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非数值化产品形位描述模型
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作者 葛建新 董金祥 何志均 《工程图学学报》 CSCD 1994年第1期37-47,共11页
传统的形状及位置表示模型通常是建立在低层次的无应用意义的几何拓扑元素之上,因而无法很好地支持计算机辅助设计(CAD)向实用化和智能化方向发展。本文提出了一种非数值化的基于约束的产品形位描述模型,并对该模型中存在的一些... 传统的形状及位置表示模型通常是建立在低层次的无应用意义的几何拓扑元素之上,因而无法很好地支持计算机辅助设计(CAD)向实用化和智能化方向发展。本文提出了一种非数值化的基于约束的产品形位描述模型,并对该模型中存在的一些问题进行了深入的讨论。该模型符合设计人员实际设计思维与过程,同时也支持高层次产品设计信息以及产品的设计过程信息,因而为传统CAD系统向新一代实用化智能化CAD系统过渡提供了一个良好的产品形位表示模型。 展开更多
关键词 形位描述模型 非数值化 产品 CAD
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非数值化特征的条件概率区域划分(CZT)编码方法 被引量:1
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作者 贺亮 徐正国 +1 位作者 李赟 沈超 《计算机应用研究》 CSCD 北大核心 2020年第5期1400-1405,共6页
非数值化特征经常出现在数据中,对其有效编码是采用机器学习模型解决问题的关键。针对目前被广泛使用的one-hot编码方法的编码结果具有较大的稀疏性,并且编码出的数值仍然没有明确的物理意义等问题,提出一种基于条件概率的区域划分编码... 非数值化特征经常出现在数据中,对其有效编码是采用机器学习模型解决问题的关键。针对目前被广泛使用的one-hot编码方法的编码结果具有较大的稀疏性,并且编码出的数值仍然没有明确的物理意义等问题,提出一种基于条件概率的区域划分编码算法CZT(conditional-probability-based zone transformation coding)。该方法首先对特征进行条件概率计算,并依据条件概率划分特征区域,按照区域内的联合条件概率进行编码;然后将CZT编码算法与one-hot算法进行对比分析,从理论上推导并证明CZT编码对特征的压缩率至少为每个特征取值空间的平均大小,同时证明经过CZT编码后的问题具有更简单的优化目标形式,有利于设计后续机器学习算法;最后通过采用相同结构的神经网络进行分类,在Titanic数据集下对比CZT算法和one-hot算法编码数据后对分类器性能的影响,结果表明CZT编码的数据的分类准确率和稳定性均有提升。 展开更多
关键词 深度学习 非数值化特征 特征工程 联合条件概率编码
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THE APPLICATION OF TIDAL SIGNAL EXCLUSION SCHEME FROM INITIALIZATION IN A GENERAL CIRCULATION MODEL 被引量:4
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作者 杨学胜 王军 陈谊 《Journal of Tropical Meteorology》 SCIE 2004年第2期210-215,共6页
In this paper, some corrections was made to the assumption that the forcing is quasi-static, which is the basis of the nonlinear diabatic initialization scheme adopted by a global model T106L19. Thus the tidal signal ... In this paper, some corrections was made to the assumption that the forcing is quasi-static, which is the basis of the nonlinear diabatic initialization scheme adopted by a global model T106L19. Thus the tidal signal is expressed and excluded from the initialization scheme. It shows that the new scheme captures the semi-diurnal pressure variation and is much closer to the uninitialized field. Compared with the standard initialization scheme, both the anomaly correlation coefficients and RMS of 500 hPa geopotential height simulated under the new scheme have improved significantly. 展开更多
关键词 INITIALIZATION tidal signals semidiurnal pressure variation
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The Impacts of Initial Perturbations on the Computational Stability of Nonlinear Evolution Equations 被引量:1
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作者 WU Li-Fei LIN Wan-Tao YANG Xiao-Zhong 《Atmospheric and Oceanic Science Letters》 2011年第5期293-297,共5页
The impacts of initial perturbations on the computational stability of nonlinear evolution equations for non-conservative difference schemes and non-periodic boundary conditions are studied through theoretical analysi... The impacts of initial perturbations on the computational stability of nonlinear evolution equations for non-conservative difference schemes and non-periodic boundary conditions are studied through theoretical analysis and numerical experiments for the case of onedimensional equations.The sensitivity of the difference scheme to initial values is further analyzed.The results show that the computational stability primarily depends on the form of the initial values if the difference scheme and boundary conditions are determined.Thus,the computational stability is sensitive to the initial perturbations. 展开更多
关键词 nonlinear evolution equation initial perturbations computational stability initial values
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Exact Soliton Solutions to a Generalized Nonlinear Schrdinger Equation
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作者 徐四六 梁检初 易林 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第1期159-165,共7页
The (1+1)-dimensional F-expansion technique and the homogeneous nonlinear balance principle have been generalized and applied for solving exact solutions to a general (3+1)-dimensional nonlinear Schr6dinger equa... The (1+1)-dimensional F-expansion technique and the homogeneous nonlinear balance principle have been generalized and applied for solving exact solutions to a general (3+1)-dimensional nonlinear Schr6dinger equation (NLSE) with varying coefficients and a harmonica potential. We found that there exist two kinds of soliton solutions. The evolution features of exact solutions have been numerically studied. The (3+1)D soliton solutions may help us to understand the nonlinear wave propagation in the nonlinear media such as classical optical waves and the matter waves of the Bose-Einstein condensates. 展开更多
关键词 SELF-SIMILARITY nonlinear SchrSdinger equation exact soliton solutions
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Numerical Study on Inter-Tidal Transports in Coastal Seas
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作者 MAO Xinyan JIANG Wensheng +1 位作者 ZHANG Ping FENG Shizuo 《Journal of Ocean University of China》 SCIE CAS 2016年第3期379-388,共10页
Inter-tidal(subtidal) transport processes in coastal sea depend on the residual motion, turbulent dispersion and relevant sources/sinks. In Feng et al.(2008), an updated Lagrangian inter-tidal transport equation, as w... Inter-tidal(subtidal) transport processes in coastal sea depend on the residual motion, turbulent dispersion and relevant sources/sinks. In Feng et al.(2008), an updated Lagrangian inter-tidal transport equation, as well as new concept of Lagrangian in- ter-tidal concentration(LIC), has been proposed for a general nonlinear shallow water system. In the present study, the LIC is nu- merically applied for the first time to passive tracers in idealized settings and salinity in the Bohai Sea, China. Circulation and tracer motion in the three idealized model seas with different topography or coastline, termed as ‘flat-bottom', ‘stairs' and ‘cape' case, re- spectively, are simulated. The dependence of the LIC on initial tidal phase suggests that the nonlinearities in the stairs and cape cases are stronger than that in the flat-bottom case. Therefore, the ‘flat-bottom' case still meets the convectively weakly nonlinear condi- tion. For the Bohai Sea, the simulation results show that most parts of it still meet the weakly nonlinear condition. However, the de- pendence of the LIS(Lagrangian inter-tidal salinity) on initial tidal phase is significant around the southern headland of the Liaodong Peninsula and near the mouth of the Yellow River. The nonlinearity in the former region is mainly related to the complicated coast- lines, and that in the latter region is due to the presence of the estuarine salinity front. 展开更多
关键词 inter-tidal transport Lagrangian inter-tidal concentration residual velocity numerical modeling Bohai Sea
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Installation position determination of wind speed sensors on steel pole along a high-speed railway
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作者 熊小慧 梁习锋 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第11期3018-3027,共10页
In order to consider the influence of steel pole on the measurement of wind speed sensors and determinate the installation position of wind speed sensors, the flow field around wind speed sensors was investigated. Bas... In order to consider the influence of steel pole on the measurement of wind speed sensors and determinate the installation position of wind speed sensors, the flow field around wind speed sensors was investigated. Based on the three-dimensional steady Reynolds-averaged Navier-Stokes equations and k-ε double equations turbulent model, the field flow around the wind speed sensor and the steel pole along a high-speed railway was simulated on an unstructured grid. The grid-independent validation was conducted and the accuracy of the present numerical simulation method was validated by experiments and simulations carried out by previous researchers. Results show that the steel pole has a significant influence on the measurement results of wind speed sensors. As the distance between two wind speed sensors is varied from 0.3 to 1.0 m, the impact angles are less than ±20°, it is proposed that the distance between two wind speed sensors is 0.8 m at least, and the interval between wind speed sensors and the steel pole is more than 1.0 m with the sensors located on the upstream side. 展开更多
关键词 high-speed railway wind speed sensor steel pole numerical simulation flow field
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Non-degeneracy of extremal points in multi-dimensional space 被引量:3
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作者 CHENG ChongQing ZHOU Min 《Science China Mathematics》 SCIE CSCD 2015年第11期2255-2260,共6页
For a family of smooth functions defined in multi-dimensional space,we show that,under certain generic conditions,all minimal and maximal points are non-degenerate.
关键词 NON-DEGENERACY multi-dimensionM space smooth functions minimal and maximal points
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Instabilities and pattern evolution in a vertically heated annulus 被引量:2
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作者 WANG BoFu GUO ZhiWei +1 位作者 MA DongJun SUN DeJun 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第2期257-262,共6页
The convection in an annular container with heated bottom,cooled top and insulated side walls are studied by both linear instability analysis and direct numerical simulation.The onset of convection is investigated by ... The convection in an annular container with heated bottom,cooled top and insulated side walls are studied by both linear instability analysis and direct numerical simulation.The onset of convection is investigated by linear stability analysis and corresponding pattern selection mechanisms are discussed.The nonlinear evolution of different flow patterns and the convective heat transfer are simulated.The transition to oscillatory flow is also given by stability analysis where the base flow is a steady three dimensional flow.The stability predictions are in good agreement with the numerical simulations,including both the growth rate and the dimensionless frequency. 展开更多
关键词 thermal convection flow instability pattern evolution
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Experimental and numerical investigation of unsteady cavitating flows through a 2D hydrofoil 被引量:24
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作者 HUANG Biao WANG GuoYu 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第7期1801-1812,共12页
In the present study, firstly, the unsteady cavitating flows around a hydrofoil are studied based on the flow visualization and detail velocity measurement, a high-speed video camera is used to visualize the flow stru... In the present study, firstly, the unsteady cavitating flows around a hydrofoil are studied based on the flow visualization and detail velocity measurement, a high-speed video camera is used to visualize the flow structures, and a particle image velocimetry (PIV) technique is applied to the measurement of the time-averaged and instantaneous velocity and vorticity fields. The results show that the unsteadiness of mass transfer process between the vapor and the two-phase regions is substantial, a self-oscillatory behavior of the whole sheet cavitation is obtained, with large length fluctuations and vapor cloud shedding, and also the cavitation structure depends on the interaction of the water-vapor mixture and the periodic vortex shedding. The main purpose of this experimental study is to offer information for validating computational models, and shed light on the unsteady multiphase transport process of cavitating flows. Furthermore, with an emphasis on the dynamics of the attached turbulent cavitating flows, a filter-based model (FBM) is derived from the k-6 two-equation model, a conditional averaging method aimed at improving unsteady simulation is applied to computation. In comparison to the standard k-ε model, overall, the filter-based model is shown to improve the predictive capability considerably. 展开更多
关键词 unsteady cavitating flows high-speed camera particle image velocimetry mass transfer ~ter-based turbulence models
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Numerical simulation of rotor-airframe aerodynamic interaction based on unstructured dynamic overset grids 被引量:4
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作者 XU HeYong YE ZhengYin 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第10期2798-2807,共10页
A method of unstructured dynamic overset grids is developed for the numerical simulation of helicopter unsteady rotorairframe aerodynamic interaction.For the effective treatment of the relative motion between the roto... A method of unstructured dynamic overset grids is developed for the numerical simulation of helicopter unsteady rotorairframe aerodynamic interaction.For the effective treatment of the relative motion between the rotor and the airframe,the domain of flowfield is divided into two overset subzones,namely,a rotational subzone containing the blades and a stationary subzone containing the airframe.The overset part of two subzones is used to convect the flow variables of the two zones.The Taylor series expansion is used to obtain a second-order spatial accuracy,and dual-time stepping is adopted to improve the solution accuracy.Mesh deformation from the blade motion in forward flight is treated by using a spring analogy.Validation is made by numerically simulating the flows around a wind tunnel configuration and comparing the predicted time-averaged and instantaneous inflow and airframe surface pressure distributions with the experimental data.It shows that the present method is efficient and robust for the prediction of complicated unsteady rotor-airframe aerodynamic interaction phenomena. 展开更多
关键词 unstructured grid overset grids rotor-airframe interaction spring analogy relative motion
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Non-degeneracy of Extremal Points
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作者 Min ZHOU 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2015年第1期45-50,共6页
For a family of smooth functions, the author shows that, under certain generic conditions, all extremal(minimal and maximal) points are non-degenerate.
关键词 NON-DEGENERACY Extremal point Generic condition
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Characteristics of nonlinear evolution of wavepackets in boundary layers 被引量:1
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作者 YU Min LUO JiSheng LI Jia 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第2期250-256,共7页
The nonlinear evolution of a finite-amplitude disturbance in a 3-D supersonic boundary layer over a cone was investigated recently by Liu et al. using direct numerical simulation (DNS). It was found that certain sma... The nonlinear evolution of a finite-amplitude disturbance in a 3-D supersonic boundary layer over a cone was investigated recently by Liu et al. using direct numerical simulation (DNS). It was found that certain small-scale 3-D disturbances amplified rapidly. These disturbances exhibit the characteristics of second modes, and the most amplified components have a well- defined spanwise wavelength, indicating a clear selectivity of the amplification. In the case of a cone, the three-dimensionality of the base flow and the disturbances themselves may be responsible for the rapid amplification. In order to ascertain which of these two effects are essential, in this study we carried out DNS of the nonlinear evolution of a spanwise localized disturbance (wavepacket) in a flat-plate boundary layer. A similar amplification of small-scale disturbances was observed, suggesting that the direct reason for the rapid amplification is the three-dimensionality of the disturbances rather than the three-dimensional nature of the base flow, even though the latter does alter the spanwise distribution of the disturbance. The rapid growth of 3-D waves may be attributed to the secondary instability mechanism. Further simulations were performed for a wavepacket of first modes in a supersonic boundary layer and of Tollmien-Schlichting (T-S) waves in an incompressible boundary layer. The re- suits show that the amplifying components are in the band centered at zero spanwise wavenumber rather than at a finite spanwise wavenumber. It is therefore concluded that the rapid growth of 3-D disturbances in a band centered at a preferred large spanwise wavenumber is the main characteristic of nonlinear evolution of second mode disturbances in supersonic boundary layers. 展开更多
关键词 boundary layer WAVEPACKET nonlinear evolution second mode spanwise small-scale disturbance
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