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Analysis and Compensation of Frequency Offset in Co-Site Adjacent Channel Interference Suppression
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作者 Xiaolei Huo Wenbo Guo +2 位作者 Ying Liu Hongzhi Zhao Youxi Tang 《China Communications》 SCIE CSCD 2023年第6期116-128,共13页
Due to the mismatch of the circuit oscillators,there will always be a frequency offset between the transmitter and the receiver.In the adjacent channel interference(ACI)suppression system using the reconstruction and ... Due to the mismatch of the circuit oscillators,there will always be a frequency offset between the transmitter and the receiver.In the adjacent channel interference(ACI)suppression system using the reconstruction and cancellation method,the frequency offset decreases the accuracy of the reconstructed signal and introduces a time-varying term in the interference cancellation,resulting in poor performance of the ACI suppression.In this paper,the relationship between the normalized frequency offset,signal-to-noise ratio and the loss of interference suppression capability is analyzed through formula derivation and simulation.The validity of the frequency offset compensation method based on the pilot sequence is verified,and the relationship between the sequence length and the estimation accuracy is given.This paper provides necessary method reference and data support for the engineering of ACI suppression. 展开更多
关键词 ACI non-linear distortion parameter estimation interference suppression
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A Novel Clutter Suppression Algorithm for Low-Slow-Small Targets Detecting Based on Sparse Adaptive Filtering
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作者 Zeqi Yang Shuai Ma +2 位作者 Ning Liu Kai Chang Xiaode Lyu 《Journal of Beijing Institute of Technology》 EI CAS 2024年第1期54-64,共11页
Passive detection of low-slow-small(LSS)targets is easily interfered by direct signal and multipath clutter,and the traditional clutter suppression method has the contradiction between step size and convergence rate.I... Passive detection of low-slow-small(LSS)targets is easily interfered by direct signal and multipath clutter,and the traditional clutter suppression method has the contradiction between step size and convergence rate.In this paper,a frequency domain clutter suppression algorithm based on sparse adaptive filtering is proposed.The pulse compression operation between the error signal and the input reference signal is added to the cost function as a sparsity constraint,and the criterion for filter weight updating is improved to obtain a purer echo signal.At the same time,the step size and penalty factor are brought into the adaptive iteration process,and the input data is used to drive the adaptive changes of parameters such as step size.The proposed algorithm has a small amount of calculation,which improves the robustness to parameters such as step size,reduces the weight error of the filter and has a good clutter suppression performance. 展开更多
关键词 passive radar interference suppression sparse representation adaptive filtering
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FM interference suppression for PRC-CW radar based on adaptive STFT and time-varying filtering 被引量:9
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作者 Zhao Zhao Xiangquan Shi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第2期219-223,共5页
The influence of frequency modulation (FM) interfer- ence on correlation detection performance of the pseudo random code continuous wave (PRC-CW) radar is analyzed. It is found that the correlation output deterior... The influence of frequency modulation (FM) interfer- ence on correlation detection performance of the pseudo random code continuous wave (PRC-CW) radar is analyzed. It is found that the correlation output deteriorates greatly when the FM inter- ference power exceeds the anti-jamming limit of the radar. Accord- ing to the fact that the PRC-CW radar echo is a wideband pseudo random signal occupying the whole TF plane, while the FM in- terference only concentrates in a small portion, a new method is proposed based on adaptive short-time Fourier transform (STFT) and time-varying filtering for FM interference suppression. This method filters the received signal by using a binary mask to excise only the portion of the TF plane corrupted by the interference. Two types of interference, linear FM (LFM) and sinusoidal FM (SFM), under different signal-to-jamming ratio (S JR) are studied. It is shown that the proposed method can effectively suppress the FM interference and improve the performance of target detection. 展开更多
关键词 interference suppression frequency modulation in- terference adaptive short-time Fourier transform (STFT) time- varying filtering pseudo random code continuous wave (PRC-CW) radar.
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Multiple interferences suppression with space-polarization null-decoupling for polarimetric array 被引量:6
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作者 LU Yawei MA Jiazhi +1 位作者 SHI Longfei QUAN Yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第1期44-52,共9页
The adaptive digital beamforming technique in the space-polarization domain suppresses the interference with forming the coupling nulls of space and polarization domain.When there is the interference in mainlobe,it wi... The adaptive digital beamforming technique in the space-polarization domain suppresses the interference with forming the coupling nulls of space and polarization domain.When there is the interference in mainlobe,it will cause serious mainlobe distortion,that the target detection suffers from.To overcome this problem and make radar cope with the complex multiple interferences scenarios,we propose a multiple mainlobe and/or sidelobe interferences suppression method for dual polarization array radar.Specifically,the proposed method consists of a signal preprocessing based on the proposed angle estimation with degree of polarization(DoP),and a filtering criterion based on the proposed linear constraint.The signal preprocessing provides the accurate estimated parameters of the interference,which contributes to the criterion for null-decoupling in the space-polarization domain of mainlobe.The proposed method can reduce the mainlobe distortion in the space-polarization domain while suppressing the multiple mainlobe and/or sidelobe interferences.The effectiveness of the proposed method is verified by simulations. 展开更多
关键词 multiple interferences suppression dual polarization array radar null-decoupling
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An interference suppression algorithm for cognitive bistatic airborne radars 被引量:1
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作者 XIA Deping ZHANG Liang +1 位作者 WU Tao HU Wenjun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第3期585-593,共9页
Interference suppression is a challenge for radar researchers, especially when mainlobe and sidelobe interference coexist. We present a comprehensive anti-interference approach based on a cognitive bistatic airborne r... Interference suppression is a challenge for radar researchers, especially when mainlobe and sidelobe interference coexist. We present a comprehensive anti-interference approach based on a cognitive bistatic airborne radar. The risk of interception is reduced by lowering the launch energy of the radar transmitting terminal in the direction of interference;main lobe and sidelobe interferences are suppressed via cooperation between the two radars. The interference received by a single radar is extracted from the overall radar signal using multiple signal classification(MUSIC), and the interference is cross-located using two different azimuthal angles. Neural networks allowing good, non-linear nonparametric approximations are used to predict the location of interference, and this information is then used to preset the transmitting notch antenna to reduce the likelihood of interception. To simultaneously suppress mainlobe and sidelobe interferences, a blocking matrix is used to mask mainlobe interference based on azimuthal information, and an adaptive process is used to suppress sidelobe interference. Mainlobe interference is eliminated using the data received by the two radars. Simulation verifies the performance of the model. 展开更多
关键词 interference suppression cognitive bistatic airborne radar neural network blocking matrix
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Improved DSE-CMA Error Function for Blind Multiuser Interference Suppression in DS/CDMA Systems
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作者 赵海波 胡光锐 朱丽平 《Journal of Shanghai University(English Edition)》 CAS 2005年第5期429-431,共3页
This paper presents an improved error function of dithered signed-error constant modulus algorithm (IDSE-CMA) for blind multiuser interference suppression in DS/CDMA systems. It uses a different error function to re... This paper presents an improved error function of dithered signed-error constant modulus algorithm (IDSE-CMA) for blind multiuser interference suppression in DS/CDMA systems. It uses a different error function to replace the former one in sign operation of the DSE-CMA and compares their performance in multiple access interference (MAI) suppression ability. Simulations indicate that the new algorithm has better performance than the similar CMA in terms of convergence speed and steady-state performance: 展开更多
关键词 interference suppression constant modulus algorithm(CMA) CDMA.
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An Intelligent Optimization Approach to Non-stationary Interference Suppression for Wireless Networks
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作者 Lichuan Liu 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第2期452-459,共8页
In this paper, we propose a new technique to effectively suppress non-stationary interference signal for wireless networks. This technique combines a new scheme of interference signal estimation with the intelligent o... In this paper, we propose a new technique to effectively suppress non-stationary interference signal for wireless networks. This technique combines a new scheme of interference signal estimation with the intelligent optimization projection. In order to capture interference signal's subspace, a time-varying method is used to estimate the non-stationary interference.Orthogonal polynomials are used for the basis function instead of the power of the time to reduce the computational complexity.The interference is then removed from the corrupted signal by subspace projection, resulting in less distortion to the desired signal. The performance of this approach is validated by computer simulation. 展开更多
关键词 interference NON-STATIONARY PROJECTION suppression TIME-VARYING wireless networks
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SUBSET PARALLEL VOLTERRA FILTER FOR NARROWBAND INTERFERENCE SUPPRESSION IN DSSS COMMUNICATIONS
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作者 Ma Wenqiang Chen Hao 《Journal of Electronics(China)》 2006年第4期606-609,共4页
Subset Parallel Adaptive Volterra Filter (SPAVF) design algorithm is proposed in this letter. Contri-bution factor is introduced in SPAVF, and it can get rid of redundant elements efficiently in the extended input vec... Subset Parallel Adaptive Volterra Filter (SPAVF) design algorithm is proposed in this letter. Contri-bution factor is introduced in SPAVF, and it can get rid of redundant elements efficiently in the extended input vector. Computational weight can be reduced largely, and BER performance of SPAVF can be improved by getting rid of the influence of redundant elements in the input vector. Simulation result proves its advantage compared to AVF and PSVF. 展开更多
关键词 VOLTERRA滤波器 光谱序列 干扰抑制 子集向量
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Suppression to the cross-channel interference based on the short time Fourier transform
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作者 何密 Nian Yongjian +1 位作者 Li Yongzhen Xiao Shunping 《High Technology Letters》 EI CAS 2013年第3期309-314,共6页
A new cross-channel interference suppression method is proposed to decrease the cross-channel interference in beat signals based on the short time Fourier transform(STFT)and the inverse short time Fourier transform(IS... A new cross-channel interference suppression method is proposed to decrease the cross-channel interference in beat signals based on the short time Fourier transform(STFT)and the inverse short time Fourier transform(ISTFT)when the dual-orthogonal polarimetric frequency-modulated continuous wave(FMCW)radar adopts the opposite-slope linear frequency modulation signal pair in the simultaneous measurement mode.The STFT is applied only on the signals in the cross-interference intervals in the four polarimetric channels to decrease the computation complexity.A mask matrix for suppressing the interference is constructed using the constant false alarm ratio(CFAR)detection on the spectrograms by the STFT.The simulative results show that the cross-channel interference is efficiently suppressed by the proposed method.The comparison between the proposed method and the rejection method verifies the improved performance of the proposed method. 展开更多
关键词 短时傅里叶变换 信道干扰 基础 短时傅立叶变换 线性调频信号 抑制方法 正交极化 时间间隔
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An ISS-OFDM based adaptive filtering mechanism for interference suppression in wireless multi-hop communication network
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作者 秦丹阳 Ma Lin +1 位作者 Xu Renheng Ding Qun 《High Technology Letters》 EI CAS 2014年第3期230-236,共7页
The negative impact on communication performance in wireless multi-hop communication network caused by limited bandwidth,high bit error rate(BER),fading,noise and interference is alleviated by an adaptive filtering ga... The negative impact on communication performance in wireless multi-hop communication network caused by limited bandwidth,high bit error rate(BER),fading,noise and interference is alleviated by an adaptive filtering game based on frequency subbands selection and predetermined threshold.Such threshold is being obtained in Gaussian and multipath fading channel according to the frequency-matching principle and BER performance.The dynamic selection of subbands will obtain high use efficiency without the help of frequency hopping,and propound a new thought to improve band limited communication for wireless multi-hop communication network.The effectiveness of the adaptive filtering method has been verified by interleaving spread spectrum orthogonal frequency division multiplexing(ISS-OFDM) in different interference conditions,and the simulating results based on network simulator 2(NS2) indicate that system BER can be improved greatly. 展开更多
关键词 自适应滤波 通信网络 多跳通信 干扰抑制 无线 OFDM S-基 多径衰落信道
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Narrow-band interference excision in spread-spectrum systems using new N-sigma algorithm based on fuzzy threshold 被引量:4
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作者 Feng Jining Wu Siliang Wang Ju 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期20-26,共7页
The key to narrow-band interference excision in frequency domain is to determine the excision thresh- old in direct-sequence spread-spectrum (DS-SS) systems. The excision threshold is a non-linear function related t... The key to narrow-band interference excision in frequency domain is to determine the excision thresh- old in direct-sequence spread-spectrum (DS-SS) systems. The excision threshold is a non-linear function related to the number and the power of interference, and attempting to get the exact relation of threshold related to the number and the power of interference is almost impossible. The N-sigma algorithm determines the excision threshold using subsection function; however, the excision threshold determined by this method is not exact. A new method to determine the threshold of N-sigma algorithm is proposed. The new method modifies the scale factor N by use of the membership function. The threshold determined by this method is consecutive and smooth, and it is closer to the fact than that of the initial N-sigma algorithm. The GPS signal and single-tone (CW) interference (that is, typical narrow-band interference) are implemented in the simulation, and the results are presented to demonstrate the validity of the new algorithm. 展开更多
关键词 direct-sequence spread-spectrum systems adaptive frequency domain interference suppression fuzzyfunction GPS signal.
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Independent Component Analysis Based Blind Adaptive Interference Reduction and Symbol Recovery for OFDM Systems 被引量:4
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作者 LUO Zhongqiang ZHU Lidong LI Chengjie 《China Communications》 SCIE CSCD 2016年第2期41-54,共14页
To overcome the inter-carrier interference(ICI) of orthogonal frequency division multiplexing(OFDM) systems subject to unknown carrier frequency offset(CFO) and multipath, this paper develops a blind adaptive interfer... To overcome the inter-carrier interference(ICI) of orthogonal frequency division multiplexing(OFDM) systems subject to unknown carrier frequency offset(CFO) and multipath, this paper develops a blind adaptive interference suppression scheme based on independent component analysis(ICA). Taking into account statistical independence of subcarriers' signals of OFDM, the signal recovery mechanism is investigated to achieve the goal of blind equalization. The received OFDM signals can be considered as the mixed observation signals. The effect of CFO and multipath corresponds to the mixing matrix in the problem of blind source separation(BSS) framework. In this paper, the ICAbased OFDM system model is built, and the proposed ICA-based detector is exploited to extract source signals from the observation of a received mixture based on the assumption of statistical independence between the sources. The blind separation technique can increase spectral efficiency and provide robustness performance against erroneous parameter estimation problem. Theoretical analysis and simulation results show that compared with the conventional pilot-based scheme, the improved performance of OFDM systems is obtained by the proposed ICA-based detection 展开更多
关键词 OFDM系统 自适应干扰抑制 独立分量分析 OFDM信号 载波频率偏移 正交频分复用 统计独立 混合矩阵
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UWB SAR RFI SUPPRESSION BASED ON REGION OF SUPPORT IN 2-D WAVENUMBER DOMAIN 被引量:2
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作者 Jin Tian Zhou Zhimin Song Qian Chang Wenge 《Journal of Electronics(China)》 2007年第4期503-508,共6页
Radio Frequency Interference (RFI) degrades the quality of focused Ultra-WideBand Syn- thetic Aperture Radar (UWB SAR) images. From both the theoretical analysis and real data valida- tion, it is concluded that target... Radio Frequency Interference (RFI) degrades the quality of focused Ultra-WideBand Syn- thetic Aperture Radar (UWB SAR) images. From both the theoretical analysis and real data valida- tion, it is concluded that target echo and RFI have different Region Of Support (ROS) in 2-D fast- time wavenumber and aperture wavenumber domain. Consequently, a novel adaptive filter is pro- posed according to the Wiener optimum criterion on the distinct ROS characteristics of target echo and RFI. Compared with the notch filter and the Least Mean Square (LMS) adaptive filter in previ- ous literatures, the proposed method is more computationally efficient with satisfactory suppression results. In terms of Signal-to-Interference Ratio Improvement (SIRI) and processing time, the per- formance of the proposed adaptive filter is verified with the field data collected with a UWB SAR system. 展开更多
关键词 超宽频带 人造孔径雷达 无线频率干扰抑制 Wiener标准
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Radio Disturbance Suppression for Ground Wave Radar
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作者 Qiao, Xiaolin Liu, Yongtan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1994年第2期1-11,共11页
A new method of single sample polarization filtering is proposed. The algorithm is fast and suitable for the polarization processing of stationary or nonstationary polarized disturbed signals with one or more independ... A new method of single sample polarization filtering is proposed. The algorithm is fast and suitable for the polarization processing of stationary or nonstationary polarized disturbed signals with one or more independent disturbances. A ground wave polarimetric radar with the ability of radio disturbance suppression is then introduced. Some numerical results demonstrate the effectiveness of single sample polarization filtering method for ground wave polarimetric radar. 展开更多
关键词 ALGORITHMS ATTENUATION Electromagnetic wave polarization interference suppression POLARIMETERS Radar countermeasures Radar interference Radar transmitters Signal filtering and prediction Telecommunication equipment
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Self-Interference Elimination by Physical Feedback Channel in CCFD for 3-D Beamforming Communication 被引量:1
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作者 Naveed Ali Kaimkhani Zhe Chen Fuliang Yin 《China Communications》 SCIE CSCD 2017年第9期62-71,共10页
The 3-D beamforming scheme has elite as evolving interest because of its efficiency to empower assorted techniques such as vertical and horizontal domains and emanation beamforming according to subscriber's provis... The 3-D beamforming scheme has elite as evolving interest because of its efficiency to empower assorted techniques such as vertical and horizontal domains and emanation beamforming according to subscriber's provisions. Usually, 3-D beamforming communication is set up on FDD/TDD approach those effects on the performance of spectrum and energy efficiency. Co-frequency and CoTime Full Duplex(CCFD) is an effective solution to improve the spectrum and energy efficiency by transmitting and receiving simultaneously in frequency and time domain. While, CCFD communication often face the self-interference issue when communication occurs, simultaneously. Consequently, in this paper a self-interference elimination by physical feedback channel in CCFD for 3-D Beamforming communication scheme is proposed to improve the over-all system performance in terms of energy and spectrum efficiency. The simulation and analytical outcomes demonstrated that the proposed system is superior than the traditional one. 展开更多
关键词 spectrum efficiency energy effi-ciency co-frequency and co-time full DUPLEX SELF-interference suppression 3-D beamform-ing
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Experimental study on siRNA expressing vector-based RNA interference targeting c-Myc in human hepatocellular carcinoma cell line BEL-7402
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作者 Shuiliang Wang Qingliu Huang +1 位作者 Yunzong Lian Fenghua Lan 《The Chinese-German Journal of Clinical Oncology》 CAS 2006年第5期332-335,共4页
Objective: To explore the inhibition of the expression of c-Myc in human hepatocellular carcinoma via vector-based RNA interference (RNAi). Methods: Two RNA interference DNA templates targeting c-Myc oncogene were des... Objective: To explore the inhibition of the expression of c-Myc in human hepatocellular carcinoma via vector-based RNA interference (RNAi). Methods: Two RNA interference DNA templates targeting c-Myc oncogene were designed via online software and synthesized. By ligation, the fragments were inserted into pSilencer 1.0-U6 to construct the recombinant siRNA expressing plasmids. The identified recombinants were introduced into BEL-7402 cells with Lipofactamine. The inhibition of c-Myc expression, together with the expression of CDK4, hTERT and Gadd45β in c-Myc down-regulated BEL-7402 cells, were analyzed by semi-quantitative RT-PCR. Results: Two recombinant plasmids pSic-myc-1 and pSic-myc-2, which direct the yields of siRNAs targeting c-Myc in cells, were constructed. Among which, pSic-myc-2 was shown to trigger a RNAi-mediated inhibition of expression of c-Myc in BEL-7402 by up to 90%. In c-Myc knockdown BEL-7402 cells, the expression of CDK4 and hTERT were down-regulated with a ratio of 85% and 57%, respectively, while the expression of Gadd45β was up-regulated by up to 110%. Conclusion: The expression of c-Myc in BEL-7402 could be suppressed by vector-based RNA interference successfully. The knockdown of c-Myc in turn resulted in the changes of expression of genes related to cell proliferation and apoptosis. Thus, our study provided a preliminary data in searching of a c-Myc-targeted RNAi therapy of human hepatocellular carcinoma. 展开更多
关键词 肝细胞癌 基因表达 肿瘤细胞 质体
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微光数字观瞄镜的强杂光抑制技术研究
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作者 梁国龙 张明超 +3 位作者 黄剑波 丁浩 白晶 张尧禹 《吉林大学学报(信息科学版)》 CAS 2024年第1期81-85,共5页
针对观瞄镜强杂光干扰问题,提出一套完整的强杂光抑制技术方案。首先,对物镜内表面采用绒布消光;然后,在软件图像处理上结合使用相邻图像累加积分、直方图统计和宽动态灰度增强等算法完成强杂光抑制;在天空照度为1×10^(-3)lx以下... 针对观瞄镜强杂光干扰问题,提出一套完整的强杂光抑制技术方案。首先,对物镜内表面采用绒布消光;然后,在软件图像处理上结合使用相邻图像累加积分、直方图统计和宽动态灰度增强等算法完成强杂光抑制;在天空照度为1×10^(-3)lx以下的野外暗夜环境下,加入强杂光干扰后进行实验测试。实验结果表明,该技术方案能有效完成强杂光抑制和图像细节增强,提升图像质量。软件算法在FPGA(Field Programmable Gate Array)平台上运行,2 ms内完成图像处理工作,满足实时性要求。 展开更多
关键词 数字观瞄镜 强杂光 干扰 抑制 消光绒布 直方图 宽动态灰度增强
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基于线性自抗扰控制的柔性多状态开关直流电压控制策略
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作者 王正齐 徐浩 王德全 《电力电容器与无功补偿》 2024年第2期107-116,共10页
为提高柔性多状态开关(flexible multi-state switch,FMSS)的抗干扰能力,以保证在系统干扰的情况下维持直流电压稳定,该文提出一种基于线性自抗扰控制(linear active disturbance rejection control,LADRC)的FMSS直流电压控制策略,其控... 为提高柔性多状态开关(flexible multi-state switch,FMSS)的抗干扰能力,以保证在系统干扰的情况下维持直流电压稳定,该文提出一种基于线性自抗扰控制(linear active disturbance rejection control,LADRC)的FMSS直流电压控制策略,其控制策略可以将作用于研究对象的不确定因素整合成系统总扰动,并对扰动进行实时跟踪估计和补偿,以此抑制系统干扰。通过Matlab/Simulink对FMSS建模,并设计线性自抗扰控制器模块来替换电压外环和电流内环中的PI控制器模块。在系统干扰的情况下,对FMSS的抗干扰能力进行实验验证。仿真结果表明,与传统PI双环控制策略相比,基于LADRC的控制策略能更好地应对系统干扰,能有效提高系统干扰抑制的能力,维持FMSS直流电压稳定。 展开更多
关键词 柔性多状态开关 线性自抗扰控制 MATLAB/SIMULINK 干扰抑制 直流电压稳定
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基于改进奇异谱分析的毫米波生物雷达干扰抑制方法
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作者 刘震宇 李成光 王梓斌 《广东工业大学学报》 CAS 2024年第1期47-54,共8页
针对毫米波雷达间的互扰会造成生物雷达获取的微弱生命体征信号被淹没,导致无法准确测量呼吸心跳的问题,本文提出基于改进奇异谱分析的方法抑制雷达间互扰,通过相关性计算从受扰信号中选取目标差拍信号重构以抑制干扰和消除背景噪声。... 针对毫米波雷达间的互扰会造成生物雷达获取的微弱生命体征信号被淹没,导致无法准确测量呼吸心跳的问题,本文提出基于改进奇异谱分析的方法抑制雷达间互扰,通过相关性计算从受扰信号中选取目标差拍信号重构以抑制干扰和消除背景噪声。进一步提出基于信息熵的集合经验模态分解方法消除差拍信号残留的相位噪声,通过信息熵计算从集合经验模态分解后的固有模态函数分量中选择呼吸和心跳信号以抑制残留噪声。实验结果表明,所提出的方法能有效地从受干扰的信号中恢复呼吸和心跳信号,提高呼吸和心跳的信噪比。因此,本文所提方法提高了生物雷达的抗干扰能力,增强了生物雷达的实用性。 展开更多
关键词 毫米波生物雷达 生命体征检测 干扰抑制 奇异谱分析 集合经验模态分解
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基于遗传算法优化BP神经网络的GNSS干扰源定位技术
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作者 苏佳 杨泽超 +2 位作者 易卿武 杨建雷 李硕 《无线电工程》 2024年第5期1175-1182,共8页
全球导航卫星系统(GNSS)应用已全面深入到国家安全和国民经济当中,但由于GNSS信号到达地面后信号强度很弱,极易受到无意或有意的人为干扰。当出现压制干扰时会影响接收机正常工作,从而导致某一区域导航定位效果受到影响,因此对干扰源的... 全球导航卫星系统(GNSS)应用已全面深入到国家安全和国民经济当中,但由于GNSS信号到达地面后信号强度很弱,极易受到无意或有意的人为干扰。当出现压制干扰时会影响接收机正常工作,从而导致某一区域导航定位效果受到影响,因此对干扰源的排查和消除十分重要。针对上述压制干扰,通过在监测区域分布一定数量低成本接收机,利用其接收的载噪比数据特征实现干扰源的位置估计。考虑到信号传播过程中的衰减模型是非线性的,提出了基于遗传算法(Genetic Algorithm,GA)优化反向传播(Back Propagation,BP)神经网络的干扰源定位方法,通过神经网络学习得到监测区域载噪比特征的复杂非线性关系,GA对神经网络的初始权值和阈值进行优化,最终在监测区域通过梯度下降法搜索出干扰源位置。结果表明,GA优化后的网络预测误差更小,能够初步定位干扰源位置且平均定位误差率(Average Localization Error Rate,ALER)约为0.23%,验证了模型的合理性和有效性。 展开更多
关键词 载噪比 压制干扰 全球导航卫星系统干扰源定位 反向传播神经网络
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