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Downward continuation of aeromagnetic data to the marine surface
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作者 XU Shizhe WANG Rui +2 位作者 ZHOU Jianxin XIAO Pengfei CHEN Shengchang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2008年第1期54-60,共7页
The existing methods of downward continuation of potential field cannot be used to continue the aeromagnetic data to the marine surface because of the limited continuation distance. An iteration method for the downwar... The existing methods of downward continuation of potential field cannot be used to continue the aeromagnetic data to the marine surface because of the limited continuation distance. An iteration method for the downward continuation of potential field with a much larger continuation distance has been developed, which can continue the aeromagnetic data to the marine surface and get the marine - magnetic chart with the same scale as the aeromagnetic data. This downward continuation method will greatly raise the ef- ficiency of marine - magnetic investigation. The principle of the iteration method is presented. The method is demonstrated on synthetic models and real aeromagnetic data. Also, the error brought by continuation is discussed. The efficiency of the iteration method for the downward continuation of potential field is compared with the fast fourier transform (FFT) method, the former is much better than the latter. 展开更多
关键词 AEROMAGNETIC marine-magnetic downward continuation of potential field iteration method fast fourier transform
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Algorithm for Fast Calculation of Hirzebruch-Jung Continued Fraction Expansions to Coding of Graph Manifolds
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作者 Fernando I. Becerra López Vladimir N. Efremov Alfonso M. Hernández Magdaleno 《Applied Mathematics》 2015年第10期1676-1684,共9页
We present a new algorithm for the fast expansion of rational numbers into continued fractions. This algorithm permits to compute the complete set of integer Euler numbers of the sophisticate tree graph manifolds, whi... We present a new algorithm for the fast expansion of rational numbers into continued fractions. This algorithm permits to compute the complete set of integer Euler numbers of the sophisticate tree graph manifolds, which we used to simulate the coupling constant hierarchy for the universe with five fundamental interactions. Moreover, we can explicitly compute the integer Laplacian block matrix associated with any tree plumbing graph. This matrix coincides up to sign with the integer linking matrix (the main topological invariant) of the graph manifold corresponding to the plumbing graph. The need for a special algorithm appeared during computations of these topological invariants of complicated graph manifolds since there emerged a set of special rational numbers (fractions) with huge numerators and denominators;for these rational numbers, the ordinary methods of expansion in continued fraction became unusable. 展开更多
关键词 Hirzebruch-Jung continued Fraction fast Expansion ALGORITHM GRAPH MANIFOLDS
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A Fixed-Point Fast Sweeping WENO Method with Inverse Lax-Wendroff Boundary Treatment for Steady State of Hyperbolic Conservation Laws
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作者 Liang Li Jun Zhu +1 位作者 Chi-Wang Shu Yong-Tao Zhang 《Communications on Applied Mathematics and Computation》 2023年第1期403-427,共25页
Fixed-point fast sweeping WENO methods are a class of efficient high-order numerical methods to solve steady-state solutions of hyperbolic partial differential equations(PDEs).The Gauss-Seidel iterations and alternati... Fixed-point fast sweeping WENO methods are a class of efficient high-order numerical methods to solve steady-state solutions of hyperbolic partial differential equations(PDEs).The Gauss-Seidel iterations and alternating sweeping strategy are used to cover characteristics of hyperbolic PDEs in each sweeping order to achieve fast convergence rate to steady-state solutions.A nice property of fixed-point fast sweeping WENO methods which distinguishes them from other fast sweeping methods is that they are explicit and do not require inverse operation of nonlinear local systems.Hence,they are easy to be applied to a general hyperbolic system.To deal with the difficulties associated with numerical boundary treatment when high-order finite difference methods on a Cartesian mesh are used to solve hyperbolic PDEs on complex domains,inverse Lax-Wendroff(ILW)procedures were developed as a very effective approach in the literature.In this paper,we combine a fifthorder fixed-point fast sweeping WENO method with an ILW procedure to solve steadystate solution of hyperbolic conservation laws on complex computing regions.Numerical experiments are performed to test the method in solving various problems including the cases with the physical boundary not aligned with the grids.Numerical results show highorder accuracy and good performance of the method.Furthermore,the method is compared with the popular third-order total variation diminishing Runge-Kutta(TVD-RK3)time-marching method for steady-state computations.Numerical examples show that for most of examples,the fixed-point fast sweeping method saves more than half CPU time costs than TVD-RK3 to converge to steady-state solutions. 展开更多
关键词 fixed-point fast sweeping methods Multi-resolution WENO schemes Steady state ILW procedure Convergence
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THE FAST FIXED-POINT ALGORITHM FOR SPECKLE REDUCTION OF POLARIMETRIC SAR IMAGE
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作者 FuYusheng ChertXiaoning PiYiming HouYinming 《Journal of Electronics(China)》 2005年第3期288-293,共6页
In this letter, a simple and efficient method of image speckle reduction for polari- metric SAR is put forward. It is based on the fast fixed-point ICA (Independent Component Analysis) algorithm of orthogonal and symm... In this letter, a simple and efficient method of image speckle reduction for polari- metric SAR is put forward. It is based on the fast fixed-point ICA (Independent Component Analysis) algorithm of orthogonal and symmetric matrix. Simulation experiment is carried out to separate speckle noise from the polarimetric SAR images, and it indicates that this algorithm has high convergency speed and stability, the image speckle noise is reduced effectively and the speckle index is low, and the image quality is improved obviously. 展开更多
关键词 SAR fast fixed-point Independent Component Analysis (ICA) Principal Com- ponent Analysis (PCA) KURTOSIS SPECKLE
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Sparse-Grid Implementation of Fixed-Point Fast Sweeping WENO Schemes for Eikonal Equations
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作者 Zachary M.Miksis Yong-Tao Zhang 《Communications on Applied Mathematics and Computation》 EI 2024年第1期3-29,共27页
Fixed-point fast sweeping methods are a class of explicit iterative methods developed in the literature to efficiently solve steady-state solutions of hyperbolic partial differential equations(PDEs).As other types of ... Fixed-point fast sweeping methods are a class of explicit iterative methods developed in the literature to efficiently solve steady-state solutions of hyperbolic partial differential equations(PDEs).As other types of fast sweeping schemes,fixed-point fast sweeping methods use the Gauss-Seidel iterations and alternating sweeping strategy to cover characteristics of hyperbolic PDEs in a certain direction simultaneously in each sweeping order.The resulting iterative schemes have a fast convergence rate to steady-state solutions.Moreover,an advantage of fixed-point fast sweeping methods over other types of fast sweeping methods is that they are explicit and do not involve the inverse operation of any nonlinear local system.Hence,they are robust and flexible,and have been combined with high-order accurate weighted essentially non-oscillatory(WENO)schemes to solve various hyperbolic PDEs in the literature.For multidimensional nonlinear problems,high-order fixed-point fast sweeping WENO methods still require quite a large amount of computational costs.In this technical note,we apply sparse-grid techniques,an effective approximation tool for multidimensional problems,to fixed-point fast sweeping WENO methods for reducing their computational costs.Here,we focus on fixed-point fast sweeping WENO schemes with third-order accuracy(Zhang et al.2006[41]),for solving Eikonal equations,an important class of static Hamilton-Jacobi(H-J)equations.Numerical experiments on solving multidimensional Eikonal equations and a more general static H-J equation are performed to show that the sparse-grid computations of the fixed-point fast sweeping WENO schemes achieve large savings of CPU times on refined meshes,and at the same time maintain comparable accuracy and resolution with those on corresponding regular single grids. 展开更多
关键词 fixed-point fast sweeping methods Weighted essentially non-oscillatory(WENO)schemes Sparse grids Static Hamilton-Jacobi(H-J)equations Eikonal equations
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Chinese RE Performance Materials on the Fast Developing Way (Continued)
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作者 Zhao Zengqi 《China Rare Earth Information》 2006年第5期1-3,共3页
(2) Other Magnetic Materials RE Giant Magnetostrictive Materials (GMM) Research of GMM in China started since 1980s but developed rapidly. The products can be produced in batches today. However, application of such ma... (2) Other Magnetic Materials RE Giant Magnetostrictive Materials (GMM) Research of GMM in China started since 1980s but developed rapidly. The products can be produced in batches today. However, application of such materials in apparatus is laggard than developed countries. GMM materials are mainly applied in step motors, linear actuators, ultrasonic systems, sonar systems, valves, precise controls, active vibration damping etc. It is estimated that the near 10 years will be the fast developing period of global GMM market. Global production of GMM materials during 1989 to 2005 is listed in Table 3. 展开更多
关键词 RE GMM continued Chinese RE Performance Materials on the fast Developing Way
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样本不均衡条件下滚动轴承故障FCWT-DDIM-SwinT识别方法
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作者 孙祥海 邱明 +4 位作者 李军星 张松林 刘志卫 刘静涛 高锐 《河南科技大学学报(自然科学版)》 北大核心 2026年第1期53-62,M0005,共11页
针对滚动轴承故障识别中因样本不均衡导致准确率低的问题,提出一种去噪扩散隐式模型(DDIM)结合Swin Transformer(SwinT)的故障识别方法。首先,对采集到的滚动轴承原始振动信号进行快速连续小波变换(FCWT),将其重构为二维时频图像。然后... 针对滚动轴承故障识别中因样本不均衡导致准确率低的问题,提出一种去噪扩散隐式模型(DDIM)结合Swin Transformer(SwinT)的故障识别方法。首先,对采集到的滚动轴承原始振动信号进行快速连续小波变换(FCWT),将其重构为二维时频图像。然后,使用DDIM扩充原始不均衡数据集,构建出故障样本类别分布均衡数据集。最后,将均衡数据集应用于SwinT模型的训练过程,从而实现滚动轴承多种故障类型的准确诊断。工程实例表明:利用DDIM能够有效解决故障样本不均衡的问题;同时,与其他识别模型相比,SwinT模型的平均识别准确率提高了5.72%,具有更优越的轴承故障识别能力。 展开更多
关键词 滚动轴承 快速连续小波变换 去噪扩散隐式模型 Swin Transformer 故障识别
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CEEMD-FastICA-CWT联合瞬态响应阶次的电驱总成噪声源识别 被引量:2
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作者 张威 景国玺 +2 位作者 武一民 杨征睿 高辉 《中国测试》 CAS 北大核心 2024年第4期144-152,共9页
以某增程式电驱动总成为研究对象,提出基于联合算法的噪声分离识别模型。首先,采用互补集合经验模态分解(complementary ensemble empirical mode decomposition,CEEMD)联合快速独立分量分析(fast independent component analysis,FastI... 以某增程式电驱动总成为研究对象,提出基于联合算法的噪声分离识别模型。首先,采用互补集合经验模态分解(complementary ensemble empirical mode decomposition,CEEMD)联合快速独立分量分析(fast independent component analysis,FastICA)方法提取纯电模式稳态工况下单一通道噪声信号特征,利用复Morlet小波变换及FFT对各分量信号时频特性进行识别。其次,采用阶次分析法和声能叠加法对稳态分量信号对应的各瞬态响应阶次能量进行对比分析,并结合皮尔逊积矩相关系数(Pearson product moment correlation coefficient,PPMCC)相似性识别确定不同噪声激励源贡献度。结果表明:减速齿副啮合噪声对该增程式电驱总成纯电模式运行噪声整体贡献度最大。 展开更多
关键词 电驱动总成 噪声源识别 互补集合经验模态分解 快速独立分量分析 连续小波变换 阶次分析
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融合GNSS与NWP的高分辨率ZTD成图算法
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作者 王立阳 《导航定位学报》 北大核心 2026年第1期132-141,共10页
针对全球卫星导航系统(GNSS)获取对流层天顶延迟(ZTD)空间覆盖低的问题,提出一种高分辨率ZTD快速成图算法,旨在从甘肃省连续运行基准站网(GSCORS)观测数据中估计分辨率为0.01°×0.01°的ZTD图:引入全球预报系统(GFS)预报... 针对全球卫星导航系统(GNSS)获取对流层天顶延迟(ZTD)空间覆盖低的问题,提出一种高分辨率ZTD快速成图算法,旨在从甘肃省连续运行基准站网(GSCORS)观测数据中估计分辨率为0.01°×0.01°的ZTD图:引入全球预报系统(GFS)预报产品建立虚拟测站,采用球冠谐分析法联合处理GNSS观测与虚拟ZTD,最终生成2023年甘肃庆阳及周边地区8000多张ZTD图;所提算法估计的GSCORS-ZTD产品首次用于评估研究区域其他的多源ZTD产品,并分析该地区ZTD的时空变化特征。以独立的GNSS和全球气候第五代大气再分析数据(ERA5)为参考,实验结果表明,所提算法估计的ZTD图全年平均均方根误差(RMSE)与偏差分别为14.95/9.54 mm和20.79/12.60 mm,具有高质量和精细分辨率的产品特征。 展开更多
关键词 甘肃省连续运行基准站网(GSCORS) 对流层天顶延迟(ZTD) 高空间分辨率 快速成图 球冠谐分析
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EWT-FastICA在内燃机振动信号识别中的应用 被引量:4
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作者 史嘉伟 伍星 +1 位作者 刘韬 杨启超 《机械科学与技术》 CSCD 北大核心 2021年第5期741-748,共8页
内燃机广泛应用于工程、动力等领域,然而内燃机因燃烧和机械运动引起的冲击与振动导致其减振降噪一直是研究的热点,而如何准确识别振源则是减振的前提。本文针对振源盲分离时观测信号不少于源信号数目要求不易满足的问题,利用经验小波变... 内燃机广泛应用于工程、动力等领域,然而内燃机因燃烧和机械运动引起的冲击与振动导致其减振降噪一直是研究的热点,而如何准确识别振源则是减振的前提。本文针对振源盲分离时观测信号不少于源信号数目要求不易满足的问题,利用经验小波变换(Empirical wavelet transform,EWT)结合快速独立成分分析(Fast independent component analysis,FastICA)实现对内燃机振源信号的识别。首先使用时域同步平均法对内燃机缸盖的振动信号进行预处理,然后进行经验小波变换,之后再利用皮尔逊相关系数选择有效经验模态分量作为快速独立成分分析(FastICA)的输入,最终分离结果表明:该方法可以有效地从内燃机缸盖振动信号中识别出燃烧信号和气阀机构开启时的气体冲击信号。 展开更多
关键词 内燃机 时域同步平均 经验小波变换 快速独立成分分析 连续小波变换
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Continuous cooling precipitation diagram of high alloyed Al-Zn-Mg-Cu 7049A alloy 被引量:4
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作者 Davit ZOHRABYAN Benjamin MILKEREIT +1 位作者 Christoph SCHICK Olaf KESSLER 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第7期2018-2024,共7页
The precipitation behaviour during cooling from solution annealing of high alloyed 7049A aluminium alloy was investigated, covering the complete cooling-rate-range of technical interest. This ranges from slow cooling ... The precipitation behaviour during cooling from solution annealing of high alloyed 7049A aluminium alloy was investigated, covering the complete cooling-rate-range of technical interest. This ranges from slow cooling rates close to equilibrium up to rates above complete supersaturation and is covering seven orders of magnitude in cooling rate (0.0005 to 5000 K/s). The continuous cooling precipitation behaviour of 7049A alloy was recorded by combining different differential scanning calorimetry (DSC) techniques and microstructure analysis by SEM and Vickers hardness testing. The high alloyed, high strength and quench sensitive wrought aluminium alloy 7049A was investigated during quenching from solution annealing by conventional DSC in the cooling rate range of 0.0005 to 4 K/s. In this range at least two exothermal precipitation reactions were observed: a high temperature reaction in a narrow temperature interval of 450-430℃, and a low temperature reaction in a broad temperature interval down to about 200 ℃. Intensities of both reactions decreased with increasing cooling rate. Quenching from solution annealing with rates up to 1000 K/s was investigated by differential fast scanning calorimetry (DFSC) and the differential reheating method (DRM). A critical quenching rate to suppress all precipitation reactions of 100-300 K/s was been determined. 展开更多
关键词 differential scanning calorimetry (DSC) differential fast scanning calorimetry (DFSC) 7049A alloy differentialreheating method continuous cooling precipitation
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Research on improved active disturbance rejection control of continuous rotary motor electro-hydraulic servo system 被引量:7
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作者 WANG Xiao-jing FENG Ya-ming SUN Yu-wei 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第12期3733-3743,共11页
In order to meet the precision requirements and tracking performance of the continuous rotary motor electro-hydraulic servo system under unknown strong non-linear and uncertain strong disturbance factors,such as dynam... In order to meet the precision requirements and tracking performance of the continuous rotary motor electro-hydraulic servo system under unknown strong non-linear and uncertain strong disturbance factors,such as dynamic uncertainty and parameter perturbation,an improved active disturbance rejection control(ADRC)strategy was proposed.The state space model of the fifth order closed-loop system was established based on the principle of valve-controlled hydraulic motor.Then the three parts of ADRC were improved by parameter perturbation and external disturbance;the fast tracking differentiator was introduced into linear and non-linear combinations;the nonlinear state error feedback was proposed using synovial control;the extended state observer was determined by nonlinear compensation.In addition,the grey wolf algorithm was used to set the parameters of the three parts.The simulation and experimental results show that the improved ADRC can realize the system frequency 12 Hz when the tracking accuracy and response speed meet the requirements of double ten indexes,which lay foundation for the motor application. 展开更多
关键词 continuous rotary electro-hydraulic servo motor active disturbance rejection control(ADRC) fast tracking differentiator(TD) non-linear state error feedback(NLSEF) extended state observer(ESO) grey wolf algorithm
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Continued Fractions and Dynamics
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作者 Stefano Isola 《Applied Mathematics》 2014年第7期1067-1090,共24页
Several links between continued fractions and classical and less classical constructions in dynamical systems theory are presented and discussed.
关键词 continued FRACTIONS fast and SLOW Convergents IRRATIONAL ROTATIONS Farey and GAUSS Maps Transfer Operator Thermodynamic FORMALISM
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Performance of Continuous Wavelet Transform over Fourier Transform in Features Resolutions
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作者 Michael K. Appiah Sylvester K. Danuor Alfred K. Bienibuor 《International Journal of Geosciences》 CAS 2024年第2期87-105,共19页
This study presents a comparative analysis of two image enhancement techniques, Continuous Wavelet Transform (CWT) and Fast Fourier Transform (FFT), in the context of improving the clarity of high-quality 3D seismic d... This study presents a comparative analysis of two image enhancement techniques, Continuous Wavelet Transform (CWT) and Fast Fourier Transform (FFT), in the context of improving the clarity of high-quality 3D seismic data obtained from the Tano Basin in West Africa, Ghana. The research focuses on a comparative analysis of image clarity in seismic attribute analysis to facilitate the identification of reservoir features within the subsurface structures. The findings of the study indicate that CWT has a significant advantage over FFT in terms of image quality and identifying subsurface structures. The results demonstrate the superior performance of CWT in providing a better representation, making it more effective for seismic attribute analysis. The study highlights the importance of choosing the appropriate image enhancement technique based on the specific application needs and the broader context of the study. While CWT provides high-quality images and superior performance in identifying subsurface structures, the selection between these methods should be made judiciously, taking into account the objectives of the study and the characteristics of the signals being analyzed. The research provides valuable insights into the decision-making process for selecting image enhancement techniques in seismic data analysis, helping researchers and practitioners make informed choices that cater to the unique requirements of their studies. Ultimately, this study contributes to the advancement of the field of subsurface imaging and geological feature identification. 展开更多
关键词 continuous Wavelet Transform (CWT) fast Fourier Transform (FFT) Reservoir Characterization Tano Basin Seismic Data Spectral Decomposition
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用于非强化铝合金冷轧铝带的FAST气垫式连续退火炉
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作者 李尧 《世界有色金属》 2022年第22期30-33,共4页
本文介绍了我们开发的FAST气垫式铝带连续退火炉,用于非强化铝合金带的退火处理。和常规铝带的箱式炉退火处理具有周期时间短,退火质量均匀等优点。
关键词 fast气垫式连续退火炉
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地心运动的时变分析与预报
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作者 魏二虎 吴俊杰 +4 位作者 张云龙 罗一乐 邹贤才 田晓静 刘经南 《大地测量与地球动力学》 北大核心 2025年第4期331-338,共8页
以美国德克萨斯大学空间研究中心提供的地心运动时间序列为实验数据,首先采用经验模态分解(empirical mode decomposition,EMD)对数据进行降噪处理;然后利用快速傅里叶变换(fast Fourier transform,FFT)和连续小波变换(continuous wavel... 以美国德克萨斯大学空间研究中心提供的地心运动时间序列为实验数据,首先采用经验模态分解(empirical mode decomposition,EMD)对数据进行降噪处理;然后利用快速傅里叶变换(fast Fourier transform,FFT)和连续小波变换(continuous wavelet transform,CWT)对该数据进行频域转换、功率谱分析和周期项提取;最后采用自回归积分滑动平均(autoregressive integrated moving average,ARIMA)模型和指数平滑法对未来20个月的地心运动进行预报。结果表明,利用FFT提取的周年项的振幅和相位与以往的地心运动研究较为接近;ARIMA模型对于Y方向20个月内的地心运动预测结果较好,指数平滑法对X、Z方向的地心运动预测结果更优。 展开更多
关键词 地心运动 快速傅里叶变换 连续小波变换 ARIMA 指数平滑法
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激光测速在线材速度测定中的应用及优化
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作者 徐雷 吴海滨 +2 位作者 李梓霂 陈新兵 宋伟 《量子电子学报》 北大核心 2025年第2期278-285,共8页
本研究基于激光多普勒测速原理,采用快速傅里叶变换(FFT)+连续傅里叶变换(CFT)频率解算综合方法,提高了线材速度测量精度。该方法结合自相关检测、FFT频谱估计、CFT频谱细化和能量重心估计频谱校正,实现了有效降噪,并提升了信噪比和频... 本研究基于激光多普勒测速原理,采用快速傅里叶变换(FFT)+连续傅里叶变换(CFT)频率解算综合方法,提高了线材速度测量精度。该方法结合自相关检测、FFT频谱估计、CFT频谱细化和能量重心估计频谱校正,实现了有效降噪,并提升了信噪比和频谱分辨率,从而提高了线材速度测量的准确度。仿真和实验结果表明,经过一重自相关后,采集信号的信噪比得到提升,速度测量平均绝对误差低于0.01 m/s;与Welch频谱估计相比,本方法在不同速度条件下速度测量的绝对误差更小,准确度更高。生产现场测试表明,不同工段的速度测量均满足高速线材生产控制的要求,证实了该方法的实用性。 展开更多
关键词 激光技术 激光多普勒测速 快速傅里叶变换 连续傅里叶变换 线材 频谱细化与校正
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循证支持式FTS围术期护理联合信息共享式家庭延续护理对高血压脑出血患者预后及疾病不确定感的影响 被引量:2
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作者 郭文静 张毅 杨舒月 《临床医学研究与实践》 2025年第2期145-148,共4页
目的分析循证支持式加速康复外科(FTS)围术期护理联合信息共享式家庭延续护理对高血压脑出血患者预后及疾病不确定感的影响。方法选择2020年1月至2022年12月就诊于我院的100例高血压脑出血患者作为研究对象,以随机数字表法将其分为对照... 目的分析循证支持式加速康复外科(FTS)围术期护理联合信息共享式家庭延续护理对高血压脑出血患者预后及疾病不确定感的影响。方法选择2020年1月至2022年12月就诊于我院的100例高血压脑出血患者作为研究对象,以随机数字表法将其分为对照组和试验组,各50例。对照组接受常规护理模式干预,试验组接受循证支持式FTS围术期护理联合信息共享式家庭延续护理。比较两组的干预效果。结果试验组的术后清醒时间、术后尿管留置时长、术后住院时长短于对照组(P<0.05)。干预后,试验组的疾病不确定感量表(MUIS)各维度评分低于对照组(P<0.05)。干预后,试验组的健康促进生活方式量表Ⅱ(HPLP-Ⅱ)评分高于对照组(P<0.05)。干预后,试验组的美国国立卫生研究院卒中量表(NIHSS)、简易智能精神状态量表(MMSE)、Fugl-Meyer运动功能评分量表(FMA)评分优于对照组(P<0.05)。结论循证支持式FTS围术期护理联合信息共享式家庭延续护理在高血压脑出血患者中的应用效果显著,有助于其术后快速康复,可减轻疾病不确定感、提升健康促进行为水平、改善功能状态。 展开更多
关键词 循证支持 加速康复外科 信息共享 家庭延续护理 高血压脑出血 疾病不确定感
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基于CNN-LSTM-PSA的多特征融合无人机声目标识别方法 被引量:1
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作者 陶文波 倪东明 +2 位作者 程宇 史家伦 牛智昕 《电声技术》 2025年第7期153-159,共7页
提出一种基于卷积神经网络(Convolutional Neural Network,CNN)、长短时记忆(Long Short-Term Memory,LSTM)网络以及极化自注意力(Polarized Self-Attention,PSA)机制的多特征融合无人机声目标识别方法。通过短时傅里叶变换(Short-Time ... 提出一种基于卷积神经网络(Convolutional Neural Network,CNN)、长短时记忆(Long Short-Term Memory,LSTM)网络以及极化自注意力(Polarized Self-Attention,PSA)机制的多特征融合无人机声目标识别方法。通过短时傅里叶变换(Short-Time Fourier Transform,STFT)、梅尔频率倒谱系数(Mel-Frequency Cepstral Coefficient,MFCC)以及快速连续小波变换(Fast Continuous Wavelet Transform,FCWT)提取无人机声信号的频域和时域特征,然后将这些特征输入CNNLSTM-PSA模型进行特征提取,其中CNN用于提取局部空间特征,LSTM捕捉时序信息,PSA则通过特征选择机制优化模型的学习能力。实验结果表明,相较于单一输入特征,融合多种声学特征显著提高识别准确率,所提CNN-LSTM-PSA架构能够更有效地处理无人机声信号中的时频特征,具有更高的识别准确率。 展开更多
关键词 无人机声识别 快速连续小波变换(FCWT) 注意力机制
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FIXED-POINT CONTINUATION APPLIED TO COMPRESSED SENSING:IMPLEMENTATION AND NUMERICAL EXPERIMENTS 被引量:7
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作者 Elaine T.Hale Wotao Yin Yin Zhang 《Journal of Computational Mathematics》 SCIE CSCD 2010年第2期170-194,共25页
Fixed-point continuation(FPC)is an approach,based on operator-splitting and continuation,for solving minimization problems with l1-regularization:min||x||1+uf(x).We investigate the application of this algorithm to com... Fixed-point continuation(FPC)is an approach,based on operator-splitting and continuation,for solving minimization problems with l1-regularization:min||x||1+uf(x).We investigate the application of this algorithm to compressed sensing signal recovery,in which f(x)=1/2||Ax-b||2M,A∈m×n and m≤n.In particular,we extend the original algorithm to obtain better practical results,derive appropriate choices for M and u under a given measurement model,and present numerical results for a variety of compressed sensing problems.The numerical results show that the performance of our algorithm compares favorably with that of several recently proposed algorithms. 展开更多
关键词 l1 regularization fixed-point algorithm continuation Compressed sensing Numerical experiments
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