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Combining Cubic Spline Interpolation and Fast Fourier Transform to Extend Measuring Range of Reflectometry
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作者 Ju Cheng Jian Lu +7 位作者 Hong-Chao Zhang Feng Lei Maryam Sardar Xin-Tian Bian Fen Zuo Zhong-Hua Shen Xiao-Wu Ni Jin Shi 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第5期20-24,共5页
The reflectometry is a common method used to measure the thickness of thin films. Using a conventional method,its measurable range is limited due to the low resolution of the current spectrometer embedded in the refle... The reflectometry is a common method used to measure the thickness of thin films. Using a conventional method,its measurable range is limited due to the low resolution of the current spectrometer embedded in the reflectometer.We present a simple method, using cubic spline interpolation to resample the spectrum with a high resolution,to extend the measurable transparent film thickness. A large measuring range up to 385 m in optical thickness is achieved with the commonly used system. The numerical calculation and experimental results demonstrate that using the FFT method combined with cubic spline interpolation resampling in reflectrometry, a simple,easy-to-operate, economic measuring system can be achieved with high measuring accuracy and replicability. 展开更多
关键词 FIGURE fft Combining Cubic Spline interpolation and fast fourier transform to Extend Measuring Range of Reflectometry
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Enhanced Wideband Frequency Estimation via FFT: Leveraging Polynomial Interpolation and Array Indexing
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作者 Kiran Jayarama Chien-In Henry Chen 《Journal of Computer and Communications》 2024年第1期35-48,共14页
Accurate frequency estimation in a wideband digital receiver using the FFT algorithm encounters challenges, such as spectral leakage resulting from the FFT’s assumption of signal periodicity. High-resolution FFTs pos... Accurate frequency estimation in a wideband digital receiver using the FFT algorithm encounters challenges, such as spectral leakage resulting from the FFT’s assumption of signal periodicity. High-resolution FFTs pose computational demands, and estimating non-integer multiples of frequency resolution proves exceptionally challenging. This paper introduces two novel methods for enhanced frequency precision: polynomial interpolation and array indexing, comparing their results with super-resolution and scalloping loss. Simulation results demonstrate the effectiveness of the proposed methods in contemporary radar systems, with array indexing providing the best frequency estimation despite utilizing maximum hardware resources. The paper demonstrates a trade-off between accurate frequency estimation and hardware resources when comparing polynomial interpolation and array indexing. 展开更多
关键词 Scalloping Loss Goertzel’s Algorithm SUPER-RESOLUTION fast fourier transform (fft) Decimation in Frequency (DIF) Decimation in Time (DIT) Spectral Leakage Frequency Estimation
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量化噪声对插值fast Fourier transform谐波估计的影响 被引量:5
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作者 陈晗霄 刘红星 王元庆 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2009年第4期473-481,共9页
插值fast Fourier transform(FFT)算法是对谐波频率、幅度和相位三参数进行精确估计的常见方法.信号中的噪声无疑会影响插值FFT算法的谐波估计结果.有文献讨论过信号中的白噪声对插值FFT算法谐波估计结果的影响,尚没有文献讨论过A/D(ana... 插值fast Fourier transform(FFT)算法是对谐波频率、幅度和相位三参数进行精确估计的常见方法.信号中的噪声无疑会影响插值FFT算法的谐波估计结果.有文献讨论过信号中的白噪声对插值FFT算法谐波估计结果的影响,尚没有文献讨论过A/D(analog-to-digital)量化噪声对插值FFT算法谐波估计结果的影响.本文首先对插值FFT谐波估计算法做了简单介绍,接着对A/D量化噪声的特点进行了分析研究.在此基础上,仔细研究了量化噪声对插值FFT谐波估计方法的影响程度——给出了计算模型、进行了大量仿真计算、得出了量化噪声对谐波频率、幅度和相位3参数估计结果影响程度的结论.相信所得结论对电路设计中的A/D器件、信号调理器件等的选型有指导意义. 展开更多
关键词 量化噪声 插值fast fourier transform 谐波估计 影响
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基于插值fast Fourier transform谐波分析的桥梁状态评估方法 被引量:7
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作者 王俊 刘红星 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2009年第4期482-487,共6页
桥梁的环境振动信号包含了各种环境噪声成分,如何从噪声影响中提取桥梁的真实自振频率,并进行桥梁状态评估是亟待解决的问题.本文对环境激励下的大跨桥梁响应信号进行了研究,根据环境激励在低频段近于平白噪声以及线性系统在环境激励下... 桥梁的环境振动信号包含了各种环境噪声成分,如何从噪声影响中提取桥梁的真实自振频率,并进行桥梁状态评估是亟待解决的问题.本文对环境激励下的大跨桥梁响应信号进行了研究,根据环境激励在低频段近于平白噪声以及线性系统在环境激励下,各输出点测量信号之间相关函数与结构的脉冲响应函数具有相同的数学表达式——均是主频正弦函数的叠加这一特点,建立了插值fast Fourier transform(FFT)频谱校正技术分析各测点相关函数的方法.该方法能在白噪声背景下精确提取桥梁振动频率、幅度和相位等模态参数,简单实用,不仅能在线识别参数,而且对桥梁单点激励和多点同时激励均适用.将校正后的主频与三维有限元计算结果相对比,能对桥梁结构整体状态和工作性能进行评估.最后,一座实桥动力试验和计算结果证明了该方法的能有效用于运营条件下桥梁状态的评估. 展开更多
关键词 频谱校正技术 频率 桥梁状态评估
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Cardiac arrhythmias detection in an ECG beat signal using fast fourier transform and artificial neural network 被引量:4
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作者 Himanshu Gothwal Silky Kedawat Rajesh Kumar 《Journal of Biomedical Science and Engineering》 2011年第4期289-296,共8页
Cardiac Arrhythmias shows a condition of abnor-mal electrical activity in the heart which is a threat to humans. This paper presents a method to analyze electrocardiogram (ECG) signal, extract the fea-tures, for the c... Cardiac Arrhythmias shows a condition of abnor-mal electrical activity in the heart which is a threat to humans. This paper presents a method to analyze electrocardiogram (ECG) signal, extract the fea-tures, for the classification of heart beats according to different arrhythmias. Data were obtained from 40 records of the MIT-BIH arrhythmia database (only one lead). Cardiac arrhythmias which are found are Tachycardia, Bradycardia, Supraventricular Tachycardia, Incomplete Bundle Branch Block, Bundle Branch Block, Ventricular Tachycardia. A learning dataset for the neural network was obtained from a twenty records set which were manually classified using MIT-BIH Arrhythmia Database Directory and docu- mentation, taking advantage of the professional experience of a cardiologist. Fast Fourier transforms are used to identify the peaks in the ECG signal and then Neural Networks are applied to identify the diseases. Levenberg Marquardt Back-Propagation algorithm is used to train the network. The results obtained have better efficiency then the previously proposed methods. 展开更多
关键词 CARDIAC ARRHYTHMIAS Neural Network ELECTROCARDIOGRAM (ECG) fast fourier transform (fft)
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A fast acquisition method of DSSS signals using differential decoding and fast Fourier transform 被引量:2
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作者 杨伟君 张朝杰 +2 位作者 金小军 金仲和 徐兆斌 《Journal of Central South University》 SCIE EI CAS 2013年第5期1285-1291,共7页
In low earth orbit (LEO) satellite or missile communication scenarios, signals may experience extremely large Doppler shifts and have short visual time. Thus, direct sequence spread spectrum (DSSS) systems should be a... In low earth orbit (LEO) satellite or missile communication scenarios, signals may experience extremely large Doppler shifts and have short visual time. Thus, direct sequence spread spectrum (DSSS) systems should be able to achieve acquisition in a very short time in spite of large Doppler frequencies. However, the traditional methods cannot solve it well. This work describes a new method that uses a differential decoding technique for Doppler mitigation and a batch process of FFT (fast Fourier transform) and IFFT (invert FFT) for the purpose of parallel code phase search by frequency domain correlation. After the code phase is estimated, another FFT process is carried out to search the Doppler frequency. Since both code phase and Doppler frequency domains are searched in parallel, this architecture can provide acquisition fifty times faster than conventional FFT methods. The performance in terms of the probability of detection and false alarm are also analyzed and simulated, showing that a signal-to-noise ratio (SNR) loss of 3 dB is introduced by the differential decoding. The proposed method is an efficient way to shorten the acquisition time with slightly hardware increasing. 展开更多
关键词 low earth orbit (LEO) satellite spread spectrum fast acquisition fast fourier transform (fft Doppler mitigation
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Novel DDS Based OFDM Transmitter Structure without IFFT and Interpolation Filter 被引量:2
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作者 Sanjun Liu Guangming Gan 《China Communications》 SCIE CSCD 2021年第12期219-229,共11页
The traditional orthogonal frequency divi-sion multiplexing(OFDM)transmitter is implemented by inverse fast Fourier transform(IFFT),up-sampling and low pass shaping filter(LPSF),which occupy a large number of hardware... The traditional orthogonal frequency divi-sion multiplexing(OFDM)transmitter is implemented by inverse fast Fourier transform(IFFT),up-sampling and low pass shaping filter(LPSF),which occupy a large number of hardware resources and have long la-tency.To further meet the 5G and future 6G commu-nication requirements,this paper proposes a novel di-rect digital synthesis(DDS)based OFDM transmitter structure that can replace these modules.Due to the strong parallelism of the system structure,it is very suitable for implementation on field programable gate array(FPGA)platform.After making two special sim-plifications to the primary structure,the refined struc-ture becomes very simple compared with the tradi-tional structures.Most attractively,the proposed struc-ture has the following three advantages that i)the data transformation from frequency domain to time domain has zero latency,ii)the transformation length does not need to be an integer power of 2 and iii)the struc-ture does not even need to use any multiplier,thus leading to low implementation complexity and high speed.Comparative experiments are carried out on Intel FPGA platform which show that our DDS based structure can save more than half of the resources com-pared with the traditional structures and can provide the same bit error rate(BER)performance under the condition without using any LPSF. 展开更多
关键词 OFDM TRANSMITTER direct digital synthe-sis(DDS) fast fourier transform(fft)
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Performance of Continuous Wavelet Transform over Fourier Transform in Features Resolutions
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作者 Michael K. Appiah Sylvester K. Danuor Alfred K. Bienibuor 《International Journal of Geosciences》 CAS 2024年第2期87-105,共19页
This study presents a comparative analysis of two image enhancement techniques, Continuous Wavelet Transform (CWT) and Fast Fourier Transform (FFT), in the context of improving the clarity of high-quality 3D seismic d... This study presents a comparative analysis of two image enhancement techniques, Continuous Wavelet Transform (CWT) and Fast Fourier Transform (FFT), in the context of improving the clarity of high-quality 3D seismic data obtained from the Tano Basin in West Africa, Ghana. The research focuses on a comparative analysis of image clarity in seismic attribute analysis to facilitate the identification of reservoir features within the subsurface structures. The findings of the study indicate that CWT has a significant advantage over FFT in terms of image quality and identifying subsurface structures. The results demonstrate the superior performance of CWT in providing a better representation, making it more effective for seismic attribute analysis. The study highlights the importance of choosing the appropriate image enhancement technique based on the specific application needs and the broader context of the study. While CWT provides high-quality images and superior performance in identifying subsurface structures, the selection between these methods should be made judiciously, taking into account the objectives of the study and the characteristics of the signals being analyzed. The research provides valuable insights into the decision-making process for selecting image enhancement techniques in seismic data analysis, helping researchers and practitioners make informed choices that cater to the unique requirements of their studies. Ultimately, this study contributes to the advancement of the field of subsurface imaging and geological feature identification. 展开更多
关键词 Continuous Wavelet transform (CWT) fast fourier transform (fft) Reservoir Characterization Tano Basin Seismic Data Spectral Decomposition
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Fast Fourier Transform of Multi-Assets Options under Economic Recession Induced Uncertainties
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作者 Philip Ajibola Bankole Olabisi O. Ugbebor 《American Journal of Computational Mathematics》 2019年第3期143-157,共15页
A Fast Fourier transform approach has been presented by Carr & Madan (2009) on a single underlying asset. In this current research paper, we present fast Fourier transform algorithm for the valuation of Multi-asse... A Fast Fourier transform approach has been presented by Carr & Madan (2009) on a single underlying asset. In this current research paper, we present fast Fourier transform algorithm for the valuation of Multi-asset Options under Economic Recession Induced Uncertainties. The issue of multi-dimension in both finite and infinite case of Options is part of the focus of this research. The notion of economic recession was incorporated. An intuition behind the introduction of recession induced volatility uncertainty is revealed by huge volatility variation during the period of economic recession compared to the period of recession-free. Nigeria economic recession outbreak in 2016 and its effects on the uncertainty of the payoffs of Nigeria Stocks Exchange (NSE) among other investments was among the motivating factors for proposing economic recession induced volatility in options pricing. The application of the proposed Fast Fourier Transform algorithm in handling multi-assets options was shown. A new result on options pricing was achieved and capable of yielding efficient option prices during and out of recession. Numerical results were presented on assets in 3-dimensions as an illustration taking Black Scholes prices as a bench mark for method effectiveness comparison. The key findings of this research paper among other crucial contributions could be seen in computational procedure of options valuation in multi-dimensions and uncertainties in options payoffs under the exposure of economic recession. 展开更多
关键词 fast fourier transform (fft) Multi-Assets Finite and Infinite Dimension of ASSETS Economic RECESSION VOLATILITY Change European OPTIONS
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基于双窗全相位FFT的变流器阻抗高精度辨识新方法 被引量:1
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作者 周海龙 《电气自动化》 2024年第2期109-112,共4页
为了提高变流器阻抗辨识精度,提出将布莱克曼双窗全相位快速傅里叶变换算法应用于并网变流器输出阻抗高精度辨识之中。首先,建立了dq坐标系下的三相并网变流器的dq阻抗模型;其次,基于原理分析论证了所提方法具有优良的频谱泄漏抑制性能... 为了提高变流器阻抗辨识精度,提出将布莱克曼双窗全相位快速傅里叶变换算法应用于并网变流器输出阻抗高精度辨识之中。首先,建立了dq坐标系下的三相并网变流器的dq阻抗模型;其次,基于原理分析论证了所提方法具有优良的频谱泄漏抑制性能以及较强的抗噪能力,特别适合于在施加小扰动信号背景下非线性特性较强的并网变流器输出阻抗的高精度辨识,并给出变流器阻抗辨识流程;最后,通过仿真试验,验证了方法的优越性。基于布莱克曼双窗全相位快速傅里叶变换的阻抗辨识方法,相比传统方法能以更高的精度辨识出变流器输出阻抗。 展开更多
关键词 频谱泄漏 阻抗辨识 并网变流器 全相位快速傅里叶变换 小扰动
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一种基于三谱线插值FFT的杂波抑制方法
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作者 王冬华 陈少华 +1 位作者 邹成晓 夏东方 《现代防御技术》 北大核心 2024年第6期80-87,共8页
不同于传统的MTI/MTD算法,提出了一种基于三谱线插值FFT的杂波抑制方法。该方法先对回波信号进行时域加窗处理,抑制非同步采样和周期截断带来的频谱泄漏和栅栏效应,再进行傅里叶变换,采用三谱线插值估算每个距离单元上多个频率和幅度分... 不同于传统的MTI/MTD算法,提出了一种基于三谱线插值FFT的杂波抑制方法。该方法先对回波信号进行时域加窗处理,抑制非同步采样和周期截断带来的频谱泄漏和栅栏效应,再进行傅里叶变换,采用三谱线插值估算每个距离单元上多个频率和幅度分量,并将估算结果与杂波速度阈值进行比较。若高于阈值,即判定当前频率分量对应的幅度值为目标幅度值,并输出多普勒速度信息;否则判定未检测到目标。通过仿真及试验验证了该方法的可行性和有效性。 展开更多
关键词 频谱泄漏 栅栏效应 三谱线插值 快速傅里叶变换 杂波抑制
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Parameter Estimation of Sub-/Super-synchronous Oscillation Based on Interpolated All-phase Fast Fourier Transform with Optimized Window Function
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作者 Bo Sun Xi Wu +3 位作者 Xi Chen Zixiao Zou Qiang Li Bixing Ren 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2024年第4期1031-1041,共11页
In recent years,with increasing amounts of renewable energy sources connecting to power grids,sub-/super-synchronous oscillations(SSOs)occurred more frequently.Due to the time-variant nature of SsO magnitudes and freq... In recent years,with increasing amounts of renewable energy sources connecting to power grids,sub-/super-synchronous oscillations(SSOs)occurred more frequently.Due to the time-variant nature of SsO magnitudes and frequencies,as well as the mutual interferences among SsO modes with close frequencies,the accurate parameter estimation of SsO has become a particularly challenging topic.To solve this issue,this paper proposes an improved spectrum analysis method by improving the window function and a spectrum correction method to achieve higher precision.First,by aiming at the sidelobe characteristics of the window function as evaluation criteria,a combined cosine function is optimized using a genetic algorithm(GA).Furthermore,the obtained window function is self-convolved to extend its excellent characteristics,which have better performance in reducing mutual interference from other SSO modes.Subsequently,a new form of interpolated all-phase fast Fourier transform(IpApFFT)using the optimized window function is proposed to estimate the parameters of SsO.This method allows for phase-unbiased estimation while maintaining algorithmic simplicity and expedience.The performance of the pro-posed method is demonstrated under various conditions,com-pared with other estimation methods.Simulation results validate the effectiveness and superiority of the proposed method. 展开更多
关键词 Sub-/Super-synchronous oscillation(SSO) window function parameter estimation interpolated all-phase fast fourier transform(Apfft)
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可扩展架构的超大点数FFT处理器设计
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作者 王江 吴佳 《现代雷达》 CSCD 北大核心 2024年第5期54-59,共6页
面向合成孔径雷达、遥感、电子对抗等领域研究了一款高性能的超大点数快速傅里叶变换(FFT)处理器。文中提出了一种可扩展架构,即针对不同的应用场景可以动态实时调整FFT算法的基数以及处理点数;存储器划分为16个存储模块,可以通过产生... 面向合成孔径雷达、遥感、电子对抗等领域研究了一款高性能的超大点数快速傅里叶变换(FFT)处理器。文中提出了一种可扩展架构,即针对不同的应用场景可以动态实时调整FFT算法的基数以及处理点数;存储器划分为16个存储模块,可以通过产生无冲突地址进行访问,输出与输入数据帧可以共享同一存储器,具备高效存储器特征。FFT运算采用并行流水线排布,当采用高基算法时,可高并行度访问存储器,实现并行计算,从而获得明显的实时性优势。FFT各级运算采用循环移位寄存器产生地址,以保证蝶算单元输入数据的抽取间隔,并在最后一级输出时进行循环移位寄存器反转操作产生地址,实现输入输出共享存储器。所提设计方法规整、高效、适用范围广泛,便于现场可编程逻辑器件以及集成电路实施,并且也将持续受益于存储器工艺的提升。 展开更多
关键词 快速傅里叶变换 并行计算 可扩展架构 高效存储器 流水线
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基于置零点窗函数的电力谐波FFT分析方法
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作者 李博 尹家悦 +2 位作者 李波 肖勇 曹敏 《电测与仪表》 北大核心 2024年第9期197-203,共7页
基于快速傅里叶变换(fast Fourier transform,FFT)的电力谐波算法,受到栅栏效应与非同步采样频谱泄露的影响,测量精度有待进一步提高。加窗和插值修正算法是改善FFT谐波参数测量准确度的有效方法。文章在置零点余弦窗的旁瓣特性和多项... 基于快速傅里叶变换(fast Fourier transform,FFT)的电力谐波算法,受到栅栏效应与非同步采样频谱泄露的影响,测量精度有待进一步提高。加窗和插值修正算法是改善FFT谐波参数测量准确度的有效方法。文章在置零点余弦窗的旁瓣特性和多项拟合插值算法基础上,提出置零点余弦窗FFT的电力谐波分析方法。根据谐波特点设计不同的余弦窗函数,由于窗函数的设计具有灵活性,针对某一种窗函数的插值算法不再适用,因此给出了更具一般性的双谱线和三谱线插值修正公式,为基于FFT的谐波分析提供新的方法。对旁瓣特性以及各次谐波的频率、幅度、相位的测量算法进行仿真分析,通过与经典的Hanning窗、Nuttal窗、Rife-Vincent窗的比较验证了所提方法具有更高的谐波参数分析精度。 展开更多
关键词 置零点余弦窗 插值 谐波分析 快速傅里叶变换
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基于FFT和Masking的实时语音通话降噪算法
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作者 徐琳娜 《电声技术》 2024年第5期64-66,共3页
针对语音通话质量的提升问题,提出一种基于快速傅里叶变换(Fast Fourier Transform,FFT)和Masking技术的实时语音通话降噪算法。首先,提出一个实时语音通话降噪的基本框架,并研究了帧分割、窗函数处理及FFT的数学原理。其次,阐述了基于... 针对语音通话质量的提升问题,提出一种基于快速傅里叶变换(Fast Fourier Transform,FFT)和Masking技术的实时语音通话降噪算法。首先,提出一个实时语音通话降噪的基本框架,并研究了帧分割、窗函数处理及FFT的数学原理。其次,阐述了基于人耳听觉特性的Masking方法及其在频域中的应用。最后,通过逆快速傅里叶变换(Inverse Fast Fourier Transform,IFFT)将信号转换回时域,并进行实验分析。实验结果表明,该降噪算法可以有效改善语音的清晰度和整体感知质量。 展开更多
关键词 语音降噪 快速傅里叶变换(fft) Masking技术 频域处理
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凯塞窗插值FFT的电力谐波分析与应用 被引量:62
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作者 高云鹏 滕召胜 +1 位作者 温和 曾博 《中国电机工程学报》 EI CSCD 北大核心 2010年第4期43-48,共6页
采用矩形窗、三角窗等基本窗函数和广义余弦窗函数对信号加权可减少非整数周期截断造成的频谱泄漏和栅栏效应的影响,但其效果受到窗函数固定旁瓣性能的制约。通过分析凯塞(Kaiser)窗函数的主瓣与旁瓣衰减可自由选择的特性,提出基于Kaise... 采用矩形窗、三角窗等基本窗函数和广义余弦窗函数对信号加权可减少非整数周期截断造成的频谱泄漏和栅栏效应的影响,但其效果受到窗函数固定旁瓣性能的制约。通过分析凯塞(Kaiser)窗函数的主瓣与旁瓣衰减可自由选择的特性,提出基于Kaiser窗插值快速傅里叶变换(fast Fourier transform,FFT)的电力谐波分析方法,建立奇次、偶次谐波求解的数学模型和实用的插值修正公式,推导信号基波与各次谐波频率、幅值、初相角的计算式。仿真和实测结果表明,Kaiser窗插值FFT方法设计实现灵活、抑制频谱泄漏效果好,据此研制的三相多功能谐波电能表的基波有功误差≤0.2%,基波无功误差≤1%,2~21次谐波分析满足GB/T14549—1993的A类谐波测量仪器要求。 展开更多
关键词 谐波分析 KAISER窗 插值快速傅里叶变换 频谱泄漏 电能计量
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基于Nuttall自卷积窗的改进FFT谱分析方法 被引量:45
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作者 曾博 唐求 +3 位作者 卿柏元 温和 李刚 滕召胜 《电工技术学报》 EI CSCD 北大核心 2014年第7期59-65,共7页
建立性能优良的窗函数是提高频谱分析准确度的关键。本文用Nuttall窗进行时域卷积运算构建Nuttall自卷积窗,具有旁瓣性能随卷积次数增加而迅速提升的优点;提出基于Nuttall自卷积窗的改进FFT谱分析方法,采用最小二乘法推导离散频谱插值... 建立性能优良的窗函数是提高频谱分析准确度的关键。本文用Nuttall窗进行时域卷积运算构建Nuttall自卷积窗,具有旁瓣性能随卷积次数增加而迅速提升的优点;提出基于Nuttall自卷积窗的改进FFT谱分析方法,采用最小二乘法推导离散频谱插值多项式,建立谐波参数准确求解算法;通过仿真实验验证Nuttall自卷积窗及改进FFT谱分析方法的有效性和准确性。 展开更多
关键词 Nuttall自卷积窗 改进快速傅里叶变换 谱分析 最小二乘法 插值多项式
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基于FFT和神经网络的非整数次谐波检测方法 被引量:72
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作者 向东阳 王公宝 +1 位作者 马伟明 张文博 《中国电机工程学报》 EI CSCD 北大核心 2005年第9期35-39,共5页
运用人工神经网络模型进行整数次谐波检测可达到较高的检测精度,但这种线性神经元模型不适合非整数次谐波的检测。为精确检测非整数次谐波, 文中提出了一种改进进的线性人工神经元模型,并将加汉宁窗的FFT 算法和改进的线性人工神经元模... 运用人工神经网络模型进行整数次谐波检测可达到较高的检测精度,但这种线性神经元模型不适合非整数次谐波的检测。为精确检测非整数次谐波, 文中提出了一种改进进的线性人工神经元模型,并将加汉宁窗的FFT 算法和改进的线性人工神经元模型结合起来,提出了一种用于非整数次谐波检测的新方法。该方法首先对采样信号用加汉宁窗的FFT 算法进行预处理,得到了谐波个数和精度不高的谐波次数;其次根据谐波个数设定神经元的个数,根据预处理后得到的谐波次数设定神经网络谐波次数迭代的初始值;最后对改进后的人工神经网络进行训练,便可实现非整数次谐波的精确检测。仿真实例表明,该方法能将频率相近的非整数次谐波分离,可有效地提高谐波参数的检测精度,为谐波治理提供良好的依据。 展开更多
关键词 非整数 次谐波 检测方法 人工神经网络模型 神经元模型 fft算法 检测精度 谐波检测 精确检测 采样信号 谐波参数 谐波治理 预处理 线性 个数 初始值 设定 仿真
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改进加窗插值FFT动态谐波分析算法及应用 被引量:81
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作者 温和 滕召胜 +2 位作者 王永 曾博 郑丹 《电工技术学报》 EI CSCD 北大核心 2012年第12期270-277,共8页
为减少加窗插值FFT谐波分析算法中的频谱泄漏和栅栏效应,本文分析了旁瓣最低与最速下降窗的频谱特性,提出了基于4项旁瓣最低与最速下降窗的插值FFT谐波分析算法,运用多项式拟合求出了简单实用的插值修正公式,减少了谐波分析时的计算量... 为减少加窗插值FFT谐波分析算法中的频谱泄漏和栅栏效应,本文分析了旁瓣最低与最速下降窗的频谱特性,提出了基于4项旁瓣最低与最速下降窗的插值FFT谐波分析算法,运用多项式拟合求出了简单实用的插值修正公式,减少了谐波分析时的计算量。仿真结果表明,在非同步采样和非整数周期截断条件下,本文所提出的谐波分析方法适合于弱信号和包含2~21次谐波的电力信号的精确分析。本文还给出了算法在三相多功能谐波电能表中的应用情况,验证了算法的有效性和准确性。 展开更多
关键词 谐波分析 频谱泄漏 旁瓣最低与最速下降窗 插值算法 快速傅里叶变换
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基于双窗全相位FFT双谱线校正的电力谐波分析 被引量:42
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作者 张鸿博 蔡晓峰 鲁改凤 《仪器仪表学报》 EI CAS CSCD 北大核心 2015年第12期2835-2841,共7页
基于快速傅里叶变换的电力谐波分析在非同步采样情况下存在频谱泄露,影响测量精度。为抑制频谱泄露对谐波分析的影响,分析对比了双窗全相位FFT与传统加窗FFT在抑制频谱泄露方面的特点,并通过计算证明了双窗全相位FFT在电力谐波分析中的... 基于快速傅里叶变换的电力谐波分析在非同步采样情况下存在频谱泄露,影响测量精度。为抑制频谱泄露对谐波分析的影响,分析对比了双窗全相位FFT与传统加窗FFT在抑制频谱泄露方面的特点,并通过计算证明了双窗全相位FFT在电力谐波分析中的独特优势。针对全相位频谱分析通常采用的时移相位差法存在计算量大、实时性差及存在相位模糊现象等不足,提出了一种基于双窗全相位FFT双谱线校正的谐波分析算法,利用基波频点附近的两条谱线幅值计算基波频率,进而推导了简洁实用的谐波幅值校正公式。该算法实现方便,且实时性优于相位差法。通过与传统加Hanning窗、Nuttall窗插值FFT的仿真对比验证了新算法具有更高精度,基于该算法的实验结果也验证了算法的有效性。 展开更多
关键词 谐波 全相位 快速傅里叶变换 窗函数 插值
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