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Space-time clutter model for airborne bistatic radar with non-Gaussian statistics 被引量:4
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作者 Duan Rui Wang Xuegang Jiang Chaoshu Chen Zhuming 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第2期283-290,共8页
To validate the potential space-time adaptive processing (STAP) algorithms for airborne bistatic radar clutter suppression under nonstationary and non-Gaussian clutter environments, a statistically non-Gaussian, spa... To validate the potential space-time adaptive processing (STAP) algorithms for airborne bistatic radar clutter suppression under nonstationary and non-Gaussian clutter environments, a statistically non-Gaussian, space-time clutter model in varying bistatic geometrical scenarios is presented. The inclusive effects of the model contain the range dependency of bistatic clutter spectrum and clutter power variation in range-angle cells. To capture them, a new approach to coordinate system conversion is initiated into formulating bistatic geometrical model, and the bistatic non-Gaussian amplitude clutter representation method based on a compound model is introduced. The veracity of the geometrical model is validated by using the bistatic configuration parameters of multi-channel airborne radar measurement (MCARM) experiment. And simulation results manifest that the proposed model can accurately shape the space-time clutter spectrum tied up with specific airborne bistatic radar scenario and can characterize the heterogeneity of clutter amplitude distribution in practical clutter environments. 展开更多
关键词 airborne bistatic radar clutter model GEOMETRY non-gaussian
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Distributed Feedback Quadratic Filter for Estimating Moving Target in Time-Varying Non-Gaussian Systems with Limited Sensing Range
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作者 SUO Jinghui ZHU Xuefeng 《Journal of Donghua University(English Edition)》 2025年第6期661-672,共12页
This research considers the tracking problem of a moving target in distributed sensor networks with a limited sensing range(LSR)affected by non-Gaussian noise.In such sensor networks,observation loss due to LSR is a p... This research considers the tracking problem of a moving target in distributed sensor networks with a limited sensing range(LSR)affected by non-Gaussian noise.In such sensor networks,observation loss due to LSR is a prevalent issue that has received insufficient attention.We introduce a time-varying random variable to describe whether the sensor observes a moving target at each moment.When a single sensor node is unable to receive information from other nodes,it cannot update its state estimation of the moving target once the target moves beyond this node’s observation range.We propose an information flow topology within distributed sensor networks to facilitate the reception of prior state estimation data transmitted by neighboring nodes.Based on this information,a quadratic distributed estimator is designed for each sensor,and an output injection term is introduced to handle unstable systems.Finally,a numerical example is provided to illustrate the effectiveness of the proposed control scheme. 展开更多
关键词 non-gaussian system quadratic estimation moving target TIME-VARYING
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Photon-modulated displaced thermal states:negativity and non-Gaussianity
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作者 Wei-feng Wu Yong Fang Peng Fu 《Communications in Theoretical Physics》 2025年第4期34-38,共5页
In this paper,we propose a new non-Gaussian quantum state,termed the photon-modulated displaced thermal state(DTS).Using the operator ordering method,we obtain the normal ordering product of its density operator and t... In this paper,we propose a new non-Gaussian quantum state,termed the photon-modulated displaced thermal state(DTS).Using the operator ordering method,we obtain the normal ordering product of its density operator and then investigate its normalization,the negativity of its Wigner function and its non-Gaussianity. 展开更多
关键词 photon-modulated displaced thermal state normalization Wigner function non-gaussianITY
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Dual CG-IG distribution model for sea clutter and its parameter correction method
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作者 LI Zhen HE Huafeng +3 位作者 ZHOU Tao ZHANG Qi HAN Xiaofei YOU Yongquan 《Journal of Systems Engineering and Electronics》 2025年第5期1177-1187,共11页
Accurate modeling and parameter estimation of sea clutter are fundamental for effective sea surface target detection.With the improvement of radar resolution,sea clutter exhibits a pronounced heavy-tailed characterist... Accurate modeling and parameter estimation of sea clutter are fundamental for effective sea surface target detection.With the improvement of radar resolution,sea clutter exhibits a pronounced heavy-tailed characteristic,rendering traditional distribution models and parameter estimation methods less effective.To address this,this paper proposes a dual compound-Gaussian model with inverse Gaussian texture(CG-IG)distribution model and combines it with an improved Adam algorithm to introduce a method for parameter correction.This method effectively fits sea clutter with heavy-tailed characteristics.Experiments with real measured sea clutter data show that the dual CGIG distribution model,after parameter correction,accurately describes the heavy-tailed phenomenon in sea clutter amplitude distribution,and the overall mean square error of the distribution is reduced. 展开更多
关键词 compound-Gaussian model with inverse Gaussian texture(CG-IG)distribution sea clutter Adam algorithm parameter estimation
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Robust detector for range-spread targets in non-Gaussian background 被引量:5
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作者 Tao Jian You He +2 位作者 Feng Su Dianfa Ping Xiaodong Huang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期355-363,共9页
Based on the target scatterer density, the range-spread target detection of high-resolution radar is addressed in additive non-Gaussian clutter, which is modeled as a spherically invariant random vector. Firstly, for ... Based on the target scatterer density, the range-spread target detection of high-resolution radar is addressed in additive non-Gaussian clutter, which is modeled as a spherically invariant random vector. Firstly, for sparse scatterer density, the detection of target scatterer in each range cell is derived, and then an M/K detector is proposed to detect the whole range-spread target. Se- condly, an integrating detector is devised to detect a range-spread target with dense scatterer density. Finally, to make the best of the advantages of M/K detector and integrating detector, a robust detector based on scatterer density (DBSD) is designed, which can reduce the probable collapsing loss or quantization error ef- fectively. Moreover, the density decision factor of DBSD is also determined. The formula of the false alarm probability is derived for DBSD. It is proved that the DBSD ensures a constant false alarm rate property. Furthermore, the computational results indi- cate that the DBSD is robust to different clutter one-lag correlations and target scatterer densities. It is also shown that the DBSD out- performs the existing scatterer-density-dependent detector. 展开更多
关键词 non-gaussian clutter range-spread target robust de- tection quantization error collapsing loss target scatterer.
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Gaussian Sum PHD Filtering Algorithm for Nonlinear Non-Gaussian Models 被引量:14
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作者 尹建君 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第4期341-351,共11页
A new multi-target filtering algorithm, termed as the Gaussian sum probability hypothesis density (GSPHD) filter, is proposed for nonlinear non-Gaussian tracking models. Provided that the initial prior intensity of ... A new multi-target filtering algorithm, termed as the Gaussian sum probability hypothesis density (GSPHD) filter, is proposed for nonlinear non-Gaussian tracking models. Provided that the initial prior intensity of the states is Gaussian or can be identified as a Gaussian sum, the analytical results of the algorithm show that the posterior intensity at any subsequent time step remains a Gaussian sum under the assumption that the state noise, the measurement noise, target spawn intensity, new target birth intensity, target survival probability, and detection probability are all Gaussian sums. The analysis also shows that the existing Gaussian mixture probability hypothesis density (GMPHD) filter, which is unsuitable for handling the non-Gaussian noise cases, is no more than a special case of the proposed algorithm, which fills the shortage of incapability of treating non-Gaussian noise. The multi-target tracking simulation results verify the effectiveness of the proposed GSPHD. 展开更多
关键词 signal processing Gaussian sum probability hypothesis density SIMULATION nonlinear non-gaussian TRACKING
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An improved predictive deconvolution based on maximization of non-Gaussianity 被引量:2
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作者 刘军 陆文 《Applied Geophysics》 SCIE CSCD 2008年第3期189-196,共8页
The predictive deconvolution algorithm (PD), which is based on second-order statistics, assumes that the primaries and the multiples are implicitly orthogonal. However, the seismic data usually do not satisfy this a... The predictive deconvolution algorithm (PD), which is based on second-order statistics, assumes that the primaries and the multiples are implicitly orthogonal. However, the seismic data usually do not satisfy this assumption in practice. Since the seismic data (primaries and multiples) have a non-Gaussian distribution, in this paper we present an improved predictive deconvolution algorithm (IPD) by maximizing the non-Gaussianity of the recovered primaries. Applications of the IPD method on synthetic and real seismic datasets show that the proposed method obtains promising results. 展开更多
关键词 Multiple attenuation non-gaussianITY predictive deconvolution
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煤矿井下钻孔雷达信号智能化滤波方法研究
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作者 张军 张鹏 +3 位作者 赵朋朋 王霄菲 邓立博 王智聪 《煤炭技术》 2026年第1期196-200,共5页
煤矿井下复杂的地质环境和强电磁干扰,导致钻孔雷达信号信噪比低、有效信息提取困难,严重制约地质构造探测精度。传统滤波方法因模型假设局限性和自适应能力不足,难以有效应对井下非平稳、非线性噪声干扰。本文提出一种基于卷积神经网... 煤矿井下复杂的地质环境和强电磁干扰,导致钻孔雷达信号信噪比低、有效信息提取困难,严重制约地质构造探测精度。传统滤波方法因模型假设局限性和自适应能力不足,难以有效应对井下非平稳、非线性噪声干扰。本文提出一种基于卷积神经网络计算技术的智能化滤波方法,融合自适应变分模态分解方法,实现噪声与有效信号的高效分离。通过自适应变分模态分解对原始信号进行本征模态分解,抑制高频噪声干扰;构建多尺度注意力残差网络,提取信号时频域深层特征,增强有效反射波的边缘信息保留能力。实验结果表明,与传统小波滤波和卡尔曼滤波方法相比,本文方法在信噪比和均方根误差指标上均有效有提升,计算效率满足井下实时处理需求。 展开更多
关键词 卷积神经网络 钻孔雷达 智能化滤波 深度学习 杂波抑制
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Application of Fuzzy C-mean Cluster Algorithm on Clutter Tracking 被引量:3
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作者 张弓 朱兆达 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2002年第1期44-48,共5页
This paper introduces a clutter tracking technique used forairborne PD radar. Combining the clutter feature of the airborne PDradar and characteristic of fuzzy C-means clustering algorithm, theauthors apply this algor... This paper introduces a clutter tracking technique used forairborne PD radar. Combining the clutter feature of the airborne PDradar and characteristic of fuzzy C-means clustering algorithm, theauthors apply this algorithm to the clutter tracking, and present theflow chart. A method of defining the fuzzy membership function isalso proposed. The algorithm has been verified to be suc- cessful inseveral typical experiments. 展开更多
关键词 PD radar clutter tracking image processing fuzzy C-mean
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The estimation of lower refractivity uncertainty from radar sea clutter using the Bayesian-MCMC method 被引量:6
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作者 盛峥 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第2期580-585,共6页
The estimation of lower atmospheric refractivity from radar sea clutter(RFC) is a complicated nonlinear optimization problem.This paper deals with the RFC problem in a Bayesian framework.It uses the unbiased Markov ... The estimation of lower atmospheric refractivity from radar sea clutter(RFC) is a complicated nonlinear optimization problem.This paper deals with the RFC problem in a Bayesian framework.It uses the unbiased Markov Chain Monte Carlo(MCMC) sampling technique,which can provide accurate posterior probability distributions of the estimated refractivity parameters by using an electromagnetic split-step fast Fourier transform terrain parabolic equation propagation model within a Bayesian inversion framework.In contrast to the global optimization algorithm,the Bayesian-MCMC can obtain not only the approximate solutions,but also the probability distributions of the solutions,that is,uncertainty analyses of solutions.The Bayesian-MCMC algorithm is implemented on the simulation radar sea-clutter data and the real radar seaclutter data.Reference data are assumed to be simulation data and refractivity profiles are obtained using a helicopter.The inversion algorithm is assessed(i) by comparing the estimated refractivity profiles from the assumed simulation and the helicopter sounding data;(ii) the one-dimensional(1D) and two-dimensional(2D) posterior probability distribution of solutions. 展开更多
关键词 refractivity from clutter terrain parabolic equation propagation model Bayesian-Markov chain Monte Carlo uncertainty analysis
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Nonuniform Three-dimensional Configuration Distributed SAR Signal Reconstruction Clutter Suppression 被引量:4
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作者 LIU Mei ZHANG Lei LI Chenlei 《Chinese Journal of Aeronautics》 SCIE EI CSCD 2012年第3期423-429,共7页
This paper deals with the problem of clutter suppression in spaceborne distributed synthetic aperture radar (D-SAR) with nonuniform three-dimensional (3D) configuration geometry. In order to make a breakthrough of... This paper deals with the problem of clutter suppression in spaceborne distributed synthetic aperture radar (D-SAR) with nonuniform three-dimensional (3D) configuration geometry. In order to make a breakthrough of the configuration limitation of the traditional space time adaptive processing (STAP) based on uniform array and improve the inhomogeneous clutter suppres- sion performance, this paper considers signal reconstrtiction technique using array interpolation to process the D-SAR signal. An array interpolation signal reconstruction method based on pitching-partition is derived then a signal reconstruction 3D-STAP clutter suppression method applied to nonuniform 3D configuration is proposed. In particular, the proposed method is compared with conventional methods and the performance analysis is carried out based on simulations. The improvement factor (IF) for clutter suppression is imported and reported as a benchmark on the clutter suppression effect. 展开更多
关键词 distributed synthetic aperture radar nonunitform 3D configuration clutter suppression signal reconstruction STAP
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Modified GIT model for predicting wind-speed behavior of low-grazing-angle radar sea clutter 被引量:3
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作者 张玉石 张金鹏 +1 位作者 黎鑫 吴振森 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第10期587-592,共6页
A modified GIT model for describing the variational trend of mean clutter reflectivity as a function of wind speed is proposed. It uses two slope adjustment factors and two critical wind-speed factors to define and ad... A modified GIT model for describing the variational trend of mean clutter reflectivity as a function of wind speed is proposed. It uses two slope adjustment factors and two critical wind-speed factors to define and adjust the increasing slope of reflectivity with respect to wind speed. In addition, it uses a constant factor to compensate the overall amplitude of clutter reflectivity. The performance of the modified GIT model has been verified on the basis of the L-band low-grazing-angle radar sea clutter data. The results are in good agreement with the experimental data, indicating that the model is more effective in predicting the wind-speed behavior of clutter reflectivity than the conventional GIT model, especially for lower and higher wind speeds. We believe that the proposed model can provide deeper insights into the relationship between radar sea clutter reflectivity and sea state conditions. 展开更多
关键词 GIT model low grazing angle radar sea clutter
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Study on Dim Target Detection and Discrimination from Sea Clutter 被引量:5
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作者 王文光 孙作为 +1 位作者 李晨鸣 王俊 《China Ocean Engineering》 SCIE EI CSCD 2013年第2期183-192,共10页
Dim target detection from sea clutter is one of the difficult topics in ocean remote sensing application. By aiming at the shortcoming of false alarms when using track before detect (TBD) based on dynamic programmin... Dim target detection from sea clutter is one of the difficult topics in ocean remote sensing application. By aiming at the shortcoming of false alarms when using track before detect (TBD) based on dynamic programming, a new discrimination method called statistics of direction histogram (SDH) is proposed, which is based on different features of trajectories between the true target and false one. Moreover, a new series of discrimination schemes of SDH and Local Extreme Value method (LEV) are studied and applied to simulate the actually measured radar data. The results show that the given discrimination is effective to reduce false alarms during dim targets detection. 展开更多
关键词 dim target track before detect (TBD) target discrimination statistics of direction histogram (SDH) sea clutter
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Theory of Quantum Dissipation in a Class of Non-Gaussian Environments
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作者 徐瑞雪 刘阳 +1 位作者 张厚道 严以京 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2017年第4期395-403,I0001,共10页
In this work we construct a novel dissipaton-equation-of-motion (DEOM) theory in quadratic bath coupling environment, based on an extended algebraic statistical quasi-particle approach. To validate the new ingredien... In this work we construct a novel dissipaton-equation-of-motion (DEOM) theory in quadratic bath coupling environment, based on an extended algebraic statistical quasi-particle approach. To validate the new ingredient of the underlying dissipaton algebra, we derive an extended Zusman equation via a totally different approach. We prove that the new theory, if it starts with the identical setup, constitutes the dynamical resolutions to the extended Zusman equation. Thus, we verify the generalized (non-Gaussian) Wick's theorem with dissipatons-pair added. This new algebraic ingredient enables the dissipaton approach being naturally extended to nonlinear coupling environments. Moreover, it is noticed that, unlike the linear bath coupling case, the influence of a non-Gaussian environment cannot be completely characterized with the linear response theory. The new theory has to take this fact into account. The developed DEOM theory manifests the dynamical interplay between dissipatons and nonlinear bath coupling descriptors that will be specified. Numerical demonstrations will be given with the optical line shapes in quadratic coupling environment. 展开更多
关键词 non-gaussian environment Quantum dissipation Dissipaton theory
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HF radar sea clutter rejection by nonlinear projections 被引量:3
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作者 Zhou Gongjian Jin Yonggao +1 位作者 Dong Huachun Quan Taifan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期733-737,共5页
In the background of signal detection for high frequency (I/F) radar, the sea clutter is quite significant and can mask some weak target signals. A new clutter rejection method named “nonlinear projection” is give... In the background of signal detection for high frequency (I/F) radar, the sea clutter is quite significant and can mask some weak target signals. A new clutter rejection method named “nonlinear projection” is given to improve the SNR of the target. This approach is based on the recent observation that HF sea clutter may be modeled as a nonlinear deterministic dynamical system. After approximating the multidimensional reconstruction of the clutter by a low-dimensional attractor, projections onto this attractor can separate the clutter from other components. Real sea clutter, simulated target data and real target data are used to show that a nonlinear clutter rejection method is a promising technique to suppress sea clutter and enhances target detection. 展开更多
关键词 HF radar target detection clutter rejection nonlinear projection.
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Control method for multi-input multi-output non-Gaussian random vibration test with cross spectra consideration 被引量:12
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作者 Ronghui ZHENG Huaihai CHEN Xudong HE 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第6期1895-1906,共12页
A control method for Multi-Input Multi-Output(MIMO) non-Gaussian random vibration test with cross spectra consideration is proposed in the paper. The aim of the proposed control method is to replicate the specified ... A control method for Multi-Input Multi-Output(MIMO) non-Gaussian random vibration test with cross spectra consideration is proposed in the paper. The aim of the proposed control method is to replicate the specified references composed of auto spectral densities, cross spectral densities and kurtoses on the test article in the laboratory. It is found that the cross spectral densities will bring intractable coupling problems and induce difficulty for the control of the multioutput kurtoses. Hence, a sequential phase modification method is put forward to solve the coupling problems in multi-input multi-output non-Gaussian random vibration test. To achieve the specified responses, an improved zero memory nonlinear transformation is utilized first to modify the Fourier phases of the signals with sequential phase modification method to obtain one frame reference response signals which satisfy the reference spectra and reference kurtoses. Then, an inverse system method is used in frequency domain to obtain the continuous stationary drive signals. At the same time, the matrix power control algorithm is utilized to control the spectra and kurtoses of the response signals further. At the end of the paper, a simulation example with a cantilever beam and a vibration shaker test are implemented and the results support the proposed method very well. 展开更多
关键词 Cross spectra Kurtosis control Multi-input multi-output non-gaussian Random vibration test
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Clutter suppression for hypersonic vehicle-borne radar with frequency diverse array 被引量:3
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作者 Xuzi Wu Zheng Liu Rong Xie 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第3期481-492,共12页
The seriously range-ambiguous clutter is one of the main problems in clutter suppression for hypersonic vehicle-borne forward-looking radar. An approach based on the frequency diverse array (FDA) technique is proposed... The seriously range-ambiguous clutter is one of the main problems in clutter suppression for hypersonic vehicle-borne forward-looking radar. An approach based on the frequency diverse array (FDA) technique is proposed to mitigate the range ambiguous clutter. The frequency increment is designed to distinguish the clutter at ambiguous ranges and suppress the clutter by using a subspace projection algorithm. On the platform with high altitude or limited array antennas, the proposed method performs better for its independence of the elevation degrees-of-freedom (DOF). Finally, simulation results verify the effectiveness of the proposed method. 展开更多
关键词 hypersonic vehicle forward-looking array radar clutter suppression frequency diverse array
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A general evaluation system for optimal selection performance of radar clutter model 被引量:3
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作者 YANG Wei ZHANG Liang +2 位作者 YANG Liru ZHANG Wenpeng SHEN Qinmu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第6期1520-1525,共6页
The optimal selection of radar clutter model is the premise of target detection,tracking,recognition,and cognitive waveform design in clutter background.Clutter characterization models are usually derived by mathemati... The optimal selection of radar clutter model is the premise of target detection,tracking,recognition,and cognitive waveform design in clutter background.Clutter characterization models are usually derived by mathematical simplification or empirical data fitting.However,the lack of standard model labels is a challenge in the optimal selection process.To solve this problem,a general three-level evaluation system for the model selection performance is proposed,including model selection accuracy index based on simulation data,fit goodness indexs based on the optimally selected model,and evaluation index based on the supporting performance to its third-party.The three-level evaluation system can more comprehensively and accurately describe the selection performance of the radar clutter model in different ways,and can be popularized and applied to the evaluation of other similar characterization model selection. 展开更多
关键词 radar clutter clutter characterization model model selection performance evaluation.
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Fractal-based weak target detection within sea clutter 被引量:2
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作者 LI Yang LV Xiaowen +1 位作者 LIU Kuisheng ZHAO Shangzhuo 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2014年第9期68-72,共5页
The target on the sea surface is complex and difficult to detect due to the interference of backscattered returns from the sea surface illuminated by the radar pulse. Detrended fluctuation analysis (DFA) has been us... The target on the sea surface is complex and difficult to detect due to the interference of backscattered returns from the sea surface illuminated by the radar pulse. Detrended fluctuation analysis (DFA) has been used successfully to extract the time-domain Hurst exponent of sea-clutter series. Since the frequency of the sea clutter mainly concentrates around Doppler center so that we consider to extract frequency-do- main fractal characterization and then detect a weak target within sea clutter by using the difference of frequency-domain fractal characterization. The generalized detrended fluctuation analysis (GDFA) is more flexible than traditional DFA owing to its smoothing action for the clutters. In this paper, we apply the GDFA to evaluate the generalized Hurst exponent of sea-clutter series in the frequency domain. The difference of generalized Hurst exponents between different sea-clutter range bins would be used to determine whether the target exists. Moreover, some simulations with the real IPIX radar data have also been demonstrated in order to suooort this conclusion. 展开更多
关键词 sea clutter weak target detection generalized detrended fluctuation analysis
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Inversion for atmosphere duct parameters using real radar sea clutter 被引量:1
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作者 Sheng Zheng Fang Han-Xian 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第2期618-623,共6页
This paper addresses the problem of estimating the lower atmospheric refractivity (M profile) under nonstandard propagation conditions frequently encountered in low altitude maritime radar applications. The vertical... This paper addresses the problem of estimating the lower atmospheric refractivity (M profile) under nonstandard propagation conditions frequently encountered in low altitude maritime radar applications. The vertical structure of the refractive environment is modeled using five parameters and the horizontal structure is modeled using five parameters. The refractivity model is implemented with and without a priori constraint on the duct strength as might be derived from soundings or numerical weather-prediction models. An electromagnetic propagation model maps the refractivity structure into a replica field. Replica fields are compared with the observed clutter using a squared-error objective function. A global search for the 10 environmental parameters is performed using genetic algorithms. The inversion algorithm is implemented on the basis of S-band radar sea-clutter data from Wallops Island, Virginia (SPANDAR). Reference data are from range-dependent refractivity profiles obtained with a helicopter. The inversion is assessed (i) by comparing the propagation predicted from the radar-inferred refractivity profiles with that from the helicopter profiles, (ii) by comparing the refractivity parameters from the helicopter soundings with those estimated. This technique could provide near-real-time estimation of ducting effects. 展开更多
关键词 atmosphere duct radar clutter refractivity from clutter genetic algorithm
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