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Study on Internal Supersonic Flows with Pseudo-shock Wave Using Liquid Crystal Flow Visualization Method 被引量:2
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作者 王东屏 兆文忠 +1 位作者 杉山弘 东条启 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2005年第2期102-107,共6页
The flow visualization technique using shear-sensitive liquid crystal is applied to the investigation of a Mach 2 internal supersonic flow with pseudo-shock wave (PSW) in a pressure-vacuum supersonic wind tunnel. It... The flow visualization technique using shear-sensitive liquid crystal is applied to the investigation of a Mach 2 internal supersonic flow with pseudo-shock wave (PSW) in a pressure-vacuum supersonic wind tunnel. It provides qualitative information mainly concerning the overall flow structure, such as the turbulent boundary layer separation, reattachment locations and the dimensionalities of the flow. Besides, it can also give understanding of the surface streamlines, vortices in separation region and the corner effect of duct flow. Two kinds of crystals with different viscosities are used in experiments to analyze the viscosity effect. Results are compared with schlieren picture, confirming the effectiveness of liquid crystal in flow-visualization. 展开更多
关键词 surface flow visualization turbulent boundary layer separation pseudo-shock-wave shock wave/turbulent boundary layer interaction shear-sensitive liquid crystal comer effect
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An Accurate Numerical Solution for the Modified Equal Width Wave Equation Using the Fourier Pseudo-Spectral Method 被引量:1
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作者 Hany N. Hassan 《Journal of Applied Mathematics and Physics》 2016年第6期1054-1067,共14页
In this study, the numerical solution for the Modified Equal Width Wave (MEW) equation is presented using Fourier spectral method that use to discretize the space variable and Leap-frog method scheme for time dependen... In this study, the numerical solution for the Modified Equal Width Wave (MEW) equation is presented using Fourier spectral method that use to discretize the space variable and Leap-frog method scheme for time dependence. Test problems including the single soliton wave motion, interaction of two solitary waves and interaction of three solitary waves will use to validate the proposed method. The three invariants of the motion are evaluated to determine the conservation properties of the generated scheme. Finally, a Maxwellian initial condition pulse is then studied. The L<sub>2</sub> and L<sub>∞</sub> error norms are computed to study the accuracy and the simplicity of the presented method. 展开更多
关键词 The Modified Equal Width wave Equation Fourier pseudo-Spectral Method Solitary waves Fast Fourier Transform
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Large Eddy Simulation of Pseudo-Shock Waves Using Wall Model
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作者 Sangwook Lee Yousuke Ogino Keisuke Sawada 《Open Journal of Fluid Dynamics》 2014年第3期321-333,共13页
A supersonic turbulent flowfield involving the pseudo-shock waves in an isolator of a supersonic combustion ramjet is computed using two different LES codes which are a high-order upwind finite volume scheme, and a si... A supersonic turbulent flowfield involving the pseudo-shock waves in an isolator of a supersonic combustion ramjet is computed using two different LES codes which are a high-order upwind finite volume scheme, and a sixth order compact differencing scheme utilizing the localized artificial diffusivity method for stabilizing shock waves and employing a wall model to enable the use of coarse mesh. In the validation study where a supersonic turbulent boundary layer flow over a flat plate is examined, both LES codes are well validated using velocity profile in the boundary layer given by the hot-wire anemometry and normal stress given by the laser Doppler anemometry. In particular, the sixth order compact differencing scheme gives closer agreements with these experimental data. Then, the validated LES codes are applied to solve the Mach number 2.5 supersonic turbulent flowfield involving the pseudo-shock waves. It is shown that typical features of unsteady flowfield of the pseudo-shock waves are well obtained by both schemes. Again, it is indicated that the sixth order compact differencing scheme gives closer agreements with the existing velocity data obtained by particle image velocimetry and pressure fluctuation data on the wall surface. Besides, the computational cost of the compact differencing scheme is found to be 1/7 of that for the upwind finite volume scheme, even though a wall model is solved at each grid point on the wall surface. Therefore, the obtained results in the present study allow recommending the sixth order compact differencing scheme with a wall model for simulating supersonic turbulent flowfield in an isolator involving the pseudo-shock waves. 展开更多
关键词 Large EDDY Simulation WALL MODEL pseudo-Shock wave
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Effective Dispersion Curve and Pseudo Multimode Dispersion Curves for Rayleigh Wave
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作者 张双喜 《Journal of Earth Science》 SCIE CAS CSCD 2011年第2期226-230,共5页
The hi-energy bands in the dispersion image are usually interpreted as the true dispersion phase velocities.However,the multiple dispersion modes of Rayleigh wave in layered media stack in space,producing the effectiv... The hi-energy bands in the dispersion image are usually interpreted as the true dispersion phase velocities.However,the multiple dispersion modes of Rayleigh wave in layered media stack in space,producing the effective dispersion curve and the pseudo multimode dispersion curves in disper-sion image.The effective dispersion curve has the maximum energy with lower phase velocities than pseudo dispersion phase velocities,and thus is often misunderstood as the fundamental mode.Within the tolerable misfit,the effective dispersion curve can approach the true fundamental mode.Different from the true multimode dispersion curves,the pseudo multimode dispersion curves are related to the effective dispersion curve.A numerical model is adapted to simulate the true dispersion curves,effec-tive dispersion curve,and pseudo multimode dispersion curves.Their differences and mutual relations are demonstrated. 展开更多
关键词 Rayleigh wave pseudo multimode dispersion curves effective dispersion curve numerical simulation layered media.
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Simple waves for two-dimensional compressible pseudo-steady Euler system 被引量:2
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作者 赖耕 盛万成 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第7期827-838,共12页
A simple wave is defined as a flow in a region whose image is a curve in the phase space. It is well known that "the theory of simple waves is fundamental in building up the solutions of flow problems out of elementa... A simple wave is defined as a flow in a region whose image is a curve in the phase space. It is well known that "the theory of simple waves is fundamental in building up the solutions of flow problems out of elementary flow patterns" see Courant and Friedrichs's chassical book "Supersonic Flow and Shock Waves". This paper mainly concerned with the geometric construction of simple waves for the 2D pseudo-steady compressible Euler system. Based on the geometric interpretation, the expansion or compression simple wave flow construction around a pseudo-stream line with a bend part are constructed. It is a building block that appears in the global solution to four contact discontinuities Riemann problems. 展开更多
关键词 self-similar Euler system simple wave generalized characteristic analysis pseudo-stream line sonic circle sonic edge
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Simulation of Elastic Waves in Wave Equation Separation Using Pseudo-spectral Method
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作者 Tang Xiaoping Bai Chaoying Liu Kuanhou 《石油地球物理勘探》 EI CSCD 北大核心 2012年第A02期26-34,共9页
关键词 石油 地球物理勘探 地质调查 油气资源
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大气中非线性Rossby波和Pseudo—Rossby——(Ⅱ)斜压大气情形
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作者 朱开成 《吉首大学学报(自然科学版)》 CAS 1991年第2期21-27,共7页
本文利用文(1)中的方法,讨论了半地转近似下斜压Rossby波的存在和求解问题,分析表明,在描述Rossby波的方程中,除了具有通常意义的Rossby波解外,还存在一支Pseudo—Rossby波解.
关键词 斜压大气 ROSSBY波 Psesdo—Rossby波 拟能 拟势函数 椭园余弦波 孤立波
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THEORETICAL MEAN WAVE RESISTANCE OF PRECURSOR SOLITON GENERATION IN TWO-LAYER FLOW 被引量:1
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作者 徐肇廷 吴克俭 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1997年第1期1-9,共9页
A new concept of pseudo mean wave resistance is introduced to find theoretical mean wave resistances of the precursor soliton generation in two-layer how over a localized topography at near-resonance in this paper. Th... A new concept of pseudo mean wave resistance is introduced to find theoretical mean wave resistances of the precursor soliton generation in two-layer how over a localized topography at near-resonance in this paper. The pseudo mean wave resistance of the precursor soliton generation of two-layer how is determined in terms of the AfKdV equation. From the theoretical results it is shown that the theoretical mean wave resistance is equal to the pseudo mean wave resistance times 1/m(1), where m(1) is the coefficient of the fKdV equation. From the regional distribution of the energy of the precursor soliton generation at the resonant points, it is shown that ratios of the theoretical mean wave resistance and regional mean energy to the total mean energy are invariant constants, i.e. <(E)over circle (1)>/(E) over circle : <(E)over circle (2)>/(E) over circle: <(E)over circle (3)>(E) over circle :< D > /(E) over circle = (1/2) : (-1/2) : 1 : 1, in which <(E)over circle 1>,<(E)over circle (2)> and <(E)over circle (3)> are the mean energy of the generating regions of the precursor solitons, of the depression and of the trailing wavetrain at the resonant points respectively, (E) over circle and < D > are the total energy of the system and the theoretical mean wave resistance at the resonant points. A prediction of the theoretical mean wave resistances of two-layer how over the semicircular topography is carried out in terms of the theoretical results of the present paper. The comparison shows that the theoretical mean wave resistance is in good agreement with the numerical calculation. 展开更多
关键词 precursor soliton pseudo mean wave resistance theoretical mean wave resistance generating energy
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Evolution and breaking of a propagating internal wave in stratified ocean 被引量:3
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作者 LI Bingrui FAN Haimei +2 位作者 TIAN Jiwei SUN Bo ZHANG Zhanhai 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2008年第1期13-22,共10页
The evolution and breaking of a propagating internal wave are directly numerically simulated using a pseudo-spectral method. The mechanism of PSI ( parametric subharmonic instability) involved in the evolution is te... The evolution and breaking of a propagating internal wave are directly numerically simulated using a pseudo-spectral method. The mechanism of PSI ( parametric subharmonic instability) involved in the evolution is testified clearly. It dominates gradually in nonlinear resonant interactions. As a consequence, the energy cascades to a second plant wave packet which has lower frequencies and higher wavenumbers than that of the primary wave. With the growth of this wave packet, wave breaking occurs and causes strongly nonlinear regime, i.e. stratified turbulence. The strong mixing and intermittent of the turbulence can be learned from the evolution of the total energy and kurtosis of vorticity vs. time. Some statistic properties of the stratified turbulence are also analyzed, including the spectra of KE (kinetic energy) and PE (potential energy). The results show that the PE spectra display a wavenumber range scaling as 0. 2 N^4ky^-3 (N is the Brunt - Vaisala frequency, k, is the vertical wavenumber), which is called buoyancy sub-range. However, the KE spectra cannot satisfy the negative cubic law of vertical wavenumber, which have a much larger downtrend than that of the PE spectra, for the potential energy is transferred more efficiently toward small scales than the kinetic energy. The Cox number of diapycnal diffusivity is also calculated, and it shows a good consistency with the observations and deductions in the ocean interior, during the stage of the stratified turbulence maintaining a fairly active level. 展开更多
关键词 internal wave breaking pseudo-spectral method buoyancy sub-range Cox number
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3D attitude measurement by means of spread spectrum modulated ultrasonic wave 被引量:2
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作者 Shinji Ohyama Hiroshi Iwasawa +1 位作者 Sang Il Ko Junya Takayama 《仪器仪表学报》 EI CAS CSCD 北大核心 2007年第4期590-596,共7页
Local position and attitude measurement methods are necessary for the navigation of autonomous robots and the other applications. In this paper, a 3D attitude measurement method is proposed. This method uses the sprea... Local position and attitude measurement methods are necessary for the navigation of autonomous robots and the other applications. In this paper, a 3D attitude measurement method is proposed. This method uses the spread spectrum modulated ultrasonic wave for the measurement of the pseudo-distance of each pathway between transmitter and receiver elements that are arranged in an array. The relative attitude between transmitter and receiver unit could be calculated from the relationship between these pseudo-distances. The use of spread spectrum modulation enables the high accuracy, noise tolerance, and coexistence of multiple transmitter devices by code division multiple access (CDMA) between transmitter and receiver elements. A pair of transmitter and receiver prototype for proposed method was manufactured, and the fundamental performance was examined in experiments. As a result, accuracy of σ=0.78 mm in the pseudo-distance measurement of each pathway between transmitter and receiver elements was confirmed, and about 0.01 rad resolution in the attitude measurement was also confirmed. 展开更多
关键词 姿态测量 准距离 伸展光谱 超声波
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Numerical simulation and mechanism analysis of freak waves 被引量:8
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作者 ZHANG Yunqiu ZHANG Ningchuan HU Jinpeng 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2007年第5期116-124,共9页
A numerical wave model based on the modified fourth-order nonlinear Schroe dinger equation (mNLSE) in deep water was developed to simulate the formation of freak waves and a standard split - step, pseudo-spectral me... A numerical wave model based on the modified fourth-order nonlinear Schroe dinger equation (mNLSE) in deep water was developed to simulate the formation of freak waves and a standard split - step, pseudo-spectral method was used to solve the equation. The validation of the model is firstly verified, then the simulation of freak waves was performed by changing sideband conditions, and the variation of wave energy was also analyzed in the evolution. The results indicate that Benjamin - Feir instability ( sideband instability) is an important mechanism for freak wave formation. 展开更多
关键词 freak waves nonlinear Schroe dinger equation pseudo-spectral method sideband instability numerical model
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大气中的非线性Rossby波和Pseudo-Rossby波——(Ⅰ)正压大气情形
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作者 朱开成 《吉首大学学报》 1990年第6期23-31,共9页
本文利用相角函数和常微分方程相轨线分析方法,讨论了半地转近似下正压Rossby波的存在和求解问题;结果表明:在描述Rossby波的方程中,除了具有通常意义的Rossby波解外,还存在一支Pseudo-Rossby波解;而且正压Rossby波的频率对一定的波动... 本文利用相角函数和常微分方程相轨线分析方法,讨论了半地转近似下正压Rossby波的存在和求解问题;结果表明:在描述Rossby波的方程中,除了具有通常意义的Rossby波解外,还存在一支Pseudo-Rossby波解;而且正压Rossby波的频率对一定的波动有一确定上界,这个上界由大气平均厚度与地理纬度确定;同时也分析了波动特征参量与拟能及地理参数间的关系. 展开更多
关键词 ROSSBY波 pseudo-Rossby波 大气 非线性波动 相角函数 相轮线分析方法 正压大气拟能 拟势函数 椭圆余弦波
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STATIONARY RANDOM WAVES PROPAGATION IN 3D VISCOELASTIC STRATIFIED SOLID
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作者 高强 林家浩 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2005年第6期785-796,共12页
Propagation of stationary random waves in viscoelastic stratified transverse isotropic materials is investigated. The solid was considered multi-layered and located above the bedrock, which was assumed to be much stif... Propagation of stationary random waves in viscoelastic stratified transverse isotropic materials is investigated. The solid was considered multi-layered and located above the bedrock, which was assumed to be much stiffer than the soil, and the power spectrum density of the stationary random excitation was given at the bedrock. The governing differential equations are derived in frequency and wave-number domains and only a set of ordinary differential equations ( ODEs) must be solved. The precise integration algorithm of two-point boundary value problem was applied to solve the ODEs. Thereafter, the recently developed pseudo-excitation method for structural random vibration is extended to the solution of the stratified solid responses. 展开更多
关键词 layered material precise integration pseudo-excitation method wave propagation random vibration
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Propagation of Electrostatic Waves in an Ultra-Relativistic Dense Dusty Electron-Positron-Ion Plasma 被引量:1
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作者 N. Roy M. S. Zobaer A. A. Mamun 《Journal of Modern Physics》 2012年第8期850-855,共6页
The nonlinear propagation of waves (specially solitary waves) in an ultra-relativistic degenerate dense plasma (containing ultra-relativistic degenerate electrons and positrons, cold, mobile, inertial ions, and negati... The nonlinear propagation of waves (specially solitary waves) in an ultra-relativistic degenerate dense plasma (containing ultra-relativistic degenerate electrons and positrons, cold, mobile, inertial ions, and negatively charged static dust) have been investigated by the reductive perturbation method. The linear dispersion relation and Korteweg de-Vries equation have been derived whose numerical solutions have been analyzed to identify the basic features of electrostatic solitary structures that may form in such a degenerate dense plasma. The existence of solitary structures has been also verified by employing the pseudo-potential method. The implications of our results in astrophysical compact objects have been briefly discussed. 展开更多
关键词 Degenerate PLASMA Ultra-Relativistic Limit Solitary waves K-dV Equation pseudo-POTENTIAL Method
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A Travelling Wave Group III—Consistent with QED
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作者 Antony J. Bourdillon 《Journal of Modern Physics》 2014年第1期23-28,共6页
The travelling wave group is a stable wave packet. Many surprising results are derived from it. The group is easily quantized for photons and applied, as a solution to the relativistic Klein-Gordon equation, to free p... The travelling wave group is a stable wave packet. Many surprising results are derived from it. The group is easily quantized for photons and applied, as a solution to the relativistic Klein-Gordon equation, to free particles. Further solutions to the resulting algebraic equation provide a stable wave function for free antiparticles. Consistency with the superstructure of quantum electrodynamics is obtained by an assignment to the electron antiparticle of negative mass and negative charge. Then in 5-dimensional space-time-mass, CPT invariance transforms to M’PT conservation in either charged or neutral particles, while many other consequences are also evident. 展开更多
关键词 CPT M’PT Phase Velocity TRAVELLING wave Group Uncertainty Principle ANTIPARTICLE pseudo Mass
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太极计划星间激光通信测距的伪随机码选取
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作者 陈沛权 邓汝杰 +4 位作者 张艺斌 李磐 齐克奇 刘河山 罗子人 《中国光学(中英文)》 北大核心 2025年第3期547-556,共10页
太极计划拟通过扩频通信技术,在干涉链路的基础上,实现星间的激光通信和绝对距离测量。伪随机码的选取是实现通信测距系统的第一步,需对不同的伪随机码的实现原理、相关性、测距误差函数等进行对比分析。本文首先介绍了m序列、Gold序列... 太极计划拟通过扩频通信技术,在干涉链路的基础上,实现星间的激光通信和绝对距离测量。伪随机码的选取是实现通信测距系统的第一步,需对不同的伪随机码的实现原理、相关性、测距误差函数等进行对比分析。本文首先介绍了m序列、Gold序列与Weil序列的生成原理,并采用不同的硬件结构和方法生成相应的伪随机序列,采用GPS的C/A码作为Gold序列与Weil序列进行比较分析选取。在FPGA开发平台实现用于生成Gold序列和Weil序列的硬件电路,并分析不同硬件实现方法的优劣与资源消耗情况。然后,分别计算Gold序列与Weil序列的相关值及其均方根误差,比较Gold序列与Weil序列的伪随机噪声性能。最后,基于测距原理和激光干涉后的码间串扰现象,构建用于测距的误差函数,与理想的误差函数作对比,分析用不同伪随机码测距的优势和劣势。数据表明:Weil序列相关值的旁瓣值范围为-60.27 dB至-24.01 dB、自相关rms为0.303、互相关rms为0.307,指标均优于Gold序列,消耗的硬件资源为Gold序列的30%,误差函数的偏差值更小。Weil序列更适合于太极计划的星间通信测距需求。 展开更多
关键词 空间引力波探测 伪随机码 激光测距 扩频通信
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空间引力波探测中星间伪码测距建模与仿真分析
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作者 孙晨颖 姚未来 +1 位作者 梁新栋 贾建军 《电子与信息学报》 北大核心 2025年第6期1826-1836,共11页
为满足空间引力波探测中时延干涉算法(TDI)对米级精度星间距数据的需求,基于激光链路建立星间绝对距离测量系统。该文以空间引力波探测太极计划为背景,通过分析空间引力波探测中星间测距的实现原理,设计了基于伪随机码(PRN)低深度相位... 为满足空间引力波探测中时延干涉算法(TDI)对米级精度星间距数据的需求,基于激光链路建立星间绝对距离测量系统。该文以空间引力波探测太极计划为背景,通过分析空间引力波探测中星间测距的实现原理,设计了基于伪随机码(PRN)低深度相位调制的星间测距模型,分析了测距精度的主要影响因素,并基于直接数字合成器(DDS)模拟外差干涉信号,进行了伪码测距系统的FPGA仿真验证。仿真结果表明,采用该模型可获得的理论测距精度可达厘米量级,达到了空间引力波探测的米级精度需求。该激光测距方案对卫星导航和天基引力波探测的工程应用具有参考价值。 展开更多
关键词 空间引力波探测 星间测距 伪码测距
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考虑物理约束的振荡浮子式波浪能转换装置优化获能控制 被引量:1
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作者 包鑫宇 黎明 +1 位作者 陈震 宋承林 《中国海洋大学学报(自然科学版)》 北大核心 2025年第5期157-166,共10页
针对振荡浮子式波浪能转换装置(Oscillating buoy wave energy converter,OBWEC)的安全运行和高效获能问题,本文在考虑OBWEC的浮子运动位移和控制力物理约束的基础上,设计了一种包含浮子运动轨迹规划层和轨迹跟踪层的双层协同控制方案... 针对振荡浮子式波浪能转换装置(Oscillating buoy wave energy converter,OBWEC)的安全运行和高效获能问题,本文在考虑OBWEC的浮子运动位移和控制力物理约束的基础上,设计了一种包含浮子运动轨迹规划层和轨迹跟踪层的双层协同控制方案。在轨迹规划层,利用傅里叶拟谱方法分析波浪频谱特征,在线生成满足位移和控制力物理约束且兼顾最大获能的浮子运动参考轨迹;在轨迹跟踪层,采用滑模控制(Sliding mode control,SMC)实现浮子运动的轨迹跟踪,并基于李雅普诺夫稳定性理论,证明了浮子运动轨迹跟踪误差渐近收敛于0。双层协同控制方案的核心在于,在保证浮子运动满足物理约束的前提下,尽可能获取最大能量,进而确保OBWEC的安全高效运行。仿真实验结果充分验证了所提方法的可行性与有效性,为OBWEC的实际应用提供了有力的理论支撑和技术参考。 展开更多
关键词 振荡浮子式波浪能转换装置 优化获能控制 傅里叶拟谱方法 轨迹跟踪控制 滑模控制
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基于双端电流测量的电缆早期故障定位研究
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作者 孟鹏飞 李腾飞 +3 位作者 王万岗 谢施君 周凯 唐志荣 《工程科学与技术》 北大核心 2025年第4期269-277,共9页
随着电缆服役时间的增加,亟需在永久故障产生前开展早期故障研究。针对传统早期故障定位中的阻抗法定位精度随故障距离的增加而减小,以及单端行波法易造成故障位置误判的问题,提出基于双端电流法的电缆早期故障定位方法。首先,给出电缆... 随着电缆服役时间的增加,亟需在永久故障产生前开展早期故障研究。针对传统早期故障定位中的阻抗法定位精度随故障距离的增加而减小,以及单端行波法易造成故障位置误判的问题,提出基于双端电流法的电缆早期故障定位方法。首先,给出电缆中行波信号的传输线模型,并基于电弧脉冲在电缆中的传输过程,分析基于双端电流测量的故障定位的原理。然后,采用加Hanning窗的伪魏格纳分布(PWVD)算法对信号进行时频分布计算,并使用时频互相关函数估计双端信号的时间延迟,实现对早期故障定位的计算。接着,在PSCAD/EMTDC仿真软件中搭建10 kV电缆的早期故障模型来验证本文方法的可行性,并研究不同噪声干扰对定位结果的影响,仿真结果表明,早期故障位置计算的相对误差为0.57%,具有较高的定位精度,并且不同程度噪声对定位结果的影响较小。最后,搭建电缆早期故障实验测试平台,进一步验证故障定位方法的效果,实验结果表明,本文方法的故障位置的相对误差为5.36%,方法具有可行性。本文提出的电缆早期故障的定位方法可使日常运维检修更精准、高效,对提高电力系统的安全稳定运行有重要意义。 展开更多
关键词 电缆早期故障 行波定位 双端电流 伪魏格纳分布 时频互相关
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基于数据增广和伪标签生成的波阻抗反演
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作者 程程 赵岩 《石油地球物理勘探》 北大核心 2025年第3期642-654,共13页
基于深度学习的波阻抗反演往往需要大量标签数据驱动模型进行网络训练,但实际情况中标签数据(测井数据)获取难度较大、成本较高,通常只有少量的标签数据可用于训练。为此,提出一种基于数据增广和伪标签生成的半监督波阻抗反演方法。首先... 基于深度学习的波阻抗反演往往需要大量标签数据驱动模型进行网络训练,但实际情况中标签数据(测井数据)获取难度较大、成本较高,通常只有少量的标签数据可用于训练。为此,提出一种基于数据增广和伪标签生成的半监督波阻抗反演方法。首先,利用三次样条插值法对标签波阻抗数据进行插值后随机重采样;然后,用正演方法计算增广波阻抗相对应的地震记录;最后,将增广后的地震记录和波阻抗作为网络训练集,训练网络并预测波阻抗。将筛选出的高质量预测数据作为伪标签,并对伪标签进行数据增广,大量扩充训练数据集。由于时间卷积网络(Temporal Convolutional Network,TCN)在时序数据建模上具有优势,可以捕获数据的长期依赖关系,很好地完成波阻抗反演任务。Marmousi模型的测试结果显示,所提方法适用于少量标签数据的波阻抗反演问题,具有良好的抗噪性能,且对于不同的标签分布情况依旧有较好的反演精度。实际勘探数据的反演结果表明,该方法能有效地解决地震波阻抗反演问题。 展开更多
关键词 波阻抗反演 时间卷积网络 数据增广 伪标签 半监督学习
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