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Effective DOA Estimation Under Low Signal-to-Noise Ratio Based on Multi-Source Information Meta Fusion 被引量:2
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作者 Yun Wu Xiukun Li Zhimin Cao 《Journal of Beijing Institute of Technology》 EI CAS 2021年第4期377-396,共20页
Efficiently performing high-resolution direction of arrival(DOA)estimation under low signal-to-noise ratio(SNR)conditions has always been a challenge task in the literatures.Obvi-ously,in order to address this problem... Efficiently performing high-resolution direction of arrival(DOA)estimation under low signal-to-noise ratio(SNR)conditions has always been a challenge task in the literatures.Obvi-ously,in order to address this problem,the key is how to mine or reveal as much DOA related in-formation as possible from the degraded array outputs.However,it is certain that there is no per-fect solution for low SNR DOA estimation designed in the way of winner-takes-all.Therefore,this paper proposes to explore in depth the complementary DOA related information that exists in spa-tial spectrums acquired by different basic DOA estimators.Specifically,these basic spatial spec-trums are employed as the input of multi-source information fusion model.And the multi-source in-formation fusion model is composed of three heterogeneous meta learning machines,namely neural networks(NN),support vector machine(SVM),and random forests(RF).The final meta-spec-trum can be obtained by performing a final decision-making method.Experimental results illus-trate that the proposed information fusion based DOA estimation method can really make full use of the complementary information in the spatial spectrums obtained by different basic DOA estim-ators.Even under low SNR conditions,promising DOA estimation performance can be achieved. 展开更多
关键词 direction of arrival(DOA) signal-to-noise ratio(snr) information fusion meta-learn-ing spatial spectrum
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Signal-to-noise ratio comparison of angular signal radiography and phase stepping method
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作者 Wali Faiz 朱佩平 +4 位作者 胡仁芳 高昆 吴朝 鲍园 田扬超 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第12期173-178,共6页
Grating-based x-ray phase contrast imaging has the potential to be applied in future medical applications as it is compatible with both laboratory and synchrotron source. However, information retrieval methods are imp... Grating-based x-ray phase contrast imaging has the potential to be applied in future medical applications as it is compatible with both laboratory and synchrotron source. However, information retrieval methods are important because acquisition speed, scanning mode, image quality, and radiation dose depend on them. Phase-stepping (PS) is a widely used method to retrieve information, while angular signal radiography (ASR) is a newly established method. In this manuscript, signal-to-noise ratios (SNRs) of ASR are compared with that of PS. Numerical experiments are performed to validate theoretical results. SNRs comparison shows that for refraction and scattering images ASR has higher SNR than PS method, while for absorption image both methods have same SNR. Therefore, our conclusions would have guideline in future preclinical and clinical applications. 展开更多
关键词 angular signal radiography (ASR) phase-stepping (PS) signal-to-noise ratio snrs) information retrieval method
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The correlation between stochastic resonance and the average phase-synchronization time of a bistable system driven by colour-correlated noises
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作者 董小娟 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第1期136-142,共7页
This paper investigates the correlation between stochastic resonance (SR) and the average phase-synchronization time which is between the input signal and the output signal in a bistable system driven by colour-corr... This paper investigates the correlation between stochastic resonance (SR) and the average phase-synchronization time which is between the input signal and the output signal in a bistable system driven by colour-correlated noises. The results show that the output signal-to-noise ratio can reach a maximum with the increase of the average phase- synchronization time, which may be helpful for understanding the principle of SR from the point of synchronization; however, SR and the maximum of the average phase-synchronization time appear at different optimal noise level, moreover, the effects on them of additive and multiplicative noise are different. 展开更多
关键词 stochastic resonance phase-synchronization signal-to-noise ratio average phase- synchronization time
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Speech Separation Methodology for Hearing Aid
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作者 Joseph Sathiadhas Esra Y.Sukhi 《Computer Systems Science & Engineering》 SCIE EI 2023年第2期1659-1678,共20页
In the design of hearing aids(HA),the real-time speech-enhancement is done.The digital hearing aids should provide high signal-to-noise ratio,gain improvement and should eliminate feedback.In generic hearing aids the ... In the design of hearing aids(HA),the real-time speech-enhancement is done.The digital hearing aids should provide high signal-to-noise ratio,gain improvement and should eliminate feedback.In generic hearing aids the perfor-mance towards different frequencies varies and non uniform.Existing noise can-cellation and speech separation methods drops the voice magnitude under the noise environment.The performance of the HA for frequency response is non uni-form.Existing noise suppression methods reduce the required signal strength also.So,the performance of uniform sub band analysis is poor when hearing aid is con-cern.In this paper,a speech separation method using Non-negative Matrix Fac-torization(NMF)algorithm is proposed for wavelet decomposition.The Proposed non-uniformfilter-bank was validated by parameters like band power,Signal-to-noise ratio(SNR),Mean Square Error(MSE),Signal to Noise and Dis-tortion Ratio(SINAD),Spurious-free dynamic range(SFDR),error and time.The speech recordings before and after separation was evaluated for quality using objective speech quality measures International Telecommunication Union-Telecommunication standard ITU-T P.862. 展开更多
关键词 Speech separation waveletfilter independent component analysis(ICA) non-negative matrix factorization(NMF) fejer-korovkin(FK) signal-to-noise ratio(snr)
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Consistency in responses to conspecific advertisement calls with various signal-to-noise ratios in both sexes of the Anhui tree frog
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作者 Zhiyue Wang Haohao Ma +4 位作者 Cheng Chen Ruolei Sun Kai Liu Baowei Zhang Guangzhan Fang 《Current Zoology》 SCIE CAS CSCD 2023年第6期718-726,共9页
Environmental noise has a significant negative impact on acoustic communication in most situations,as it influences the production,transmis-sion,and reception of acoustic signals.However,how animals respond to conspec... Environmental noise has a significant negative impact on acoustic communication in most situations,as it influences the production,transmis-sion,and reception of acoustic signals.However,how animals respond to conspecific sounds when there is interference from environmental noise,and whether males and females display convergent behavioral responses in the face of noise masking remain poorly understood.In this study,we investigated the effects of conspecific male advertisement calls with different signal-to-noise ratios on male-male competition and female choice in the Anhui tree frog Rhacophorus zhoukaiyae using playback and phonotaxis experiments,respectively.The results showed that(1)female Anhui tree frogs preferentially selected the conspecific calls with higher SNR compared to calls with lower SNR;(2)males preferen-tially responded vocally to the conspecific calls with higher SNR compared to calls with lower SNR;and(3)males'competitive strategies were flexible in the face of noise interference.These results suggest that preferences of both sexes converge in outcome,and that male competitive strategies may depend on predictable female preferences.This study will provide an important basis for further research on decision-making in animals. 展开更多
关键词 advertisement call female choice male-male competition noise signal-to-noise ratio(snr)
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Nonsaturation Throughput Enhancement of IEEE 802.11b Distributed Coordination Function for Heterogeneous Traffic under Noisy Environment 被引量:5
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作者 Dhanasekaran Senthilkumar A. Krishnan 《International Journal of Automation and computing》 EI 2010年第1期95-104,共10页
In this paper, we propose a mechanism named modified backoff (MB) mechanism to decrease the channel idle time in IEEE 802.11 distributed coordination function (DCF). In the noisy channel, when signal-to-noise rat... In this paper, we propose a mechanism named modified backoff (MB) mechanism to decrease the channel idle time in IEEE 802.11 distributed coordination function (DCF). In the noisy channel, when signal-to-noise ratio (SNR) is low, applying this mechanism in DCF greatly improves the throughput and lowers the channel idle time. This paper presents an analytical model for the performance study of IEEE 802.11 MB-DCF for nonsaturated heterogeneous traffic in the presence of transmission errors. First, we introduce the MB-DCF and compare its performance to IEEE 802.11 DCF with binary exponential backoff (BEB). The IEEE 802.11 DCF with BEB mechanism suffers from more channel idle time under low SNR. The MB-DCF ensures high throughput and low packet delay by reducing the channel idle time under the low traffic in the network. However, to the best of the authors' knowledge, there are no previous works that enhance the performance of the DCF under imperfect wireless channel. We show through analysis that the proposed mechanism greatly outperforms the original IEEE 802.11 DCF in the imperfect channel condition. The effectiveness of physical and link layer parameters on throughput performance is explored. We also present a throughput investigation of the heterogeneous traffic for different radio conditions. 展开更多
关键词 IEEE 802.11 medium access control (MAC) distributed coordination function (DCF) nonsaturated traffic heteroge- neous traffic signal-to-noise ratio snr binary exponential backoff (BEB).
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Long term integration of radar signals with unknown Doppler shift for ubiquitous radar 被引量:4
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作者 Qinglong Bao Zengping Chen Yue Zhang Jian Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第2期219-227,共9页
Ubiquitous radar is a new radar system that provides continuous and uninterrupted multifunction capability within a coverage volume. Continuous coverage from close-in "pop-up" targets in clutter to long-range target... Ubiquitous radar is a new radar system that provides continuous and uninterrupted multifunction capability within a coverage volume. Continuous coverage from close-in "pop-up" targets in clutter to long-range targets impacts selection of waveform parameters. The coherent processing interval (CPI) must be long enough to achieve a certain signal-to-noise ratio (SNR) that ensures the efficiency of detection. The condition of detection in the case of low SNR is analyzed, and three different cases that would occur during integration are discussed and a method to determine the CPI is presented. The simulation results show that targets detection with SNR as low as -26 dB in the experimental system can possibly determine the CPI. 展开更多
关键词 ubiquitous radar low signal-to-noise ratio snr coherent processing interval (CPI) coherent integration non-coherent integration.
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A NOVEL METHOD FOR ESTIMATING THE SNR OF UNKNOWN EMITTER SIGNAL 被引量:4
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作者 Han Jun He Minghao +1 位作者 Tang Zhikai Hao Yuan 《Journal of Electronics(China)》 2010年第1期134-138,共5页
It is important to estimate the Signal-to-Noise Ratio(SNR) of unknown emitter signal accurately.In order to resolve the disadvantages of present algorithm,a novel method is proposed in this letter.We extract and norma... It is important to estimate the Signal-to-Noise Ratio(SNR) of unknown emitter signal accurately.In order to resolve the disadvantages of present algorithm,a novel method is proposed in this letter.We extract and normalize the information of zero frequency of received signal by the Wigner-Vile Distribution(WVD) transformation and then get the approximate power of original signal by mathematic transformation,at last,we get the estimate value of SNR by the known account formula of SNR.Simulation results show that it is correct and feasible. 展开更多
关键词 signal-to-noise ratio(snr) estimation Wigner-Vile Distribution(WVD) transformation Signal power
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Blind parameter estimation of pseudo-random binary code-linear frequency modulation signal based on Duffing oscillator at low SNR 被引量:1
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作者 王珂 闫晓鹏 +2 位作者 李泽 郝新红 于洪海 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第5期312-319,共8页
Conventional parameter estimation methods for pseudo-random binary code-linear frequency modulation(PRBC-LFM)signals require prior knowledge,are computationally complex,and exhibit poor performance at low signal-to-no... Conventional parameter estimation methods for pseudo-random binary code-linear frequency modulation(PRBC-LFM)signals require prior knowledge,are computationally complex,and exhibit poor performance at low signal-to-noise ratios(SNRs).To overcome these problems,a blind parameter estimation method based on a Duffing oscillator array is proposed.A new relationship formula among the state of the Duffing oscillator,the pseudo-random sequence of the PRBC-LFM signal,and the frequency difference between the PRBC-LFM signal and the periodic driving force signal of the Duffing oscillator is derived,providing the theoretical basis for blind parameter estimation.Methods based on amplitude method,short-time Fourier transform method,and power spectrum entropy method are used to binarize the output of the Duffing oscillator array,and their performance is compared.The pseudo-random sequence is estimated using Duffing oscillator array synchronization,and the carrier frequency parameters are obtained by the relational expressions and characteristics of the difference frequency.Simulation results show that this blind estimation method overcomes limitations in prior knowledge and maintains good parameter estimation performance up to an SNR of-35 dB. 展开更多
关键词 Duffing oscillator pseudo-random binary code-linear frequency modulation(PRBC-LFM)signal blind parameter estimation low signal-to-noise ratio(snr)
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Effect of Peak Power and Pulse Width on Coherent Doppler Wind Lidar’s SNR 被引量:4
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作者 REN Yong WU Xuefei +1 位作者 TAO Fa CAO Haishuai 《Instrumentation》 2022年第2期26-32,共7页
The laser device is the core component of coherent Doppler wind lidar.The peak power and pulse width of laser transmitting pulse have important effects on SNR.Based on coherent Doppler wind pulse lidar,the peak power ... The laser device is the core component of coherent Doppler wind lidar.The peak power and pulse width of laser transmitting pulse have important effects on SNR.Based on coherent Doppler wind pulse lidar,the peak power and pulse width influence on SNR is studied on the theoretical derivation and analysis,and the results show that the higher the peak power can realize the greater the signal-to-noise ratio of coherent Doppler wind lidar.But when the peak power is too large,the laser pulse may appear nonlinear phenomenon,which cause the damage of the laser.So,the peak power must be less than the stimulated brillouin scattering power threshold.Increasing the pulse width can make the laser device to output more energy,but it will also make the spatial resolution lower,and the influence of turbulence on SNR will be greater.After a series of simulation analyses,it can be concluded that when the peak power is 650W and the pulse width is 340ns,the SNR of the system can be maximized.In addition,the coherent Doppler wind lidar system is set up to carry out corresponding experimental verification.The experimental results are consistent with the theoretical analysis and simulation,which verifies the correctness of the theoretical analysis and simulation results.It provides theoretical basis and practical ex-perience for the design of laser transmitting pulse in coherent Doppler wind lidar system. 展开更多
关键词 Coherent Lidar Fiber Laser Peak Power Pulse Width signal-to-noise ratio(snr)
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Parametric SNR Estimation Based on Auto-Regressive Model in AWGN Channels 被引量:1
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作者 Dan-Ping Bai Qun Wan Xian-Sheng Guo Yan Wang 《Journal of Electronic Science and Technology of China》 2008年第1期21-24,共4页
Signal-to-noise ratio(SNR)estimation for signal which can be modeled by Auto-regressive(AR)process is studied in this paper.First,the conventional frequency domain method is introduced to estimate the SNR for the ... Signal-to-noise ratio(SNR)estimation for signal which can be modeled by Auto-regressive(AR)process is studied in this paper.First,the conventional frequency domain method is introduced to estimate the SNR for the received signal in additive white Gauss noise(AWGN)channel.Then a parametric SNR estimation algorithm is proposed by taking advantage of the AR model information of the received signal.The simulation results show that the proposed parametric method has better performance than the conventional frequency doma in method in case of AWGN channel. 展开更多
关键词 Auto-regressive model AWGN channel model information snr signal-to-noise ratio estimation.
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Carrier Synchronization for Very Low SNR
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作者 Jun-Hui Xu Zhao Wang Zhong-Jie Gao Zhong-Pei Zhang 《Journal of Electronic Science and Technology》 CAS 2010年第2期103-107,共5页
The Turbo decoding performance will suffer serious degradation under low signal-to-noise ratios (SNR) conditions for the reason of residual frequency and phase offset in the carrier. In this paper, an improved resid... The Turbo decoding performance will suffer serious degradation under low signal-to-noise ratios (SNR) conditions for the reason of residual frequency and phase offset in the carrier. In this paper, an improved residual carrier frequency offset estimation algorithm based on a priori probability aided (APPA) phase estimation is proposed. A carrier synchronization loop that combines the iterative turbo decoder and the phase estimator together is constructed, where the extrinsic information obtained from the Turbo decoder is used to aid an iterative phase estimation process. The simulation results show that the algorithm performs successfully under very low SNR conditions (for example, less than -7.4 dB) with large frequency offset and phase error and the performance of this algorithm is very close to the optimally synchronized system. 展开更多
关键词 Index Terms- Carrier synchronization frequency offset phase error signal-to-noise ratios snr).
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低轨卫星高动态信号捕获算法研究 被引量:1
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作者 都文杰 荆文芳 +2 位作者 陈校非 卢晓春 邹德财 《时间频率学报》 CSCD 2023年第2期150-160,共11页
低轨卫星数量呈井喷式增长,未来低轨卫星天基测控将是提升海量卫星管控能力的有效手段。针对低轨卫星星载终端接收天基测控信号时面临卫星运动速度快、多普勒频率大、可视时间短等因素引起的信号快速捕获难题,论文研究了PMF-FFT(partial... 低轨卫星数量呈井喷式增长,未来低轨卫星天基测控将是提升海量卫星管控能力的有效手段。针对低轨卫星星载终端接收天基测控信号时面临卫星运动速度快、多普勒频率大、可视时间短等因素引起的信号快速捕获难题,论文研究了PMF-FFT(partial match filter-fast Fourier transform)高动态捕获算法对低轨卫星系统的适用性,分析了捕获多普勒范围的决定因素,捕获对信噪比的要求,以及平均捕获时间的相关因素,并通过Matlab仿真进行验证。结果表明,在信噪比-25 dB以上时,能够捕获到多普勒频移为95 kHz的信号,平均捕获时间在200 ms以内。针对不同信号体制和多普勒频率,需要调整匹配滤波器长度和FFT点数,该捕获算法适用于低轨卫星星载终端。 展开更多
关键词 低轨卫星 分段匹配滤波器和快速傅里叶变换 信噪比 平均捕获时间
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Optimizing Optical Attocells Positioning of Indoor Visible Light Communication System
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作者 Mohammed S.M.Gismalla Asrul I.Azmi +5 位作者 Mohd R.Salim Farabi Iqbal Mohammad F.L.Abdullah Mosab Hamdan Muzaffar Hamzah Abu Sahmah M.Supa’at 《Computers, Materials & Continua》 SCIE EI 2023年第2期3607-3625,共19页
Visible light communication(VLC),which is a prominent emerging solution that complements the radio frequency(RF)technology,exhibits the potential to meet the demands of fifth-generation(5G)and beyond technologies.The ... Visible light communication(VLC),which is a prominent emerging solution that complements the radio frequency(RF)technology,exhibits the potential to meet the demands of fifth-generation(5G)and beyond technologies.The random movement of mobile terminals in the indoor environment is a challenge in the VLC system.The model of optical attocells has a critical role in the uniform distribution and the quality of communication links in terms of received power and signal-to-noise ratio(SNR).As such,the optical attocells positions were optimized in this study with a developed try and error(TE)algorithm.The optimized optical attocells were examined and compared with previous models.This novel approach had successfully increased minimum received power from−1.29 to−0.225 dBm,along with enhanced SNR performance by 2.06 dB.The bit error rate(BER)was reduced to 4.42×10−8 and 6.63×10−14 by utilizing OOK-NRZ and BPSK modulation techniques,respectively.The optimized attocells positions displayed better uniform distribution,as both received power and SNR performances improved by 0.45 and 0.026,respectively.As the results of the proposed model are optimal,it is suitable for standard office and room model applications. 展开更多
关键词 Visible light communication(VLC) optical attocell received power signal-to-noise ratio(snr) bit error rate(BER) coefficient of variation(CV)
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Slab Yb:YAG pulse amplifier with high amplification gain and signal-to-noise ratio
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作者 Jun LIU Jianguo XIN +1 位作者 Ye LANG Jiabin CHEN 《Frontiers of Optoelectronics》 EI CSCD 2017年第1期51-56,共6页
This study experimentally investigated a Yb: YAG pulse laser amplifier with a high amplification gain and a high signal-to-noise ratio (SNR). The highest amplification gain of 172 and highest pulse energy of 131 mJ... This study experimentally investigated a Yb: YAG pulse laser amplifier with a high amplification gain and a high signal-to-noise ratio (SNR). The highest amplification gain of 172 and highest pulse energy of 131 mJ were obtained with the highest SNR of 24.9 dB from a volume gain of 10 mm × 10 mm × 1 mm. The output beam quality values ofM2 = 1.91 in the slow axis and M2 = 1.58 in the fast axis were also achieved. 展开更多
关键词 laser amplifiers ytterbium lasers diode-pumped lasers signal-to-noise ratio snr
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Target tracking methods based on a signal-to-noise ratio model
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作者 Dai LIU Yong-bo ZHAO +2 位作者 Zi-qiao YUAN Jie-tao LI Guo-ji CHEN 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2020年第12期1804-1814,共11页
In traditional target tracking methods,the angle error and range error are often measured by the empirical value,while observation noise is a constant.In this paper,the angle error and range error are analyzed.They ar... In traditional target tracking methods,the angle error and range error are often measured by the empirical value,while observation noise is a constant.In this paper,the angle error and range error are analyzed.They are influenced by the signalto-noise ratio(SNR).Therefore,a model related to SNR has been established,in which the SNR information is applied for target tracking.Combined with an advanced nonlinear filter method,the extended Kalman filter method based on the SNR model(SNR-EKF)and the unscented Kalman filter method based on the SNR model(SNR-UKF)are proposed.There is little difference between the SNR-EKF and SNR-UKF methods in position precision,but the SNR-EKF method has advantages in computation time and the SNR-UKF method has advantages in velocity precision.Simulation results show that target tracking methods based on the SNR model can greatly improve the tracking performance compared with traditional tracking methods.The target tracking accuracy and convergence speed of the proposed methods have significant improvements. 展开更多
关键词 signal-to-noise ratio(snr)model Target tracking Angle error Range error Nonlinear filter
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Simple and effective method to improve the signal-to-noise ratio of compressive imaging
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作者 赵耀 陈钱 +1 位作者 顾国华 隋修宝 《Chinese Optics Letters》 SCIE EI CAS CSCD 2017年第10期46-50,共5页
This Letter presents a simple and effective method to improve the signal-to-noise ratio(SNR) of compressing imaging. The main principles of the proposed method are the correlation of the image signals and the random... This Letter presents a simple and effective method to improve the signal-to-noise ratio(SNR) of compressing imaging. The main principles of the proposed method are the correlation of the image signals and the randomness of the noise. Multiple low SNR images are reconstructed firstly by the compressed sensing reconstruction algorithm, and then two-dimensional time delay integration technology is adopted to improve the SNR. Results show that the proposed method can improve the SNR performance efficiently and it is easy to apply the a lgorithm to the real project. 展开更多
关键词 snr Simple and effective method to improve the signal-to-noise ratio of compressive imaging
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数字式平均法提高MRS探测信噪比应用研究 被引量:6
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作者 林君 张哲 +2 位作者 王应吉 孙淑琴 尚新磊 《仪器仪表学报》 EI CAS CSCD 北大核心 2012年第3期508-513,共6页
针对核磁共振地下水探测仪信号甚微弱导致信噪比太低的问题,分析了野外施工环境电磁干扰的特点,设计了数字式平均型数据采集与数据预处理系统。把一次测量时间内的信号分成若干个时间间隔小段的信号,然后对这些信号进行取样,将各次测量... 针对核磁共振地下水探测仪信号甚微弱导致信噪比太低的问题,分析了野外施工环境电磁干扰的特点,设计了数字式平均型数据采集与数据预处理系统。把一次测量时间内的信号分成若干个时间间隔小段的信号,然后对这些信号进行取样,将各次测量中处于相同位置的取样进行积分平均。研究结果应用于JLMRS(Jilin magnetic resonance souding)型核磁共振地下水探测仪中,实验室与野外探测结果表明,数字式平均方法改善核磁共振地下水探测仪信号的信噪比是有效的、可行的。 展开更多
关键词 数字式平均 核磁共振法 信噪比 信噪改善比
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基于MMSE先验信噪比估计的语音增强 被引量:6
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作者 陈俊 孙洪 董航 《武汉大学学报(理学版)》 CAS CSCD 北大核心 2005年第5期638-642,共5页
针对传统最小均方误差(MMSE)语音增强方法无法准确处理快速语音的变化问题,提出了一种基于MMSE估计先验信噪比的语音增强方法.利用该方法估计每帧语音信号的每一个频率分量上的平滑系数nα,k,进行平均反馈估计,从而得到更加接近于真实... 针对传统最小均方误差(MMSE)语音增强方法无法准确处理快速语音的变化问题,提出了一种基于MMSE估计先验信噪比的语音增强方法.利用该方法估计每帧语音信号的每一个频率分量上的平滑系数nα,k,进行平均反馈估计,从而得到更加接近于真实情况的先验信噪比.进而使用MMSE方法进行语音的增强,提高了对于快速变化语音的增强效果.实验结果表明,本方法比传统MMSE语音增强方法在增强性能上提高了近2 dB. 展开更多
关键词 先验信噪比 自适应平滑系数 最小均方误差 语音增强
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分段非对称随机共振系统微弱信号检测 被引量:4
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作者 贺利芳 朱伟 张天骐 《振动与冲击》 EI CSCD 北大核心 2022年第5期114-122,共9页
作为一种重要的信号处理方法,随机共振(SR)能够利用噪声能量增强微弱信号,有效降低噪声信号对特征提取的影响。针对分段对称系统模型随机共振幅值增益不够明显及噪声利用率较低等不足,提出一种分段非线性系统模型。该系统参数独立,易于... 作为一种重要的信号处理方法,随机共振(SR)能够利用噪声能量增强微弱信号,有效降低噪声信号对特征提取的影响。针对分段对称系统模型随机共振幅值增益不够明显及噪声利用率较低等不足,提出一种分段非线性系统模型。该系统参数独立,易于调节,可通过调节参数诱导最佳随机共振。在双稳态模型下,推导了克莱默斯(Kramers)逃逸率和输出信噪比,同时在模型公式仿真和数值仿真两方面与分段对称系统进行对比分析,用于说明该方法的有效性。结果表明该方法能够有效地提取特征频率,具有良好的放大性能和抗噪声能力。最后将系统应用于不同型号的轴承故障检测,并用自适应智能算法最优化系统参数。结果显示,非对称系统的输出幅值分别为对称系统的8倍,3倍和6倍。数据表明,非对称系统能更有效地实现微弱特征检测与早期故障诊断。该研究进一步对系统在实际工程应用提供了理论指导与依据。 展开更多
关键词 非对称系统 随机共振(SR) 遗传算法(GA) 平均信噪比增益
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