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Multiple attenuation using λ–f domain high-resolution Radon transform 被引量:7
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作者 李志娜 李振春 +1 位作者 王鹏 徐强 《Applied Geophysics》 SCIE CSCD 2013年第4期433-441,511,共10页
The parabolic Radon transform has been widely used in multiple attenuation. To further improve the accuracy and efficiency of the Radon transform, we developed the 2- fdomain high-resolution Radon transform based on t... The parabolic Radon transform has been widely used in multiple attenuation. To further improve the accuracy and efficiency of the Radon transform, we developed the 2- fdomain high-resolution Radon transform based on the fast and modified parabolic Radon transform presented by Abbad. The introduction of a new variable 2 makes the transform operator frequency-independent. Thus, we need to calculate the transform operator and its inverse operator only once, which greatly improves the computational efficiency. Besides, because the primaries and multiples are distributed on straight lines with different slopes in the 2-fdomain, we can easily choose the filtering operator to suppress the multiples. At the same time, the proposed method offers the advantage of high-resolution Radon transform, which can greatly improve the precision of attenuating the multiples. Numerical experiments suggest that the multiples are well suppressed and the amplitude versus offset characteristics of the primaries are well maintained. Real data processing results further verify the effectiveness and feasibility of the method. 展开更多
关键词 λ-f domain high resolution parabolic Radon transform multiple attenuation
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Multiple Darboux–B?cklund transformations via truncated Painleve′ expansion and Lie point symmetry approach 被引量:4
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作者 Shuai-Jun Liu Xiao-Yan Tang Sen-Yue Lou 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第6期103-108,共6页
For a given truncated Painleve′ expansion of an arbitrary nonlinear Painleve′ integrable system, the residue with respect to the singularity manifold is known as a nonlocal symmetry, called the residual symmetry, wh... For a given truncated Painleve′ expansion of an arbitrary nonlinear Painleve′ integrable system, the residue with respect to the singularity manifold is known as a nonlocal symmetry, called the residual symmetry, which is proved to be localized to Lie point symmetries for suitable prolonged systems. Taking the Korteweg–de Vries equation as an example, the n-th binary Darboux–Ba¨cklund transformation is re-obtained by the Lie point symmetry approach accompanied by the localization of the n-fold residual symmetries. 展开更多
关键词 residue symmetry multiple Darboux-Baicklund transformation Lie point symmetry approach
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Multiple Time Scale Analysis of River Runoff Using Wavelet Transform for Dagujia River Basin, Yantai, China 被引量:10
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作者 LIU Delin LILT Xianzhao +2 位作者 LI Bicheng ZHAO Shiwei LI Xiguo 《Chinese Geographical Science》 SCIE CSCD 2009年第2期158-167,共10页
Based on monthly river runoff and meteorological data, a method of Morlet wavelet transform was used to analyze the multiple time scale characteristics of river runoff in the Dagujia River Basin, Yantai City, Shandong... Based on monthly river runoff and meteorological data, a method of Morlet wavelet transform was used to analyze the multiple time scale characteristics of river runoff in the Dagujia River Basin, Yantai City, Shandong Province. The results showed that the total annual river runoffin the Dagujia River Basin decreased significantly from 1966 to 2004, and the rate of decrease was 48× 10^6ma/10yr, which was higher than the mean value of most rivers in China. Multiple time scale characteristics existed, which accounted for different aspects of the changes in annual river runoff, and the major periods of the runofftime series were identified as about 28 years, 14 years and 4 years with decreasing levels of fluctuation. The river runoff evolution process was controlled by changes in precipitation to a certain extent, but it was also greatly influenced by human activities. Also, for different time periods and scales, the impacts of climate changes and human activities on annual river runoff evolution occurred at the same time. Changes in the annual river runoffwere mainly associated with climate change before the 1980s and with human activities after 1981. 展开更多
关键词 multiple time scale river runoff climate change Morlet wavelet transform Dagujia River
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An image encryption algorithm based on improved baker transformation and chaotic S-box 被引量:4
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作者 Xing-Yuan Wang Huai-Huai Sun Hao Gao 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第6期216-225,共10页
The algorithm is an image encryption algorithm based on the improved baker transformation and chaotic substitution box(S-box). It mainly uses the initial values and parameters of a one-dimensional logistic chaotic sys... The algorithm is an image encryption algorithm based on the improved baker transformation and chaotic substitution box(S-box). It mainly uses the initial values and parameters of a one-dimensional logistic chaotic system as an encryption key. Specifically, in the image scrambling stage, the algorithm primarily uses an improved baker transform method to process the image. In the image diffusion stage, the algorithm first uses the chaotic S-box method to process the encryption key. Secondly, an exclusive OR(XOR) operation is performed on the image and the encryption key to initially diffuse the image. Finally, the image is again diffused using the method of ortho XOR. Simulation analysis shows that the algorithm can achieve good encryption effect, simple and easy implementation, and good security. In the digital image communication transmission, it has good practical value. 展开更多
关键词 image encryption improved baker transformation chaotic s-box chaotic sequence
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Multiple description scalable video coding based on 3D lifted wavelet transform 被引量:3
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作者 KIM Yong-deak 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第5期857-863,共7页
In this work, a new method to deal with the unconnected pixels in motion compensated temporal filtering (MCTF) is presented, which is designed to improve the performance of 3D lifted wavelet coding. Furthermore, multi... In this work, a new method to deal with the unconnected pixels in motion compensated temporal filtering (MCTF) is presented, which is designed to improve the performance of 3D lifted wavelet coding. Furthermore, multiple description scalable coding (MDSC) is investigated, and novel MDSC schemes based on 3D wavelet coding are proposed, using the lifting imple- mentation of temporal filtering. The proposed MDSC schemes can avoid the mismatch problem in multiple description video coding, and have high scalability and robustness of video transmission. Experimental results showed that the proposed schemes are feasible and adequately effective. 展开更多
关键词 multiple DESCRIPTION SCALABLE coding (MDSC) MOTION compensated temporal filtering (MCTF) Block-split bidi-rectional MOTION estimation 3D lifted WAVELET transform
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Multiple Image Watermarking with Discrete Cosine Transform 被引量:1
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作者 Mahbuba Begum Mohammad Shorif Uddin 《Journal of Computer and Communications》 2021年第3期88-94,共7页
Multiple image watermarking is an advanced concept of singular watermarking techniques. The existing singular digital image watermarking techniques cannot obtain all the design goals, such as imperceptibility, robustn... Multiple image watermarking is an advanced concept of singular watermarking techniques. The existing singular digital image watermarking techniques cannot obtain all the design goals, such as imperceptibility, robustness, security, and capacity simultaneously with perfection. Hence, the multiple image watermarking technique is designed that embeds several watermarks into the same host image for conveying multiple information. This paper proposed a multiple image watermarking technique with Discrete Cosine Transform (DCT) for ensuring the low computational time for embedding, encryption, decryption as well as extraction of the watermark images. Here, DCT is used to ensure the visual quality of the host image, and a random binary matrix is used to improve the security of the digital image. We have given a basic framework for multiple image watermarking. Our experimental results show satisfactory performance. 展开更多
关键词 multiple Watermarking Discrete Cosine transform Discrete Wavelet transform Arnold transform
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Magnetic-field-driven reverse martensitic transformation with multiple magneto-responsive effects by manipulating magnetic ordering in Fe-doped Co-V-Ga Heusler alloys 被引量:1
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作者 Kai Liu Shengcan Ma +7 位作者 Yuxi Zhang Hai Zeng Guang Yu Xiaohua Luo Changcai Chen Sajjad Ur Rehman Yongfeng Hu Zhenchen Zhong 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2020年第23期145-154,共10页
Nowadays,searching for the materials with multiple magneto-functional properties and good mechanical properties is vital in various fields,such as solid-state refrigeration,magnetic actuators,magnetic sensors and inte... Nowadays,searching for the materials with multiple magneto-functional properties and good mechanical properties is vital in various fields,such as solid-state refrigeration,magnetic actuators,magnetic sensors and intelligent/smart devices.In this work,the magnetic-field-induced metamagnetic reverse martensitic transformation(MFIRMT)from paramagnetic martensite to ferromagnetic austenite with multiple magneto-responsive effects is realized in Fe-doped Co-V-Ga Heusler alloys by manipulating the magnetic ordering.The martensitic transformation temperature Tmreduces quasi-linearly with increasing Fe-content.In strikingly contrast with the Fe-free alloys,the magnetization difference(M')across martensitic transformation increases by three orders of magnitude for Fe-doped alloys.The increased M'should be ascribed to the reduction of Tm,almost unchanged Curie temperature of austenite and the increased magnetic moment in the samples with higher Fe-content.The large M'provides strong driving force to realize the MFIRMT and accordingly multiple magneto-responsive effects,such as magnetocaloric,magnetoresistance and magnetostriction effects.Meanwhile,giant Vickers hardness of 518 HV and compressive strength of 1423 MPa are achieved.Multiple magneto-responsive effects with exceptional mechanical properties make these alloys great potential candidates for applications in many fields. 展开更多
关键词 Magneto-functional properties Mechanical properties Ferromagnetic ordering Reverse martensitic transformation multiple magneto-responsive effects Co-based Heusler alloys
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Boundary Element Analysis (Laplace Transform Solution) of Groundwater Unsteady Flow to a Multiple Well System in a Confined Aquifer 被引量:1
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作者 Zhu Xueyu Xie Chunhong Zou Zeyuan Nanjing University, Nanjing, Jiangsu 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 1990年第1期93-99,共7页
The calculations of unsteady flow to a multiple well system with the application of boundary elementmethod (BEM) are discussed. The mathematical model of unsteady well flow is a boundary value problem ofparabolic diff... The calculations of unsteady flow to a multiple well system with the application of boundary elementmethod (BEM) are discussed. The mathematical model of unsteady well flow is a boundary value problem ofparabolic differential equation. It is changed into an elliptic one by Laplace transform to eliminate time varia-ble. The image function of water head H can be solved by BEM. We derived the boundary integral equation ofthe transformed variable H and the discretization form of it, so that there is no need to discretize the bounda-ries of well walls and it becomes easier to solve the groundwater head H by numerical inversion. 展开更多
关键词 of Groundwater Unsteady Flow to a multiple Well System in a Confined Aquifer Laplace transform Solution Boundary Element Analysis FLOW
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Joint Non-Orthogonal Multiple Access (NOMA) & Walsh-Hadamard Transform: Enhancing the Receiver Performance 被引量:2
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作者 Muhammad Rehan Usman Arsla Khan +1 位作者 Muhammad Arslan Usman Soo young Shin 《China Communications》 SCIE CSCD 2018年第9期160-177,共18页
Non-orthogonal multiple access(NOMA) is a new access method to achieve high performance gains in terms of capacity and throughput, so it is currently under consideration as one of the candidates for fifth generation(5... Non-orthogonal multiple access(NOMA) is a new access method to achieve high performance gains in terms of capacity and throughput, so it is currently under consideration as one of the candidates for fifth generation(5 G) technologies. NOMA utilizes power domain in order to superimpose signals of multiple users in a single transmitted signal. This creates a lot of interference at the receive side. Although the use of successive interference cancellation(SIC) technique reduces the interference, but to further improve the receiver performance, in this paper, we have proposed a joint Walsh-Hadamard transform(WHT) and NOMA approach for achieving better performance gains than the conventional NOMA. WHT is a well-known code used in communication systems and is used as an orthogonal variable spreading factor(OVSF) in communication systems. Application of WHT to NOMA results in low bit error rate(BER) and high throughput performance for both low and high channel gain users. Further, it also reduces peak to average power ratio(PAPR) of the user signal. The results are discussed in terms of comparison between the conventionalNOMA and the proposed technique, which shows that it offers high performance gains in terms of low BER at different SNR levels, reduced PAPR, high user throughput performance and better spectral efficiency. 展开更多
关键词 Bit error rate (BER) non-orthogonal multiple access (NOMA) orthogonal frequency division multiplexing (OFDM) peak to average power ratio (PAPR) successive interference cancellation (SIC) throughput and Walsh-Hadamard transform (WHT).
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Multiple steady state phenomenon in martensitic transformation
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作者 覃文 陈振华 +1 位作者 黄培云 庄应烘 《中国有色金属学会会刊:英文版》 CSCD 2001年第3期319-323,共5页
Based on the basic facts that the martensitic transformation is a physical phenomenon which occurs in non equilibrium conditions and there exists the feedback mechanism in the martensitic transformation, the dynamical... Based on the basic facts that the martensitic transformation is a physical phenomenon which occurs in non equilibrium conditions and there exists the feedback mechanism in the martensitic transformation, the dynamical processes of the isothermal and athermal martensitic transformations were analyzed by using nonlinear theory and a bifurcation theory model was established. It is shown that a multiple steady state phenomenon can take place as austenite is cooled, and the transitions of the steady state temperature between the branches of stable steady states can be considered the transformation from austenite to martensite. This model can estimate the starting temperature of the martensitic transformation and explain some experimental features of the martensitic transformation such as the effects of cooling rate, fluctuation and austenitic grain size on the martensitic transformation. [ 展开更多
关键词 martensitic transformation multiple steady states steady state transition
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基于Transformer和多序列特征的土壤含水率预测 被引量:3
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作者 邝晓飞 万里平 +3 位作者 连嘉茜 段欣玥 尉鹏亮 郭交 《农业机械学报》 北大核心 2025年第8期120-127,共8页
土壤含水率(Soil moisture content,SMC)的准确预测在农业生产中至关重要。多时间序列多源遥感数据可提供多种特征的时间变化信息,但多时相多序列信息往往在SMC反演中得不到有效利用。Transformer网络在处理多序列特征中表现优越,本研... 土壤含水率(Soil moisture content,SMC)的准确预测在农业生产中至关重要。多时间序列多源遥感数据可提供多种特征的时间变化信息,但多时相多序列信息往往在SMC反演中得不到有效利用。Transformer网络在处理多序列特征中表现优越,本研究基于Transformer结构构建了提取SMC的深度回归模型,并将其与卷积神经网络回归(Convolutional neural network regression,CNNR)、长短期记忆网络(Long short-term memory,LSTM)回归、门控循环单元(Gated recurrent unit,GRU)回归进行比较。实验结果表明,使用长时间序列特征数据更有利于SMC预测;在利用5 d的历史数据预测5 d后的SMC时,Transformer回归相较于CNNR、LSTM和GRU,决定系数平均提升0.0953、0.0324、0.0336,均方根误差平均降低0.014、0.0026、0.0030 cm^(3)/cm^(3)。对特征影响和中间隐藏特征的变化分析显示,为不同时刻特征分配合适的注意力更有利于预测SMC。 展开更多
关键词 土壤含水率 模型分析 多时间序列 transformER 多源遥感
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Focus projection of the parabolic radon transform and multiple waves separator, elimination
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作者 张建贵 宋守根 袁修贵 《Journal of Central South University of Technology》 2002年第1期30-35,共6页
Based on the scalar wave equation, making use of the ray approximation of the reflected seismic data (CMP or CSP gathers), the authors derive respectively the projection function of the primary waves and multiple wave... Based on the scalar wave equation, making use of the ray approximation of the reflected seismic data (CMP or CSP gathers), the authors derive respectively the projection function of the primary waves and multiple waves at the near offset (CMP or CSP gathers) in the parabolic Radon transform(PRT)domain. From the geometric point, the authors prove that the energy of the reflection still distributes along hyperbola which has higher curvature in the PRT domain and becomes some energy masses. So the primary waves and the multiple waves which interweave each other in ( x, t ) domain can be completely separated, which helps the multiple waves eliminated by filtering or muting. It is important for the analysis of velocity and the separator and elimination of multiple waves. 展开更多
关键词 parabolic Radon transform multiple waves PROJECTION FOCUS
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Phase field simulation of liquid-solid-eutectoid multiple phase transformations of a Fe-C binary alloy
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作者 Li Feng Jun-he Zhong +3 位作者 Chang-sheng Zhu Jun Wang Guo-sheng An Rong-zhen Xiao 《China Foundry》 SCIE 2020年第4期301-307,共7页
A new continuous multi-phase transformation field model was established for liquid-solid-eutectoid transformation. Taking Fe-C alloy as an example, the model was used to simulate the evolution of the micro-morphology ... A new continuous multi-phase transformation field model was established for liquid-solid-eutectoid transformation. Taking Fe-C alloy as an example, the model was used to simulate the evolution of the micro-morphology of the liquid-solid phase transition, and the effects of temperature, solute and free energy on the nucleation of pearlite after the liquid-solid phase transition were analyzed. The micro-morphology of pearlite was simulated. The simulation results show that the austenite structure has hereditary effect on the pearlite, the morphology of pearlite structure was similar to that of the parent austenite. The eutectoid structure at the front of pearlite grows toward the interior of austenite grains in a bifurcation manner and in the spherical coronal shape. In addition, the growth rate of pearlite was related to the shape of concave-convex interface at the nucleation site, and the growth rate at the convex interface was faster than that at the concave interface. 展开更多
关键词 multi-phase field method multiple phase transformation PEARLITE free energy numerical simulation
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Stationary phase point extraction based on high-resolution radon transform and its application to multiple attenuation by wavefield extrapolation
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作者 LI Aoqi WANG Deli +2 位作者 LU Juntao LIU Chengming WANG Tong 《Global Geology》 2017年第2期98-105,共8页
Multiple prediction and subtraction techniques based on wavefield extrapolation are effective for suppressing multiple related to water layers. In the conventional wavefield extrapolation method,the multiples of the s... Multiple prediction and subtraction techniques based on wavefield extrapolation are effective for suppressing multiple related to water layers. In the conventional wavefield extrapolation method,the multiples of the seismic data are predicted from the known total wave field by the Green function convoluted with each point of the bottom. However,only the energy near the stationary phase point has an effect on the summation result when the convolutional gathers are added. The research proposed a stationary phase point extraction method based on high-resolution radon transform. In the radon domain,the energy near the stationary phase point is directly added along the convolutional gathers curve,which is a valid solution to the problem of the unstable phase of the events of multiple. The Curvelet matching subtraction technique is used to remove the multiple,which improved the accuracy of the multiple predicted by the wavefield extrapolation and the artifacts appearing around the events of multiple are well eliminated. The validity and feasibility of the proposed method are verified by the theoretical and practical data example. 展开更多
关键词 high-resolution radon transform multiplE wavefield extrapolation stationary phase point
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A Physical Security Technology Based upon Doubly Multiple Parameters Weighted Fractional Fourier Transform
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作者 Li Yong Sun Teng +2 位作者 Sha Xuejun Song Zhiqun Wang Bin 《China Communications》 SCIE CSCD 2024年第10期200-209,共10页
Enhancing the security of the wireless communication is necessary to guarantee the reliable of the data transmission, due to the broadcast nature of wireless channels. In this paper, we provide a novel technology refe... Enhancing the security of the wireless communication is necessary to guarantee the reliable of the data transmission, due to the broadcast nature of wireless channels. In this paper, we provide a novel technology referred to as doubly multiple parameters weighted fractional Fourier transform(DMWFRFT), which can strengthen the physical layer security of wireless communication. This paper introduces the concept of DM-WFRFT based on multiple parameters WFRFT(MP-WFRFT), and then presents its four properties. Based on these properties, the parameters decryption probability is analyzed in terms of the number of parameters. The number of parameters for DM-WFRFT is more than that of the MP-WFRFT,which indicates that the proposed scheme can further strengthen the the physical layer security. Lastly, some numerical simulations are carried out to illustrate that the efficiency of proposed DM-WFRFT is related to preventing eavesdropping, and the effect of parameters variety on the system performance is associated with the bit error ratio(BER). 展开更多
关键词 doubly multiple parameters weighted fractional Fourier transform(DM-WFRFT) physical layer security transform parameters variety
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Multiple Targets Recognition for Highly-Compressed Color Images in a Joint Transform Correlator
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作者 Abdallah K. Cherri Alshahd S. Nazar 《Optics and Photonics Journal》 2022年第5期107-127,共21页
In this paper, we are proposing a compression-based multiple color target detection for practical near real-time optical pattern recognition applications. By reducing the size of the color images to its utmost compres... In this paper, we are proposing a compression-based multiple color target detection for practical near real-time optical pattern recognition applications. By reducing the size of the color images to its utmost compression, the speed and the storage of the system are greatly increased. We have used the powerful Fringe-adjusted joint transform correlation technique to successfully detect compression-based multiple targets in colored images. The colored image is decomposed into three fundamental color components images (Red, Green, Blue) and they are separately processed by three-channel correlators. The outputs of the three channels are then combined into a single correlation output. To eliminate the false alarms and zero-order terms due to multiple desired and undesired targets in a scene, we have used the reference shifted phase-encoded and the reference phase-encoded techniques. The performance of the proposed compression-based technique is assessed through many computer simulation tests for images polluted by strong additive Gaussian and Salt & Pepper noises as well as reference occluded images. The robustness of the scheme is demonstrated for severely compressed images (up to 94% ratio), strong noise densities (up to 0.5), and large reference occlusion images (up to 75%). 展开更多
关键词 Image Compression JPEG Image Format multiple Targets Detection Fringe-Adjusted Joint transform Correlation Random-Phase Mask
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基于Transformer的异类目标智能关联跟踪
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作者 鹿瑶 李子豪 +1 位作者 刘准钆 杨衍波 《航空学报》 北大核心 2025年第17期267-282,共16页
考虑异类多目标跟踪,现有跟踪系统模型参数固定,未能充分挖掘异类目标运动特性差异并将其体现在模型参数上,从而造成跟踪精度下降、甚至出现失跟或误跟现象。针对这一问题,提出一种基于Transformer的异类目标智能关联跟踪算法。在时间... 考虑异类多目标跟踪,现有跟踪系统模型参数固定,未能充分挖掘异类目标运动特性差异并将其体现在模型参数上,从而造成跟踪精度下降、甚至出现失跟或误跟现象。针对这一问题,提出一种基于Transformer的异类目标智能关联跟踪算法。在时间滑窗下,结合稀疏注意力和自注意力机制,提取历史雷达点迹数据/短时航迹数据中的目标类型特征、点迹航迹关联特征,动态调整系统过程噪声协方差矩阵进行异类目标精细化运动建模与雷达点迹/目标航迹的一对一可靠关联,以获得高质量异类目标跟踪输出。不同杂波密度下异类目标跟踪典型场景仿真结果表明,相较于联合概率数据关联滤波、多假设跟踪、概率假设密度滤波和模型参数固定的智能关联跟踪方法,所提方法具有更高的跟踪精度和稳定性。 展开更多
关键词 异类多目标跟踪 数据关联 短时航迹分类 过程噪声协方差动态调整 transformer网络
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A New Algorithm for Automatic Double Bright Fringe of Multiple-Beam Fizeau Fringe Skeletonization Using Fourier Transform Method of Fringe Pattern Analysis
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作者 Mohamed A. EL-Morsy 《Journal of Signal and Information Processing》 2012年第3期412-419,共8页
The interferogram of multiple-beam Fizeau fringe technique plays an important role to investigate the optical properties of fiber because this interferogram provides us with useful information which can used to determ... The interferogram of multiple-beam Fizeau fringe technique plays an important role to investigate the optical properties of fiber because this interferogram provides us with useful information which can used to determine the dispersion curve of the fiber sample. A common problem in any interferogram analysis is the accuracy in locating fringe centers (fringe skeleton). There are a lot of computer-aided algorithms, which depend on the interferogram types, used to fringe skeleton extraction of various digital interferogram. In this paper, as far as I know, a novel algorithm for fringe skeleton extraction of double bright fringe of multiple-beam Fizeau fringe is presented. The proposed algorithm based on using the different order of Fourier transform and the derivative-sign binary image. Also the proposed algorithm has been successfully tested by using a computer simulation fringe and an experimental pattern. The results are compared with the original interferogram and shown a good agreement. 展开更多
关键词 AUTOMATIC FRINGE Analysis multiple-Beam Fizeau FRINGE FOURIER transform
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基于Transformer的轴承故障诊断 被引量:1
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作者 王磊 张宇 《河北冶金》 2025年第1期41-46,共6页
轴承是旋转机械的重要零件,其健康状态直接影响到工业设备的运行稳定性。同时,由于轴承本身结构特性和工作环境等原因,极易发生损伤和损坏。因此,对轴承状态进行有效的故障诊断,对于保障设备和人员安全性、减少维修成本、降低停机时间... 轴承是旋转机械的重要零件,其健康状态直接影响到工业设备的运行稳定性。同时,由于轴承本身结构特性和工作环境等原因,极易发生损伤和损坏。因此,对轴承状态进行有效的故障诊断,对于保障设备和人员安全性、减少维修成本、降低停机时间具有重要的意义。尽管,基于数据驱动的深度学习模型在轴承故障诊断领域取得了巨大的成功,但大多数是基于不变工况下的,意味着训练数据和测试数据必须遵从相同或相似的分布。然而,机械设备通常需要在不同工况下运行,训练数据和测试数据会产生分布偏移,导致模型的测试诊断精度显著下降,严重限制了基于深度学习故障诊断模型的应用。为此,提出了一种针对变工况条件的轴承故障诊断模型——E-Transformer。该模型首先利用信号嵌入完成对一维信号的分割和高维表示,在高维空间里丰富信息,然后通过多头注意力机制对嵌入的子信号进一步处理,寻找信号在不同空间里的状态特征并深度表征。经凯斯西储大学轴承数据集验证,该模型诊断准确率优于其他几种先进的深度学习方法。 展开更多
关键词 E-transformer 轴承 故障诊断 变工况 多头注意力机制 信号表征
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Experimental and mechanistic study on iron extraction from high-iron red mud under multiple physical field coupling conditions
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作者 DONG Hai-pei YANG Jin-lin +3 位作者 ZHOU Wen-tao YU Xu-yang MA Shao-jian WANG Ding-zheng 《Journal of Central South University》 2025年第7期2476-2486,共11页
Red mud is a solid waste discharged in the process of alumina production,and how to realize the efficient recovery of its iron is an urgent problem to be solved.In this study,the iron extraction test and mechanism stu... Red mud is a solid waste discharged in the process of alumina production,and how to realize the efficient recovery of its iron is an urgent problem to be solved.In this study,the iron extraction test and mechanism study of high iron red mud were carried out under the coupling conditions of multiple physical field(microwave field,gas-solid flow field and temperature field)with biomass as the reducing agent.The test results showed that under the optimal conditions,an iron concentrate with a yield of 78.4%,an iron grade of 59.23%,and a recovery rate of 86.65%was obtained.The analyses of XRD,XPS,TEM,and SEM-EDS showed that during the roasting process,the hematite in the high-iron red mud was completely converted to magnetite,and the biomass produced the reductant that provided the magnetization reaction;A large number of cracks and pores appeared in the surface of the hematite reduction product particles,which helped to induce iron minerals to undergo effective mineral phase transformation.The above study provides ideas for the phase transformation and efficient recovery of iron minerals in red mud. 展开更多
关键词 multiple physical field high-iron red mud BIOMASS mineral phase transformation iron extraction
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