility of widening field of view (FOV) characterized by the isoplanatic angle, and the choose of conjugate height becomes a basic problem for MCAO, which influences the size of iosplanatic angle. Considering the application of lidar, the isoplanatic angle's expressions of two deformable mirrors (DMs) MCAO for uplink and downlink are deduced. The effects of conjugate heights for dual-conjugate AO are thoughtfully discussed, and the isoplanatic angles are further analyzed. The results show that the isopanatic angle varies with the conjugate height and reaches the maximum as the conjugate height is at the optimal altitude. Moreover, the optimal conjugate height changes with the propagation distance.  相似文献   

17.
Due to the limit of response speed of the present single-photon detector, the code rate is still too low to come into practical use for the present quantum key distribution (QKD) system.A new idea is put up to design a quick single-photon detector.This quick single-photon detector is composed of a multi-port optic-fiber splitter and many avalanche photo diodes (APDs).Au of the ports with APDs work on the time division and cooperate with a logic discriminating and deciding unit driven by the clock signal.The operation frequency lies on the number N of ports, and can reach N times of the conventional single-photon detector.The single-photon prompt detection can come true for high repetition-rate pulses.The applying of this detector will largely raise the code rate of the QKD, and boost the commercial use.  相似文献   

18.
19.
We measure the waveform and phase curves of short optical pulses before and after transmission over different lengths of fibers by use of the pulse analyzer with the frequency-resolved optical gating (FROG),and numerically simulate pulse evolution under the experimental conditions.The nonlinear coefficient of the fiber is given by comparing the experimental results with the numerical ones.Difference between the experiment and numerical simulation is analyzed.  相似文献   

20.
Resonance scattering of elastic spherical shell and cylindrical shell while the surrounding fluid medium has absorption is studied. The normal mode solution derived using exact elastic theory and the separation of variables is still applicable. However, the scattering form function has to be modified for the absorbing medium, otherwise the unreasonable result would be obtained. The backscattering form function in the absorbing medium is redefined, and the form function of elastic spherical and cylindrical shell with vacuum or solid matter filled is calculated in various absorption conditions. The results show that the absorption of surrounding fluid leads to notable attenuation of the coincidence resonances in the mid-frequency, but it has a little influence on the low-frequency resonance scattering induced by the filler inside the shell.  相似文献   

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