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A True-Time-Delay Array Architecture for Wideband Multi-Beam Tracking
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作者 Xiaowei Liu Guangliang Ren 《China Communications》 SCIE CSCD 2023年第8期65-77,共13页
The true-time delay(TTD)units are critical for solving beam squint and frequency selective fading inWideband Large-Scale Antenna Systems(LSASs).In this work,we propose a TTD array architecture for wideband multi-beam ... The true-time delay(TTD)units are critical for solving beam squint and frequency selective fading inWideband Large-Scale Antenna Systems(LSASs).In this work,we propose a TTD array architecture for wideband multi-beam tracking that eliminates the beam squint phenomenon and filters out interference signals by applying a spatial filter and time delay estimations(TDEs).The paper presents a novel approach to spatial filter design by introducing a transformation matrix that can optimize the beam response in a specific direction and at a specific frequency.Using the variable fractional delay(VFD)filters,we propose a TDE algorithm with a Newton-Raphson iteration update process that corrects the arrival time delay difference between sensors.Simulations and examples have demonstrated that the proposed architecture can achieve beam tracking within 10 ms at the low signalto-noise ratio(SNR)and demodulation loss is less than 0.5 dB in wideband multi-beam scenarios. 展开更多
关键词 true-time delay(TTD) spatial filter variable fractional delay(VFD) wideband multi-beam tracking time delay estimation(TDE)
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High-Precision Time Delay Estimation Based on Closed-Form Offset Compensation
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作者 Yingying Li Hang Jiang +1 位作者 Lianjie Yu Jianfeng Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第3期2123-2136,共14页
To improve the estimation accuracy,a novel time delay estimation(TDE)method based on the closed-form offset compensation is proposed.Firstly,we use the generalized cross-correlation with phase transform(GCC-PHAT)metho... To improve the estimation accuracy,a novel time delay estimation(TDE)method based on the closed-form offset compensation is proposed.Firstly,we use the generalized cross-correlation with phase transform(GCC-PHAT)method to obtain the initial TDE.Secondly,a signal model using normalized cross spectrum is established,and the noise subspace is extracted by eigenvalue decomposition(EVD)of covariance matrix.Using the orthogonal relation between the steering vector and the noise subspace,the first-order Taylor expansion is carried out on the steering vector reconstructed by the initial TDE.Finally,the offsets are compensated via simple least squares(LS).Compared to other state-of-the-art methods,the proposed method significantly reduces the computational complexity and achieves better estimation performance.Experiments on both simulation and real-world data verify the efficiency of the proposed approach. 展开更多
关键词 time delay estimation(TDE) time difference of arrival(TDOA) taylor expansion SUPER-RESOLUTION
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Time Delay Estimation in Radar System using Fuzzy Based Iterative Unscented Kalman Filter
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作者 T.Jagadesh B.Sheela Rani 《Computer Systems Science & Engineering》 SCIE EI 2023年第3期2569-2583,共15页
RSs(Radar Systems)identify and trace targets and are commonly employed in applications like air traffic control and remote sensing.They are necessary for monitoring precise target trajectories.Estimations of RSs are n... RSs(Radar Systems)identify and trace targets and are commonly employed in applications like air traffic control and remote sensing.They are necessary for monitoring precise target trajectories.Estimations of RSs are non-linear as the parameters TDEs(time delay Estimations)and Doppler shifts are computed on receipt of echoes where EKFs(Extended Kalman Filters)and UKFs(Unscented Kalman Filters)have not been examined for computations.RSs,certain times result in poor accuracies and SNRs(low signal to noise ratios)especially,while encountering complicated environments.This work proposes IUKFs(Iterated UKFs)to track onlinefilter performances while using optimization techniques to enhance outcomes.The use of cost functions can assist state corrections while lowering costs.A new parameter is optimized using MCEHOs(Mutation Chaotic Elephant Herding Optimizations)by linearly approximating system non-linearity where OIUKFs(Optimized Iterative UKFs)predict a target's unknown parameters.To obtain optimal solutions theoretically,OIUKFs take less iteration,resulting in shorter execution times.The proposed OIUKFs provide numerical approximations which are derivative-free implementations.Simulation evaluation results with estimators show better performances in terms of reduced NMSEs(Normalized Mean Square Errors),RMSEs(Root Mean Squared Errors),SNRs,variances,and better accuracies than current approaches. 展开更多
关键词 Radar system unscented kalmanfilter extended kalmanfilter optimized iterative unscented kalmanfilter mutation chaotic elephant herding optimization time delay estimation
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Narrowband time delay estimation based on correlation coefficient 被引量:3
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作者 Gao Yang Qiu Tianshuang Sha Lan Zhao Yanbin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第5期937-941,共5页
The problems of time delay estimation of narrowband signals are presented. The disadvantages of the existing algorithms are analyzed, and a new narrowband time delay estimating algorithm based on correlation coefficie... The problems of time delay estimation of narrowband signals are presented. The disadvantages of the existing algorithms are analyzed, and a new narrowband time delay estimating algorithm based on correlation coefficient is proposed. The original time delay information is transfered into the delay between the autocorrelation and cross-correlation function, and the precise estimating result by wave-comparison is given. The algorithm proposed here is also compared with other algorithms and its advantages over other algorithms are proved. The theoretical analysis and simulation show the effectiveness of the proposed algorithm. 展开更多
关键词 time delay estimation narrowband signal correlation coefficient.
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High Resolution Multipath Time Delay Estimation Based on FLOCCS-ESPRIT 被引量:3
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作者 LIU Wen-hong QIU Tian-shuang +1 位作者 HU Ting-ting TANG Hong 《Journal of China University of Mining and Technology》 EI 2007年第1期30-34,共5页
The non-Gaussian α-stable distribution is introduced to model impulsive noise. Based on the theory of fractional lower order statistics (FLOS), the fractional lower order cross-covariance (FLOCC) sequence for two rec... The non-Gaussian α-stable distribution is introduced to model impulsive noise. Based on the theory of fractional lower order statistics (FLOS), the fractional lower order cross-covariance (FLOCC) sequence for two received signals is obtained and the fractional lower order cross-covariance spectrum (FLOCCS) can be approached by taking a Fourier transform for the FLOCC sequence. When the FLOCCS is treated as a sequence in the time domain, the problem of multipath time delay estimation (TDE) may be converted into one on multi-frequencies estimation or directions of arrival estimation. Accordingly, the high resolution multipath TDE can be realized with the ESPRIT technology. This idea on multipath TDE is referred to as FLOCCS-ESPRIT in this paper. Computer simulations show that this method has good performance both in a Gaussian noise and in an impulsive noise environment. 展开更多
关键词 signal processing multipath time delay estimation α-stable distribution FLOCC FLOCCS estimation signal parameter via rotational invariance techniques (ESPRIT)
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Underwater Acoustic Communication Based on Pattern Time Delay Shift Coding Scheme 被引量:9
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作者 殷敬伟 惠俊英 +2 位作者 惠娟 姚直象 王逸林 《China Ocean Engineering》 SCIE EI 2006年第3期499-508,共10页
Underwater acoustic communication based on Pattern Tune Delay Shift Coding (PDS) communication scheme is studied. The time delay shift values of the pattern are used to encode the digital information in the PDS sche... Underwater acoustic communication based on Pattern Tune Delay Shift Coding (PDS) communication scheme is studied. The time delay shift values of the pattern are used to encode the digital information in the PDS scheme, which belongs to the Pulse Position Modulation (PPM). The duty cycle of the PDS scheme is small, so it can economize the power for communication. By use of different patterns for code division and different frequencies for channel division, the communication system is capable of mitigating the inter-symbol interference (ISI) caused by the muhipath channel. The data rate of communication is 1000 bits/s at 8 kHz bandwidth. The receiver separates the channels by means of bandpass filters, and performs decoding by 4 copy-correlators to estimate the time delay shift value. Based on the theoretical analysis and numerical simulations, the PDS scheme is shown to be a robust and effective approach for underwater acoustic communication. 展开更多
关键词 underwater acoustic UWA conmumwation pattern time delay shift coding (PDS) estimation of time delay shift nudtipath channel inter-symbol inteoCerence (ISI)
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Multivariate time delay analysis based local KPCA fault prognosis approach for nonlinear processes 被引量:5
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作者 Yuan Xu Ying Liu Qunxiong Zhu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2016年第10期1413-1422,共10页
Currently, some fault prognosis technology occasionally has relatively unsatisfied performance especially for in- cipient faults in nonlinear processes duo to their large time delay and complex internal connection. To... Currently, some fault prognosis technology occasionally has relatively unsatisfied performance especially for in- cipient faults in nonlinear processes duo to their large time delay and complex internal connection. To overcome this deficiency, multivariate time delay analysis is incorporated into the high sensitive local kernel principal component analysis. In this approach, mutual information estimation and Bayesian information criterion (BIC) are separately used to acquire the correlation degree and time delay of the process variables. Moreover, in order to achieve prediction, time series prediction by back propagation (BP) network is applied whose input is multivar- iate correlated time series other than the original time series. Then the multivariate time delayed series and future values obtained by time series prediction are combined to construct the input of local kernel principal component analysis (LKPCA) model for incipient fault prognosis. The new method has been exemplified in a sim- ple nonlinear process and the complicated Tennessee Eastman (TE) benchmark process. The results indicate that the new method has suoerioritv in the fault prognosis sensitivity over other traditional fault prognosis methods. 展开更多
关键词 Fault prognosis time delay estimation Local kernel principal component analysis
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Adaptive sliding mode control of modular self-reconfigurable spacecraft with time-delay estimation 被引量:1
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作者 Xin-hong Li Zhi-bin Zhang +4 位作者 Ji-ping An Xin Zhou Gang-xuan Hu Guo-hui Zhang Wan-xin Man 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第12期2170-2180,共11页
The reconstruction control of modular self-reconfigurable spacecraft (MSRS) is addressed using an adaptive sliding mode control (ASMC) scheme based on time-delay estimation (TDE) technology. In contrast to the ground,... The reconstruction control of modular self-reconfigurable spacecraft (MSRS) is addressed using an adaptive sliding mode control (ASMC) scheme based on time-delay estimation (TDE) technology. In contrast to the ground, the base of the MSRS is floating when assembled in orbit, resulting in a strong dynamic coupling effect. A TED-based ASMC technique with exponential reaching law is designed to achieve high-precision coordinated control between the spacecraft base and the robotic arm. TDE technology is used by the controller to compensate for coupling terms and uncertainties, while ASMC can augment and improve TDE’s robustness. To suppress TDE errors and eliminate chattering, a new adaptive law is created to modify gain parameters online, ensuring quick dynamic response and high tracking accuracy. The Lyapunov approach shows that the tracking errors are uniformly ultimately bounded (UUB). Finally, the on-orbit assembly process of MSRS is simulated to validate the efficacy of the proposed control scheme. The simulation results show that the proposed control method can accurately complete the target module’s on-orbit assembly, with minimal perturbations to the spacecraft’s attitude. Meanwhile, it has a high level of robustness and can effectively eliminate chattering. 展开更多
关键词 Adaptive sliding mode control(ASMC) time delay control time delay estimation Modular self-reconfigurable spacecraft Uncertainty Coordinated control
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A Simple Method for Source Depth Estimation with Multi-path Time Delay in Deep Ocean 被引量:2
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作者 杨坤德 杨秋龙 +1 位作者 郭晓乐 曹然 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第12期86-90,共5页
A method of source depth estimation based on the multi-path time delay difference is proposed. When the minimum time arrivals in all receiver depths are snapped to a certain time on time delay-depth plane, time delay ... A method of source depth estimation based on the multi-path time delay difference is proposed. When the minimum time arrivals in all receiver depths are snapped to a certain time on time delay-depth plane, time delay arrivals of surface-bottom reflection and bottom-surface reflection intersect at the source depth. Two hydrophones deployed vertically with a certain interval are required at least. If the receiver depths are known, the pair of time delays can be used to estimate the source depth. With the proposed method the source depth can be estimated successfully in a moderate range in the deep ocean without complicated matched-field calculations in the simulations and experiments. 展开更多
关键词 of on with A Simple Method for Source Depth Estimation with Multi-path time delay in Deep Ocean for in IS SOURCE
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Joint Noise Reduction and lp-Norm Minimization for Enhancing Time Delay Estimation in Colored Noise 被引量:1
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作者 Jingxian Tu Youshen Xia 《Journal of Computer and Communications》 2016年第3期46-53,共8页
Time delay estimation (TDE) is an important issue in signal processing. Conventional TDE algorithms are usually efficient under white noise environments. In this paper, a joint noise reduction and -norm minimization m... Time delay estimation (TDE) is an important issue in signal processing. Conventional TDE algorithms are usually efficient under white noise environments. In this paper, a joint noise reduction and -norm minimization method is presented to enhance TDE in colored noise. An improved subspace method for colored noise reduction is first performed. Then the time delay is estimated by using an -norm minimization method. Because the clean speech signal form the noisy signal is well extracted by noise reduction and the -norm minimization method is robust, the TDE accuracy can be enhanced. Experiment results confirm that the proposed joint estimation method obtains more accurate TDE than several conventional algorithms in colored noise, especially in the case of low signal-to-noise ratio.   展开更多
关键词 time delay Estimation Speech Enhancement Noise Reduction SUBSPACE
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Locating the position of objects in non-line-of-sight based on time delay estimation
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作者 王雪峰 王元庆 +1 位作者 苏金善 杨兴雨 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第8期163-169,共7页
Non-line-of-sight imaging detection is to detect hidden objects by indirect light and intermediary surface(diffuser).It has very important significance in indirect access to an object or dangerous object detection, ... Non-line-of-sight imaging detection is to detect hidden objects by indirect light and intermediary surface(diffuser).It has very important significance in indirect access to an object or dangerous object detection, such as medical treatment and rescue. An approach to locating the positions of hidden objects is proposed based on time delay estimation. The time delays between the received signals and the source signal can be obtained by correlation analysis, and then the positions of hidden objects will be located. Compared with earlier systems and methods, the proposed approach has some modifications and provides significant improvements, such as quick data acquisition, simple system structure and low cost, and can locate the positions of hidden objects as well: this technology lays a good foundation for developing a practical system that can be used in real applications. 展开更多
关键词 NON-LINE-OF-SIGHT time delay estimation CROSS-CORRELATION hidden object location
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Weighting Function Modification Used for Phase Transform-Based Time Delay Estimation
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作者 Xue Yang Changchun Bao Zihao Cui 《China Communications》 SCIE CSCD 2022年第11期241-256,共16页
Generalized cross-correlation is considered as the most straightforward time delay estimation algorithm.Depending on various weighting function,different methods were derived and a straightforward method,named phase t... Generalized cross-correlation is considered as the most straightforward time delay estimation algorithm.Depending on various weighting function,different methods were derived and a straightforward method,named phase transform(PHAT)has been widely used.PHAT is well-known for its robustness to reverberation and its sensitivity to noise,which is partly due to the fact that PHAT distributes same weights to the frequencies dominated by signal or noise.To alleviate this problem,two weighting functions are proposed in this paper.By taking a posteriori signal-to-noise ratio(SNR)into account to classify reliable and unreliable frequencies,different weights could be assigned.The first proposed weighting function borrows the idea of binary mask and distributes same weights to frequencies in same set,whereas,the second one assigns weights based on coherence function.Experiments showed the robustness of proposed methods to reverberation and noise for improving the performance of time delay estimation through various criteria. 展开更多
关键词 time delay estimation generalized crosscorrelation PHAT a posteriori SNR coherence function
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Time Delay Estimation Based on Entropy Estimation
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作者 Fei Wen Qun Wan 《Journal of Electronic Science and Technology》 CAS 2013年第3期258-263,共6页
--This paper presents a novel time delay estimation (TDE) method using the concept of entropy. The relative delay is estimated by minimizing the estimated joint entropy of multiple sensor output signals. When estima... --This paper presents a novel time delay estimation (TDE) method using the concept of entropy. The relative delay is estimated by minimizing the estimated joint entropy of multiple sensor output signals. When estimating the entropy, the information about the prior distribution of the source signal is not required. Instead, the Parzen window estimator is employed to estimate the density function of the source signal from multiple sensor output signals. Meanwhile, based on the Parzen window estimator, the Renyi's quadratic entropy (RQE) is incorporated to effectively and efficiently estimate the high-dimensional joint entropy of the multichannel outputs. Furthermore, a modified form of the joint entropy for embedding information about reverberation (multipath reflections) for speech signals is introduced to enhance the estimator's robustness against reverberation. 展开更多
关键词 Index Terms--Acoustic source localization jointentropy Parzen window estimator Renyi's quadraticentropy time delay estimation.
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Multipath Time Delay Estimation Based on MUSIC Algorithm Under Small Sample Conditions
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作者 CHEN Meng XING Hongyan +1 位作者 WANG Haifeng WU Yeli 《Instrumentation》 2022年第4期58-66,共9页
On account of the traditional multiple signal classification(MUSIC)algorithm has poor performance in time delay estimation under the condition of small sampling data and low SNR.In this paper,the traditional MUSIC alg... On account of the traditional multiple signal classification(MUSIC)algorithm has poor performance in time delay estimation under the condition of small sampling data and low SNR.In this paper,the traditional MUSIC algorithm is improved.The algorithm combines the idea of spatial smoothing,constructs a new covariance matrix using the covariance information of the measurement data,and constructs a weighted value using the modified noise eigenvalues to weight the traditional estimation spectrum.Simulation results show that the improved algorithm has steeper spectral peaks and better time delay resolution under the condition of inaccurate path number estimation.The time delay estimation accuracy of this algorithm is higher than that of the traditional MUSIC algorithm and the improved SSMUSIC algorithm under the conditions of small sampling data and low SNR. 展开更多
关键词 Multipath time delay Estimation MUSIC Algorithm Spatial Smoothing
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Robust decoupling control of a parallel kinematic machine using the time-delay estimation technique 被引量:2
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作者 ZHANG HaiFeng YE Wei LI QinChuan 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2023年第7期1916-1927,共12页
This paper proposes a robust decoupling control scheme using a time-delay estimation technique for a parallel kinematic machine to enhance its trajectory tracking performance.The dynamic model of a parallel kinematic ... This paper proposes a robust decoupling control scheme using a time-delay estimation technique for a parallel kinematic machine to enhance its trajectory tracking performance.The dynamic model of a parallel kinematic machine(PKM)is a multivariable nonlinear strongly coupled system that is always affected by uncertainties and external disturbances.The proposed controller employs the time-delay estimation(TDE)technique to estimate the dynamic model of a PKM with uncertainties and disturbances,thus obtaining a simple model structure.The TDE technique involves estimating the unknown system dynamics by intentionally using a time-delayed signal,which will inevitably lead to estimation errors.Hence,the proposed controller effectively reduces the unfavourable TDE error by combining fast and robust integral terminal sliding mode control with TDE(TDE-ITSMC).In turn,the TDE technique can reduce the upper bound on the switching gain in the sliding mode control(SMC)scheme,which reduces damage to the robot.Finally,comparative experimental studies with other controllers confirm that TDEITSMC offers excellent trajectory tracking accuracy and is a practical robust control scheme for PKMs. 展开更多
关键词 robust control parallel kinematic machine sliding mode control time delay estimation
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Off-Grid Sparse Bayesian Inference with Biased Total Grids for Dense Time Delay Estimation
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作者 魏爽 李文瑶 +1 位作者 苏颖 刘睿 《Journal of Shanghai Jiaotong university(Science)》 EI 2023年第6期763-771,共9页
For dense time delay estimation(TDE),when multiple time delays are located within a grid interval,it is dificult for the existing sparse Bayesian learning/inference(SBL/SBI)methods to obtain high estimation accuracy t... For dense time delay estimation(TDE),when multiple time delays are located within a grid interval,it is dificult for the existing sparse Bayesian learning/inference(SBL/SBI)methods to obtain high estimation accuracy to meet the application requirements.To solve this problem,this paper proposes a method named off-grid sparse Bayesian inference-biased total grid(OGSBI-BTG),where a mesh evolution process is conducted to move the total grids iteratively based on the position of the off-grid between two grids.The proposed method updates the off-grid dictionary matrix by further reconstructing an optimum mesh and offsetting the off-grid vector.Experimental results demonstrate that the proposed approach performs better than other state-of-the-art SBI methods and multiple signal classification even when the grid interval is larger than the gap of true time delays.In this paper,the time domain model and frequency domain model of TDE are studied. 展开更多
关键词 OFF-GRID sparse Bayesian inference(SBI) time delay estimation(TDE) biased total grids(BTG)
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An enhanced mixed modulated Lagrange explicit time delay estimator with noisy input 被引量:1
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作者 Wei XIA Ju-lei ZHU +1 位作者 Wen-ying JIANG Ling-feng ZHU 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2016年第10期1067-1073,共7页
The mixed modulated Lagrange explicit time delay estimation (MMLETDE) algorithm provides an efficient time delay estimation between narrowband or sinusoidal signals. However, it does not explicitly consider the addi... The mixed modulated Lagrange explicit time delay estimation (MMLETDE) algorithm provides an efficient time delay estimation between narrowband or sinusoidal signals. However, it does not explicitly consider the additive measurement noise at the input, which actually exists in practice. Aiming at this issue, an enhanced MMLETDE algorithm is proposed for noisy inputs based on the unbiased impulse response estimation technique, assuming that the noise power ratio is known a priori. Simulation results show that for narrowband signals or sinusoids over a wide frequency range, the proposed algorithm with a small filter order performs well in moderate and high noise scenarios. 展开更多
关键词 time delay estimation Adaptive filter Noisy input Modulated Lagrange Unbiased impulse response estimation
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Characteristic Analysis of Underwater Acoustic Scattering Echoes in the Wavelet Transform Domain 被引量:1
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作者 Mei Yang Xiukun Li +1 位作者 Yang Yang Xiangxia Meng 《Journal of Marine Science and Application》 CSCD 2017年第1期93-101,共9页
Underwater acoustic scattering echoes have time–space structures and are aliasing in time and frequency domains. Different series of echoes properties are not identified when incident angle is unknown. This article i... Underwater acoustic scattering echoes have time–space structures and are aliasing in time and frequency domains. Different series of echoes properties are not identified when incident angle is unknown. This article investigates variations in target echoes of monostatic sonar to address this problem. The mother wavelet with similar structures has been proposed on the basis of preprocessing signal waveform using matched filter, and the theoretical expressions between delay factor and incident angle are derived in the wavelet domain. Analysis of simulation data and experimental results in free-field pool show that this method can effectively separate geometrical scattering components of target echoes. The time delay estimation obtained from geometrical echoes at a single angle is consistent with target geometrical features, which provides a basis for object recognition without angle information. The findings provide valuable insights for analyzing elastic scattering echoes in actual ocean environment. 展开更多
关键词 underwater acoustic scattering echoes geometrical scattering components time delay estimation wavelet transform
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Estimating Time Delays With Antenna Array 被引量:1
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作者 ZHAI Ming yue, LIU Yuan an (Beijing University of Posts and Telecommunications, Beijing 100876, P.R. China) 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2001年第4期47-50,共4页
This paper discusses the problem of estimating the time delays of multipath signals in wireless communications. The new multipath channel model is presented. And based on this new channel model, we generalize the clas... This paper discusses the problem of estimating the time delays of multipath signals in wireless communications. The new multipath channel model is presented. And based on this new channel model, we generalize the classical MUSIC algorithm to estimate the time delays of multipath signals. Simulation examples are included to illustrate the algorithm performance. 展开更多
关键词 array signal processing time delay estimation multipath channel MUSIC
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Novel Channel Estimation Method in Broadband MIMO-OFDM Systems 被引量:1
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作者 焦慧颖 安建平 《Journal of Beijing Institute of Technology》 EI CAS 2007年第3期290-294,共5页
A least square (IS) parametric channel estimation method in broadband mt/ltiple input multiple output (MIMO) orthogonal frequency division multiplexing (OFDM) systems is proposed. The mean square error (MSE) p... A least square (IS) parametric channel estimation method in broadband mt/ltiple input multiple output (MIMO) orthogonal frequency division multiplexing (OFDM) systems is proposed. The mean square error (MSE) performance using optimal training pilots is also given, which proves the method can improve the estimation precision greatly in sparse channel.. Since such method needs the multi-path time delays information of the channel, the probabilistic data association (PDA) method is employed to estimate the time delay of each path. Simulation results show that both the bit error rate (BER) and the MSE performance of the proposed method are better than the traditional LS channel estimation method. 展开更多
关键词 multiple input multiple output (MIMO) orthogonal frequency division multiplexing (OFDM) channel estimation parametric channel model time delay estimation
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