期刊文献+
共找到52篇文章
< 1 2 3 >
每页显示 20 50 100
Enhanced Wideband Frequency Estimation via FFT: Leveraging Polynomial Interpolation and Array Indexing
1
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
下载PDF
一种短波衰落信道下FSK信号FFT解调方法 被引量:5
2
作者 王晓亚 《无线电通信技术》 2015年第6期27-31,共5页
对传统FSK信号的多种解调方法进行了简单介绍,在短波衰落信道下,由于多径和衰落的影响,其解调性能严重恶化,甚至不能得到正确的比特流。提出了一种基于时频域的FFT的FSK信号解调方法,利用FSK信号不同频率点处的功率谱峰值进行检测判决,... 对传统FSK信号的多种解调方法进行了简单介绍,在短波衰落信道下,由于多径和衰落的影响,其解调性能严重恶化,甚至不能得到正确的比特流。提出了一种基于时频域的FFT的FSK信号解调方法,利用FSK信号不同频率点处的功率谱峰值进行检测判决,并详细介绍了其实现方法。对其在高斯白噪声下的性能进行了仿真,性能与非相干包络解调理论性能相当,而对衰落信号,相比其他解调方法,此解调方法也可以给出较好的解调效果,适用于工程应用。 展开更多
关键词 FSK信号 Fast FOURIER Transform(fft) 解调
下载PDF
基于图控分离和2次分类的无人机信号识别方法
3
作者 王安平 吕振彬 +3 位作者 扆梓轩 沈华明 黄家鹏 陆文斌 《上海大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第3期435-450,共16页
无人机(unmanned aerial vehicle, UAV)行业的快速发展给重要场所的低空空域带来安全隐患.为了对无人机实施有效管制,研制一套能够识别无人机信号的无线电侦测系统有重要意义.针对相似无人机之间识别困难的问题,提出了一种基于图控分离... 无人机(unmanned aerial vehicle, UAV)行业的快速发展给重要场所的低空空域带来安全隐患.为了对无人机实施有效管制,研制一套能够识别无人机信号的无线电侦测系统有重要意义.针对相似无人机之间识别困难的问题,提出了一种基于图控分离和2次分类的无人机信号识别方法.该方法基于无人机图像传输信号(image transmission signal, ITS)的循环特性提取其时域参数,采用分类决策树对无人机进行初步分类识别;再通过分离无人机的图像传输信号与飞行控制信号(flight control signal, FCS)的方式分别提取其时频特征参数;最后进行了2次分类识别.实验结果表明,对于6种常见无人机的通信信号,在信噪比(signal-to-noise ratio, SNR)为0 d B时平均识别准确率可达97.4%,说明该方法可以精确识别无人机. 展开更多
关键词 无线电侦测 正交频分复用 分段快速傅里叶变换(fast Fourier transform fft) 时频分析 特征提取
下载PDF
Performance of Continuous Wavelet Transform over Fourier Transform in Features Resolutions
4
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
下载PDF
有限冲击响应滤波(FIR)和快速傅里叶变换(FFT)在激发极化法中的应用 被引量:2
5
作者 薛品 李志华 +1 位作者 沈茂丁 徐华文 《科学技术与工程》 北大核心 2015年第29期39-45,共7页
在水文工程地质和物探找矿等领域,由于二次场电压受到多种噪声干扰,常规的硬件补偿电路或滤波电路有时无法达到精度和实时处理的要求,甚至增加系统设计的难度和成本。为了解决这些问题,提出并实现将有限冲击响应(finite impulse respons... 在水文工程地质和物探找矿等领域,由于二次场电压受到多种噪声干扰,常规的硬件补偿电路或滤波电路有时无法达到精度和实时处理的要求,甚至增加系统设计的难度和成本。为了解决这些问题,提出并实现将有限冲击响应(finite impulse response,FIR)滤波和快速傅里叶变换(fast Fourier transformation,FFT)应用在需要通过测量二次场电压测明某一区域内视电阻率或视幅频率的分布式激发极化法中。通过Matlab仿真和水槽模型试验模拟和验证了FIR滤波和FFT在激发极化法中的可行性和有效性。 展开更多
关键词 激发极化法 有限冲击响应(finite impulse response FIR)滤波 快速傅里叶变换(fast Fourier transformation fft) 视电阻率 视幅频率
下载PDF
Recognition of Milankovitch cycles in the stratigraphic record: application of the CWT and the FFT to well-log data 被引量:8
6
作者 YU Ji-feng SUI Feng-gui +2 位作者 LI Zeng-xue LIU Hua WANG Yu-lin 《Journal of China University of Mining and Technology》 EI 2008年第4期594-598,共5页
The authors applied a the combination of Continuous Wavelet Transform (CWT) and Fast Fourier Transform (FFT) methods to gamma ray well-log data from the Q3, G1 and D2 wells. This high-resolution stratigraphic study wa... The authors applied a the combination of Continuous Wavelet Transform (CWT) and Fast Fourier Transform (FFT) methods to gamma ray well-log data from the Q3, G1 and D2 wells. This high-resolution stratigraphic study was based on Milankovitch's orbital cycle theory. It was found that the CWT scale factors, ‘a,’ of 12, 24 and 60 match the ratios of the periodicities of precession, obliquity and eccentricity very well. Nine intervals of the Permo-carboniferous strata were recognized to have Milankovitch cycles in them. For example, section A of well Q3 has 29 precession cycles, 15 obliquity cycles and 7 short eccentricity cycles. The wavelengths are 2.7, 4.4 and 7.8 m for precession, obliquity and eccentricity, respectively. Important geological parameters such as the stratigraphic completeness and the accumulation rate were also estimated. These results provide basic information for further cyclostratigraphic correlation studies in the area. They are of great significance for the study of ancient and future climate change. 展开更多
关键词 Milankovitch cycle continuous wavelet transform (CWT) fast Fourier transform fft well logs
下载PDF
A Precise Algorithm for Non-Integer Harmonics Analysis Based on FFT and Neural Network 被引量:4
7
作者 WANGGong-bao MAWei-ming +1 位作者 XIANGDong-yang ZHANGwen-bo 《Wuhan University Journal of Natural Sciences》 CAS 2004年第4期454-458,共5页
By means of an arificial neural network (ANN) model, higher measurement accuracy of integer harmonics can be obtained. Combining the windowed fast Fourier transform (FFT) algorithm with the improved ANN model, we pres... By means of an arificial neural network (ANN) model, higher measurement accuracy of integer harmonics can be obtained. Combining the windowed fast Fourier transform (FFT) algorithm with the improved ANN model, we present a new precise algorithm for non-integer harmonics analysis. According to the result obtained from the Hanning-windowed FFT algorithm, we choose the initial values of orders of harmonics for the neural network. Through such processing, the time of iterations is shortened and the convergence rate of neural network is raised thereby. The simulation results show that close non-integer harmonics can be separated from a signal with higher accuracy and better real-time by using the algorithm presented in the paper. Key words fast Fourier transform (FFT) - artificial neural network (ANN) - Hanning-window - harmonics analysis CLC number TM 935 Foundation item: Supported by the Teaching and Research Award Program for Outstanding Young Teachers in Higher Education Institutions of China (2001-182) and the Science Foundation of Naval University of Engineering(HGDJJ03001).Biography: WANG Gong-bao (1962-), male, Professor, research direction: artificial neural network, wavelet analysis and their applications to signal processing in electric power systems. 展开更多
关键词 fast Fourier transform (fft) artificial neural network (ANN) Hanning-window harmonics analysis
下载PDF
Novel DDS Based OFDM Transmitter Structure without IFFT and Interpolation Filter 被引量:2
8
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)
下载PDF
ASIC Design of Floating-Point FFT Processor 被引量:2
9
作者 陈禾 赵忠武 《Journal of Beijing Institute of Technology》 EI CAS 2004年第4期389-393,共5页
An application specific integrated circuit (ASIC) design of a 1024 points floating-point fast Fourier transform(FFT) processor is presented. It can satisfy the requirement of high accuracy FFT result in related fields... An application specific integrated circuit (ASIC) design of a 1024 points floating-point fast Fourier transform(FFT) processor is presented. It can satisfy the requirement of high accuracy FFT result in related fields. Several novel design techniques for floating-point adder and multiplier are introduced in detail to enhance the speed of the system. At the same time, the power consumption is decreased. The hardware area is effectively reduced as an improved butterfly processor is developed. There is a substantial increase in the performance of the design since a pipelined architecture is adopted, and very large scale integrated (VLSI) is easy to realize due to the regularity. A result of validation using field programmable gate array (FPGA) is shown at the end. When the system clock is set to 50 MHz, 204.8 μs is needed to complete the operation of FFT computation. 展开更多
关键词 application specific integrated circuit(ASIC) fast Fourier transform(fft) FLOATING-POINT PIPELINE very large scale integrated(VLSI)
下载PDF
Parallel FFT Algorithm on Computer Clusters
10
作者 YU Xiu-min 《Journal of Northeast Agricultural University(English Edition)》 CAS 2005年第2期160-162,共3页
DFT is widely applied in the field of signal process and others. Most present rapid ways of calculation are either based on paralleled computers connected by such particular systems like butterfly network, hypercube e... DFT is widely applied in the field of signal process and others. Most present rapid ways of calculation are either based on paralleled computers connected by such particular systems like butterfly network, hypercube etc; or based on the assumption of instant transportation, non-conflict communication, complete connection of paralleled processors and unlimited usable processors. However, the delay of communication in the system of information transmission cannot be ignored. This paper works on the following aspects: instant transmission, dispatching missions, and the path of information through the communication link in the computer cluster systems; layout of the dynamic FFT algorithm under the different structures of computer clusters. 展开更多
关键词 fast fourier transform fft computer clusters ALGORITHM
下载PDF
AN FFT-BASED SELF-SIMILAR TRAFFIC GENERATOR
11
作者 施建俊 薛质 诸鸿文 《Journal of Shanghai Jiaotong university(Science)》 EI 2001年第1期48-51,共4页
The self similarity of the network traffic has great influences on the performance. But there are few analytical or even numerical solutions for such a model. So simulation becomes the most efficient method for resear... The self similarity of the network traffic has great influences on the performance. But there are few analytical or even numerical solutions for such a model. So simulation becomes the most efficient method for research. Fractal Gaussian noise (FGN) is the most popularly used self similar model. This paper presented an FGN generator based on fast Fourier transform (FFT). The study indicates that this algorithm is fairly fast and accurate. 展开更多
关键词 self similar fractal Gaussian noise (FGN) fast Fourier transform (fft)
下载PDF
NOVEL HIGH-SPEED FPGA-BASED FFT PROCESSOR
12
作者 王旭东 徐伟 党小宇 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2013年第1期82-87,共6页
A novel architecture for computing the fast Fourier transform ( FFT ) on programmable devices is presented.To improve the system operation speed , a hybrid parallel FFT algorithm is used.Results indicate that the use ... A novel architecture for computing the fast Fourier transform ( FFT ) on programmable devices is presented.To improve the system operation speed , a hybrid parallel FFT algorithm is used.Results indicate that the use of an 8×8parallel structure for realizing the 64-point FFT leads to a 8times higher processing speed compared with its counterparts employing other series of techniques. 展开更多
关键词 field programmable gate arrays ( FPGA ) fast Fourier transform ( fft ) time-efficient hybrid parallel structure software define radio
下载PDF
Use of FFT in Protein Sequence Comparison under Their Binary Representations
13
作者 Jayanta Pal Soumen Ghosh +1 位作者 Bansibadan Maji Dilip Kumar Bhattacharya 《Computational Molecular Bioscience》 2016年第2期33-40,共9页
The paper considers Voss type representation of amino acids and uses FFT on the represented binary sequences to get the spectrum in the frequency domain. Based on the analysis of this spectrum by using the method of i... The paper considers Voss type representation of amino acids and uses FFT on the represented binary sequences to get the spectrum in the frequency domain. Based on the analysis of this spectrum by using the method of inter coefficient difference (ICD), it compares protein sequences of ND5 and ND6 category. Results obtained agree with the standard ones. The purpose of the paper is to extend the ICD method of comparison of DNA sequences to comparison of protein sequences. The topic of discussion is to develop a novel method of comparing protein sequences. The main achievements of the work are that the method applied is completely new of its kind, so far as protein sequence comparison is concerned and moreover the results of comparison agree with the previous results obtained by other methods for the same category of protein sequences. 展开更多
关键词 Voss Type Representation Inter-Coefficient Difference (ICD) Method Distance Matrix Phylogenetic Tree Fast Fourier Transform (fft) ND5 and ND6 Category of Protein
下载PDF
汽车高速行驶时轮速信号时频域变换处理方法 被引量:9
14
作者 韩宗奇 王立强 +1 位作者 王瑞林 王华宾 《机械工程学报》 EI CAS CSCD 北大核心 2014年第16期155-161,共7页
汽车在高速行驶时,轮速传感器信号的信噪比降低以及由轮速信号计算数据的发散性是汽车安全有效控制的难题。将轮速传感器信号用快速傅里叶变换(Fast Fourier transform,FFT)到频域,在频域里研究真实信号和噪声的波形特点。在频域里,真... 汽车在高速行驶时,轮速传感器信号的信噪比降低以及由轮速信号计算数据的发散性是汽车安全有效控制的难题。将轮速传感器信号用快速傅里叶变换(Fast Fourier transform,FFT)到频域,在频域里研究真实信号和噪声的波形特点。在频域里,真实信号频域范围很窄但能量很强;而噪声频率范围很宽但能量很低。据此提出用FFT与傅里叶逆变换(Inverse fast Fourier transform,IFFT)处理轮速信号的新方法。将采集的轮速信号进行FFT变换,在频域里保持信号的能量不变,用曲线拟合的方法将噪声的能量进一步降低。经如此频域'滤波'后,再通过IFFT逆变换获得时域的真实信号。经过此FFT/IFFT处理后的轮速信号的信噪比(Signal-to-noise ratio,S/N)显著提高。在间接式轮胎气压监测系统(Tire pressure monitoring system,TPMS)的实车道路试验中,分别对轮速信号进行电路滤波、卡尔曼滤波与FFT/IFFT滤波效果进行比较,FFT/IFFT处理轮速信号能有效消除噪声,效果最好。 展开更多
关键词 轮速信号 傅里叶变换 频域滤波 信噪比 fast FOURIER transform(fft)
下载PDF
双粗糙面滑动过程考虑黏着时的摩擦学性能分析 被引量:4
15
作者 赖联锋 高诚辉 黄健萌 《中国机械工程》 EI CAS CSCD 北大核心 2014年第4期534-538,共5页
建立了二维双粗糙体分形表面的接触模型,在固定滑动速度工况下考虑材料的磨损失效,针对是否考虑接触过程中的黏着因素,动态探讨了粗糙体在滑动过程中的摩擦磨损变化情况。运用有限元方法对滑动过程的摩擦磨损进行模拟仿真,得出考虑黏着... 建立了二维双粗糙体分形表面的接触模型,在固定滑动速度工况下考虑材料的磨损失效,针对是否考虑接触过程中的黏着因素,动态探讨了粗糙体在滑动过程中的摩擦磨损变化情况。运用有限元方法对滑动过程的摩擦磨损进行模拟仿真,得出考虑黏着因素的界面剪切强度τ=σy/3(σy为材料的屈服应力)时的摩擦因数平均值为0.48;对滑动过程是否考虑黏着因素的磨损率及振动情况进行分析比较,引入快速傅里叶函数对摩擦振动进行变换得到功率谱,结果发现,考虑黏着因素的情况下,相应的磨损率较大,功率谱低频成分较多,振动相对比较平缓,所需要的能量也相应比较大。将模拟仿真结果与实验进行比较,验证了模拟仿真的合理性,也加深了对摩擦磨损过程物理图像的理解。 展开更多
关键词 滑动接触模型 损伤失效 黏着 摩擦因数 快速傅里叶函数 FAST FOURIER transform(fft)
下载PDF
频域选择性压缩采样的数字预失真计算优化 被引量:1
16
作者 张烈 冯燕 李琳 《计算机工程与应用》 CSCD 北大核心 2015年第20期102-106,共5页
为了节省数字预失真的计算量提高迭代速度,提出一种基于频域选择性压缩采样的数字预失真计算量优化方法,降低数字预失真的矩阵计算部分计算量,使数字预失真单次迭代速度显著提升。仿真中使用10 MHz正交频分复用(OFDM)信号通过快速傅里... 为了节省数字预失真的计算量提高迭代速度,提出一种基于频域选择性压缩采样的数字预失真计算量优化方法,降低数字预失真的矩阵计算部分计算量,使数字预失真单次迭代速度显著提升。仿真中使用10 MHz正交频分复用(OFDM)信号通过快速傅里叶变换FFT进行数据可用带宽的稀疏压缩采样,然后再进行参数提取,矩阵计算部分的计算量可优化到60%,而且数字预失真迭代效果与压缩采样前保持一致。 展开更多
关键词 功率放大器 数字预失真 压缩采样 快速傅里叶变换 计算量优化 Digital Pre-Distortion(DPD) Fast FOURIER Transform(fft)
下载PDF
快速傅立叶变换在多进制LDPC码译码中的应用 被引量:3
17
作者 郑慧娟 《西安邮电学院学报》 2009年第5期51-54,共4页
快速傅立叶变换的引入使得多元LDPC(低密度奇偶校验)码的译码复杂度大大降低。然而,其内在原理却并没有得到很好的解释。基于两个独立随机变量和的概率质量函数计算,本文对快速傅立叶变换在多元LDPC码译码中的应用给出了一种简单且清晰... 快速傅立叶变换的引入使得多元LDPC(低密度奇偶校验)码的译码复杂度大大降低。然而,其内在原理却并没有得到很好的解释。基于两个独立随机变量和的概率质量函数计算,本文对快速傅立叶变换在多元LDPC码译码中的应用给出了一种简单且清晰的解释。 展开更多
关键词 多进制低密度奇偶校验码 快速傅立叶变换(Fast FOURIER Transform fft) HADAMARD变换
下载PDF
FAST IMPLEMENTATION OF CONVOLUTION BACKPROJECTION ALGORITHM IN SPOTLIGHT SAR 被引量:1
18
作者 聂鑫 朱岱寅 朱兆达 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2010年第4期333-337,共5页
A fast implementation of the convolution backprojection(CBP)algorithm in spotlight synthetic aperture radar(SAR)is presented based on the fast Fourier transform(FFT).Traditionally,the computation of the 'backpr... A fast implementation of the convolution backprojection(CBP)algorithm in spotlight synthetic aperture radar(SAR)is presented based on the fast Fourier transform(FFT).Traditionally,the computation of the 'backprojection' process is expensive,since resampling in the process is implemented by using the interpolation operation.By analyzing the relative location relationship among different pixels,the algorithm realizes the 'backprojection' using a series of FFTs instead of the interpolation operation.The point target simulation validates that the new algorithm accelerates the CBP algorithm,and the computational rate increases about 85%. 展开更多
关键词 synthetic aperture radar(SAR) fast Fourier transforms(ffts) fast implementation convolution backprojection(CBP)
下载PDF
Challenges for a reduced inertia power system due to the large-scale integration of renewable energy 被引量:6
19
作者 Hiromu Hamada Yoshitaka Kusayanagi +2 位作者 Masamoto Tatematsu Masayuki Watanabe Hiroshi Kikusato 《Global Energy Interconnection》 EI CAS CSCD 2022年第3期266-273,共8页
This paper reports on the status of technology development under a national project launched in 2019 to address the problem of decreased system inertia associated with the large-scale integration of renewable energy.T... This paper reports on the status of technology development under a national project launched in 2019 to address the problem of decreased system inertia associated with the large-scale integration of renewable energy.The project comprises two parts:the development of a system inertia observation technology using a continuous monitoring system to observe inertia and development of an inverter equipped with a function to provide virtual inertia as a countermeasure device.Utilizing both these efforts,the project aims to facilitate the introduction of renewable energy in the future with minimum restrictions.It was confirmed that the trend of inertia observed with the developed method was generally the same as that of the total inertia of synchronous machines observed by an electric utility.The effectiveness of the countermeasure device in reducing the frequency swing during a disturbance was confirmed through evaluation tests. 展开更多
关键词 Renewable energy System inertia Fast Fourier Transform(fft) INVERTER
下载PDF
Application of a new feature extraction and optimization method to surface defect recognition of cold rolled strips 被引量:6
20
作者 Guifang Wu Ke Xu Jinwu Xu 《Journal of University of Science and Technology Beijing》 CSCD 2007年第5期437-442,共6页
Considering that the surface defects of cold rolled strips are hard to be recognized by human eyes under high-speed circumstances, an automatic recognition technique was discussed. Spectrum images of defects can be go... Considering that the surface defects of cold rolled strips are hard to be recognized by human eyes under high-speed circumstances, an automatic recognition technique was discussed. Spectrum images of defects can be got by fast Fourier transform (FFF) and sum of valid pixels (SVP), and its optimized center region, which concentrates nearly all energies, are extracted as an original feature set. Using genetic algorithm to optimize the feature set, an optimized feature set with 51 features can be achieved. Using the optimized feature set as an input vector of neural networks, the recognition effects of LVQ neural networks have been studied. Experiment results show that the new method can get a higher classification rate and can settle the automatic recognition problem of surface defects on cold rolled strips ideally. 展开更多
关键词 cold rolled strip surface defect neural networks fast Fourier transform fft feature extraction and optimization genetic algorithm feature set
下载PDF
上一页 1 2 3 下一页 到第
使用帮助 返回顶部