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Linear stability analysis of interactions between mixing layer and boundary layer flows 被引量:2
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作者 Fengjun LIU Yifan WANG Ying PIAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第4期1327-1335,共9页
The linear instabilities of incompressible confluent mixing layer and boundary layer were analyzed.The mixing layers include wake,shear layer and their combination.The mean velocity profile of confluent flow is taken ... The linear instabilities of incompressible confluent mixing layer and boundary layer were analyzed.The mixing layers include wake,shear layer and their combination.The mean velocity profile of confluent flow is taken as a superposition of a hyperbolic and exponential function to model a mixing layer and the Blasius similarity solution for a flat plate boundary layer.The stability equation of confluent flow was solved by using the global numerical method.The unstable modes associated with both the mixing and boundary layers were identified.They are the boundary layer mode,mixing layer mode 1(nearly symmetrical mode)and mode 2(nearly anti-symmetrical mode).The interactions between the mixing layer stability and the boundary layer stability were examined.As the mixing layer approaches the boundary layer,the neutral curves of the boundary layer mode move to the upper left,the resulting critical Reynolds number decreases,and the growth rate of the most unstable mode increases.The wall tends to stabilize the mixing layer modes at low frequency.In addition,the mode switching behavior of the relative level of the spatial growth rate between the mixing layer mode 1 and mode 2 with the velocity ratio is found to occur at low frequency. 展开更多
关键词 Boundary layer Flow instability linear stability theory Shear layer Wake
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Linear stability of a fluid channel with a porous layer in the center 被引量:2
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作者 Qi Li Hai-Yan Lei Chuan-Shan Dai 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2014年第1期28-36,共9页
We perform a Poiseuille flow in a channel linear stability analysis of a inserted with one porous layer in the centre, and focus mainly on the effect of porous filling ratio. The spectral collocation technique is adop... We perform a Poiseuille flow in a channel linear stability analysis of a inserted with one porous layer in the centre, and focus mainly on the effect of porous filling ratio. The spectral collocation technique is adopted to solve the coupled linear stability problem. We investigate the effect of permeability, σ, with fixed porous filling ratio ψ = 1/3 and then the effect of change in porous filling ratio. As shown in the paper, with increasing σ, almost each eigenvalue on the upper left branch has two subbranches at ψ = 1/3. The channel flow with one porous layer inserted at its middle (ψ = 1/3) is more stable than the structure of two porous layers at upper and bottom walls with the same parameters. By decreasing the filling ratio ψ, the modes on the upper left branch are almost in pairs and move in opposite directions, especially one of the two unstable modes moves back to a stable mode, while the other becomes more instable. It is concluded that there are at most two unstable modes with decreasing filling ratio ψ. By analyzing the relation between ψ and the maximum imaginary part of the streamwise phase speed, Cimax, we find that increasing Re has a destabilizing effect and the effect is more obvious for small Re, where ψ a remarkable drop in Cimax can be observed. The most unstable mode is more sensitive at small filling ratio ψ, and decreasing ψ can not always increase the linear stability. There is a maximum value of Cimax which appears at a small porous filling ratio when Re is larger than 2 000. And the value of filling ratio 0 corresponding to the maximum value of Cimax in the most unstable state is increased with in- creasing Re. There is a critical value of porous filling ratio (= 0.24) for Re = 500; the structure will become stable as ψ grows to surpass the threshold of 0.24; When porous filling ratio ψ increases from 0.4 to 0.6, there is hardly any changes in the values of Cimax. We have also observed that the critical Reynolds number is especially sensitive for small ψ where the fastest drop is observed, and there may be a wide range in which the porous filling ratio has less effect on the stability (ψ ranges from 0.2 to 0.6 at σ = 0.002). At larger permeability, σ, the critical Reynolds number tends to converge no matter what the value of porous filling ratio is. 展开更多
关键词 Porous layer linear stability Porous filling ratio Poiseuille flow Interface
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Determination of the parameters of a linear-viscoelastic thin layer using the normally-incident ultrasonic waves 被引量:1
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作者 姚桂锦 吕卫国 +3 位作者 宋若龙 崔志文 张香林 王克协 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第7期350-357,共8页
This paper proposes a method of simultaneous determination of the four layer parameters (mass density, longitudinal velocity, the thickness and attenuation) of an immersed linear-viscoelastic thin layer by using the... This paper proposes a method of simultaneous determination of the four layer parameters (mass density, longitudinal velocity, the thickness and attenuation) of an immersed linear-viscoelastic thin layer by using the normally-incident reflected and transmitted ultrasonic waves. The analytical formula of the layer thickness related to the measured trans- mitted transfer functions is derived. The two determination steps of the four layer parameters are developed, in which acoustic impedance, time-of-flight and attenuation are first determined by the reflected transfer functions. Using the derived formula, it successively calculates and determines the layer thickness, longitudinal velocity and mass density by the measured transmitted transfer functions. According to the two determination steps, a more feasible and simplified measurement setups is described. It is found that only three signals (the reference waves, the reflected and transmitted waves) need to be recorded in the whole measurement for the determination of the four layer parameters. A study of the stability of the determination method against the experimental noises and the error analysis of the four layer parameters are made. This study lays the theoretical foundation of the practical measurement of a linear-viscoelastic thin layer. 展开更多
关键词 ultrasonic determination normally-incident reflected/transmitted waves layer parameters linear-viscoelastic thin layer
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A study of the mixed layer of the South China Sea based on the multiple linear regression 被引量:8
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作者 DUAN Rui YANG Kunde +1 位作者 MA Yuanliang HU Tao 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2012年第6期19-31,共13页
Multiple linear regression (MLR) method was applied to quantify the effects of the net heat flux (NHF), the net freshwater flux (NFF) and the wind stress on the mixed layer depth (MLD) of the South China Sea ... Multiple linear regression (MLR) method was applied to quantify the effects of the net heat flux (NHF), the net freshwater flux (NFF) and the wind stress on the mixed layer depth (MLD) of the South China Sea (SCS) based on the simple ocean data assimilation (SODA) dataset. The spatio-temporal distributions of the MLD, the buoyancy flux (combining the NHF and the NFF) and the wind stress of the SCS were presented. Then using an oceanic vertical mixing model, the MLD after a certain time under the same initial conditions but various pairs of boundary conditions (the three factors) was simulated. Applying the MLR method to the results, regression equations which modeling the relationship between the simulated MLD and the three factors were calculated. The equations indicate that when the NHF was negative, it was the primary driver of the mixed layer deepening; and when the NHF was positive, the wind stress played a more important role than that of the NHF while the NFF had the least effect. When the NHF was positive, the relative quantitative effects of the wind stress, the NHF, and the NFF were about i0, 6 and 2. The above conclusions were applied to explaining the spatio-temporal distributions of the MLD in the SCS and thus proved to be valid. 展开更多
关键词 mixed layer multiple linear regression South China Sea vertical mixing model
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Breakdown voltage model and structure realization of a thin silicon layer with linear variable doping on a silicon on insulator high voltage device with multiple step field plates 被引量:2
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作者 乔明 庄翔 +4 位作者 吴丽娟 章文通 温恒娟 张波 李肇基 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第10期504-511,共8页
Based on the theoretical and experimental investigation of a thin silicon layer(TSL) with linear variable doping(LVD) and further research on the TSL LVD with a multiple step field plate(MSFP),a breakdown voltag... Based on the theoretical and experimental investigation of a thin silicon layer(TSL) with linear variable doping(LVD) and further research on the TSL LVD with a multiple step field plate(MSFP),a breakdown voltage(BV) model is proposed and experimentally verified in this paper.With the two-dimensional Poisson equation of the silicon on insulator(SOI) device,the lateral electric field in drift region of the thin silicon layer is assumed to be constant.For the SOI device with LVD in the thin silicon layer,the dependence of the BV on impurity concentration under the drain is investigated by an enhanced dielectric layer field(ENDIF),from which the reduced surface field(RESURF) condition is deduced.The drain in the centre of the device has a good self-isolation effect,but the problem of the high voltage interconnection(HVI) line will become serious.The two step field plates including the source field plate and gate field plate can be adopted to shield the HVI adverse effect on the device.Based on this model,the TSL LVD SOI n-channel lateral double-diffused MOSFET(nLDMOS) with MSFP is realized.The experimental breakdown voltage(BV) and specific on-resistance(R on,sp) of the TSL LVD SOI device are 694 V and 21.3 ·mm 2 with a drift region length of 60 μm,buried oxide layer of 3 μm,and silicon layer of 0.15 μm,respectively. 展开更多
关键词 breakdown voltage model enhanced dielectric layer field thin silicon layer linear variable doping multiple step field plates
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NON-LINEAR CRITICAL LAYER IN EL NINO AND LA NINA YEARS AND FORMATION, MAINTENTENANCE AND OSCILLATION OF THE SUBTROPICAL HIGH
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作者 陶丽 陆维松 《Journal of Tropical Meteorology》 SCIE 1999年第2期113-122,共10页
Monthly mean zonal wind data from the European Center for Medium-range Weather Forecasting(ECMWF) t'or December 1982, April 1983, October 1984 and ApriI 1985 are used in numerical integration as thebasic flow in a... Monthly mean zonal wind data from the European Center for Medium-range Weather Forecasting(ECMWF) t'or December 1982, April 1983, October 1984 and ApriI 1985 are used in numerical integration as thebasic flow in a non-linear critical-layer model. The subtropical high is extensive and limited in number if simulated with the basic now in December 1982 and April 1983. It consists of 2 to 3 cells that move westward at alloscillatory periods of 1~ 2 months. The subtropical high, simulated with the basic flow in October 1984 and April1 985. is weak and small in coverage, or distributed in strips that contain up to 4 cells. The high. merged or spillover a short time. is moving westward. The years 1982 ~ 1983 are a process of EI Nino while the years 1984- 1985one of La Nina. lt is known from the chart of energy flux that it oscillates by a much larger amplitude and longerperiod in the El Nino year than in the La Nina year. All the results above have indicated that the basic now' in theEl Nino year is enhancing the subtropical high lagging by about 4 months and that in the La Nina year is decay'ing it. It is consiStent with the well-known observational fact that the SSTA in the equatorial eastern Pacitlc ispositively correlated with the extent and intensity of the subtropical high in west Pacific lagging by 1 ~2 seasons.The result is also important for further study of the formation, maintenance and oscillation of the subtropicalhigh. 展开更多
关键词 NON-linear CRITICAL layer SUBTROPICAL high El Nino event basic flow
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Linear Growth of Rayleigh-Taylor Instability of Two Finite-Thickness Fluid Layers
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作者 郭宏宇 王立锋 +2 位作者 叶文华 吴俊峰 张维岩 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第7期146-149,共4页
The linear growth of Ftayleigh-Taylor instability (FtTI) of two superimposed finite-thickness fluids in a gravita- tional field is investigated analytically. Coupling evolution equations for perturbation on the uppe... The linear growth of Ftayleigh-Taylor instability (FtTI) of two superimposed finite-thickness fluids in a gravita- tional field is investigated analytically. Coupling evolution equations for perturbation on the upper, middle and lower interfaces of the two stratified fluids are derived. The growth rate of the RTI and the evolution of the amplitudes of perturbation on the three interfaces are obtained by solving the coupling equations. It is found that the finite-thickness fluids reduce the growth rate of perturbation on the middle interface. However, the finite-thickness effect plays an important role in perturbation growth even for the thin layers which will cause more severe RTI growth. Finally, the dependence of the interface position under different initial conditions are discussed in some detail. 展开更多
关键词 linear Growth of Rayleigh-Taylor Instability of Two Finite-Thickness Fluid layers
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Unsteady Boundary Layer Flow and Heat Transfer Due to a Stretching Sheet by Quasilinearization Technique
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作者 Wubshet Ibrahim Bandari Shanker 《World Journal of Mechanics》 2011年第6期288-293,共6页
In this paper, the problem of unsteady laminar boundary-layer flow and heat transfer of a viscous income-pressible fluid over stretching sheet is studied numerically. The unsteadiness in the flow and temperature is ca... In this paper, the problem of unsteady laminar boundary-layer flow and heat transfer of a viscous income-pressible fluid over stretching sheet is studied numerically. The unsteadiness in the flow and temperature is caused by the time-dependent stretching velocity and surface temperature. A similarity transformation is used to reduce the governing boundary-layer equations to couple higher order non-linear ordinary differential equations. These equations are numerically solved using quasi-linearization technique. The effect of the governing parameters unsteadiness parameter and Prandtl number on velocity and temperature profile is discussed. Besides the numerical results for the local skin friction coefficient and local Nusselt number are presented. The computed results are compared with previously reported work. 展开更多
关键词 Quasi-linearization Technique STRETCHING SHEET Boundary-layer UNSTEADY Flow Heat Transfer
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Design of two-layer switching rule for stabilization of switched linear systems with mismatched switching
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作者 Dan MA 《Control Theory and Technology》 EI CSCD 2014年第3期275-283,共9页
A two-layer switching architecture and a two-layer switching rule for stabilization of switched linear control systems are proposed, under which the mismatched switching between switched systems and their candidate hy... A two-layer switching architecture and a two-layer switching rule for stabilization of switched linear control systems are proposed, under which the mismatched switching between switched systems and their candidate hybrid controllers can be allowed. In the low layer, a state-dependent switching rule with a dwell time constraint to exponentially stabilize switched linear systems is given; in the high layer, supervisory conditions on the mismatched switching frequency and the mismatched switching ratio are presented, under which the closed-loop switched system is still exponentially stable in case of the candidate controller switches delay with respect to the subsystems. Different from the traditional switching rule, the two-layer switching architecture and switching rule have robustness, which in some extend permit mismatched switching between switched subsystems and their candidate controllers. 展开更多
关键词 Two-layer switching rule Mismatched switching Switched linear systems
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Electromagnetic Oscillations in a Spherical Conducting Cavity with Dielectric Layers. Application to Linear Accelerators 被引量:1
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作者 Wladyslaw Zakowicz Andrzej A. Skorupski Eryk Infeld 《Journal of Electromagnetic Analysis and Applications》 2013年第1期32-42,共11页
We present an analysis of electromagnetic oscillations in a spherical conducting cavity filled concentrically with either dielectric or vacuum layers. The fields are given analytically, and the resonant frequency is d... We present an analysis of electromagnetic oscillations in a spherical conducting cavity filled concentrically with either dielectric or vacuum layers. The fields are given analytically, and the resonant frequency is determined numerically. An important special case of a spherical conducting cavity with a smaller dielectric sphere at its center is treated in more detail. By numerically integrating the equations of motion we demonstrate that the transverse electric oscillations in such cavity can be used to accelerate strongly relativistic electrons. The electron’s trajectory is assumed to be nearly tangential to the dielectric sphere. We demonstrate that the interaction of such electrons with the oscillating magnetic field deflects their trajectory from a straight line only slightly. The Q factor of such a resonator only depends on losses in the dielectric. For existing ultra low loss dielectrics, Q can be three orders of magnitude better than obtained in existing cylindrical cavities. 展开更多
关键词 SPHERICAL CAVITY SPHERICAL DIELECTRIC layer TE MODE TM MODE Q Factor linear ACCELERATOR
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Linear stability theory with the equivalent spanwise wavenumber correction in 3D boundary layers 被引量:1
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作者 Runjie SONG Shaolong ZHANG Jianxin LIU 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2019年第3期407-420,共14页
The prediction on small disturbance propagation in complex three-dimensional(3D) boundary layers is of great significance in transition prediction methodology, especially in the aircraft design. In this paper, the lin... The prediction on small disturbance propagation in complex three-dimensional(3D) boundary layers is of great significance in transition prediction methodology, especially in the aircraft design. In this paper, the linear stability theory(LST) with the equivalent spanwise wavenumber correction(ESWC) is proposed in order to accurately predict the linear evolution of a disturbance in a kind of boundary layer flow with a vital variation in the spanwise direction. The LST with the ESWC takes not only the scale of the mean flow with the significant variation but also the wavenumber evolution of the disturbance itself. Compared with the conventional LST, the results obtained by the new method are in excellent agreement with those of the numerical simulations. The LST with the ESWC is an effective method on the prediction of the disturbance evolution in 3D boundary layers, which improves the prediction of the LST in the applications to complex 3D boundary layers greatly. 展开更多
关键词 three-dimensional(3D)boundary layer prediction of DISTURBANCE propagation EQUIVALENT spanwise WAVENUMBER linear stability theory(LST) numerical simulation
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数据驱动背景下高职应用数学学习增值性评价模型构建与实证研究
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作者 赫英迪 《科教文汇》 2026年第1期151-154,共4页
随着《国家职业教育改革实施方案》的推进,课堂教学评价日益强调过程性与增值性。传统高职数学课程以终结性成绩为主,难以全面反映学生个体的成长情况。文章以高职应用数学课程为载体,构建“前测—过程—后测”三阶段数据采集架构,设计... 随着《国家职业教育改革实施方案》的推进,课堂教学评价日益强调过程性与增值性。传统高职数学课程以终结性成绩为主,难以全面反映学生个体的成长情况。文章以高职应用数学课程为载体,构建“前测—过程—后测”三阶段数据采集架构,设计知识、能力与素养三维九项指标体系,采用多层线性模型对学生学习增值进行量化分析。基于对312名学生的实证数据分析,该模型能够有效识别学生在不同维度上的学习增值情况,还具备较强的区分度和解释力。本研究为高职课堂教学评价机制的改进与精准化教学实施提供了方法参考。 展开更多
关键词 高职教育 应用数学 学习增值 量化评价 多层线性模型
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基于注意力和线性层融合的动态图卷积交通量预测模型
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作者 尉辉 肖洪波 +4 位作者 邹北骥 奎晓燕 肖捡花 和佳聚 合尼古力 《大数据》 2026年第1期126-145,共20页
交通量的精准预测是优化路网运行效率、缓解城市交通拥堵的关键。针对传统模型依赖预定义静态图结构、难以捕捉动态时空相关性以及单一时间尺度建模难以全面提取多尺度特征的问题,提出了双重动态自适应时空建模框架。该框架在时间维度... 交通量的精准预测是优化路网运行效率、缓解城市交通拥堵的关键。针对传统模型依赖预定义静态图结构、难以捕捉动态时空相关性以及单一时间尺度建模难以全面提取多尺度特征的问题,提出了双重动态自适应时空建模框架。该框架在时间维度采用动态时间特征提取多头注意力机制,自适应调整时序权重以捕捉关键动态特征;在空间维度设计动态图卷积网络,通过自注意力机制实时生成邻接矩阵,以表征节点间动态空间依赖关系,从而实现时空双重动态协同建模。此外,该框架引入可学习的线性融合层,自适应整合多时间尺度预测结果,协同优化局部与全局特征表达。在真实道路数据集上的实验表明,该框架显著优于基线模型,验证了其优越的时空特征捕捉与预测性能。 展开更多
关键词 交通量预测 动态时间特征提取多头注意力机制 动态图卷积 线性层融合
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一款双匹配层的宽带发射换能器
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作者 周博文 童晖 +1 位作者 张彬 俞孙泽 《应用声学》 北大核心 2026年第1期186-191,共6页
在海洋探测中,为获得更多的探测信息、更高的探测精度和更远的探测距离,发射水声换能器既要拥有更宽的工作带宽,又要拥有更稳定的发射声性能。针对发射换能器的性能需求,研制了一款双匹配层的宽带发射换能器。首先,通过有限元仿真对双... 在海洋探测中,为获得更多的探测信息、更高的探测精度和更远的探测距离,发射水声换能器既要拥有更宽的工作带宽,又要拥有更稳定的发射声性能。针对发射换能器的性能需求,研制了一款双匹配层的宽带发射换能器。首先,通过有限元仿真对双层匹配层的1-3复合材料换能器的振动模态进行分析,利用Mason等效电路对双层匹配层的材料参数进行设计,通过调节匹配层材料参数,优化发送电压响应曲线带宽;其次,分析随着匹配层厚度变化,换能器的阻抗值、发送电压响应带宽、声源级的变化关系,从而确定匹配层厚度最优解;最后,根据理论分析与仿真计算结果,研制了双层匹配层换能器,并进行了发送电压响应、指向性和功率线性度的水池测试。其响应工作频段为58.9~130.7 kHz,工作带宽内发送电压响应起伏-3 dB,最大发送电压响应为162.5 dB,75 kHz指向性开角为12.4◦,换能器的功率线性度良好,最大声源级214.4 dB。 展开更多
关键词 匹配层 宽带 水声换能器 功率线性度
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后掠平板边界层的横流线性稳定性和广义共振分析
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作者 包云飞 沈露予 +1 位作者 徐家宽 李秀仲 《应用力学学报》 北大核心 2026年第1期49-57,共9页
横流不稳定主导了后掠机翼表面前缘附近的边界层湍流转捩,因此其稳定性分析对于通过层流控制实现飞行器的减阻、降噪以及热防护至关重要。本研究采用基于有限雷诺数理论的线性稳定性分析,研究了Falkner-Skan-Cooke边界层和后掠平板边界... 横流不稳定主导了后掠机翼表面前缘附近的边界层湍流转捩,因此其稳定性分析对于通过层流控制实现飞行器的减阻、降噪以及热防护至关重要。本研究采用基于有限雷诺数理论的线性稳定性分析,研究了Falkner-Skan-Cooke边界层和后掠平板边界层的不稳定特征。通过在不同压力梯度边界层求解Orr-Sommerfeld方程和Rayleigh方程揭示了黏性、无黏在横流不稳定中所起的作用,并且基于三波共振和Bragg散射的广义共振机理,给出了能够高效触发横流边界层不稳定的壁面粗糙元和定常扰动模态的特定波数。 展开更多
关键词 横流边界层 流动稳定性 广义共振 线性稳定性理论 湍流转捩
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The Improvement Made by a Modified TLM in 4DVAR with a Geophysical Boundary Layer Model 被引量:4
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作者 朱江 王辉 Masafumi Kamachi 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2002年第4期563-582,共20页
The strong nonlinearity of boundary layer parameterizations in atmospheric and oceanic models can cause difficulty for tangent linear models in approximating nonlinear perturbations when the time integration grows lon... The strong nonlinearity of boundary layer parameterizations in atmospheric and oceanic models can cause difficulty for tangent linear models in approximating nonlinear perturbations when the time integration grows longer. Consequently, the related 4—D variational data assimilation problems could be difficult to solve. A modified tangent linear model is built on the Mellor-Yamada turbulent closure (level 2.5) for 4-D variational data assimilation. For oceanic mixed layer model settings, the modified tangent linear model produces better finite amplitude, nonlinear perturbation than the full and simplified tangent linear models when the integration time is longer than one day. The corresponding variational data assimilation performances based on the adjoint of the modified tangent linear model are also improved compared with those adjoints of the full and simplified tangent linear models. 展开更多
关键词 data assimilation tangent linear models adjoint models mixed layer
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The Influence of Convergence Movement on Turbulent Transportation in the Atmospheric Boundary Layer 被引量:15
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作者 胡隐樵 左洪超 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2003年第5期794-798,共5页
Classical turbulent K closure theory of the atmospheric boundary layer assumes that the vertical turbulent transport flux of any macroscopic quantity is equivalent to that quantity's vertical gradient transport fl... Classical turbulent K closure theory of the atmospheric boundary layer assumes that the vertical turbulent transport flux of any macroscopic quantity is equivalent to that quantity's vertical gradient transport flux. But a cross coupling between the thermodynamic processes and the dynamic processes in the atmospheric system is demonstrated based on the Curier-Prigogine principle of cross coupling of linear thermodynamics. The vertical turbulent transportation of energy and substance in the atmospheric boundary layer is related not only to their macroscopic gradient but also to the convergence and the divergence movement. The transportation of the convergence or divergence movement is important for the atmospheric boundary layer of the heterogeneous underlying surface and the convection boundary layer. Based on this, the turbulent transportation in the atmospheric boundary layer, the energy budget of the heterogeneous underlying surface and the convection boundary layer, and the boundary layer parameterization of land surface processes over the heterogeneous underlying surface are studied. This research offers clues not only for establishing the atmospheric boundary layer theory about the heterogeneous underlying surface, but also for overcoming the difficulties encountered recently in the application of the atmospheric boundary layer theory. 展开更多
关键词 linear thermodynamics turbulent transportation cross coupling atmospheric boundary layer heterogeneous underlying surface
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基于多层感知器的高频增强型时间序列预测模型 被引量:1
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作者 朱昶胜 杨琛 +1 位作者 冯文芳 袁培文 《计算机应用》 北大核心 2025年第12期3855-3863,共9页
简单线性模型的时间序列预测质量通常超过Transformer等深度模型;而在具有大量通道的数据集上,深度模型尤其是多层感知器(MLP)的性能反而可超过简单线性模型。针对简单线性模型和MLP在时间序列预测中的误差功率谱差异,提出一种基于MLP... 简单线性模型的时间序列预测质量通常超过Transformer等深度模型;而在具有大量通道的数据集上,深度模型尤其是多层感知器(MLP)的性能反而可超过简单线性模型。针对简单线性模型和MLP在时间序列预测中的误差功率谱差异,提出一种基于MLP的高频增强型时间序列预测模型HiFNet(High-Frequency Network)。首先,利用MLP在低频段的拟合能力;其次,通过自适应序列分解(ASD)模块及分组线性层解决MLP高频段易过拟合以及通道独立策略不能有效应对通道冗余的问题,从而增强MLP在高频段的鲁棒性;最后,对HiFNet在气象、电力和交通等领域的标准数据集上进行实验。结果表明:HiFNet的均方误差(MSE)在最佳情况下相较于NLinear、RLinear、SegRNN(Segment Recurrent Neural Network)和PatchTST(Patch Time Series Transformer)分别降低了23.6%、10.0%、35.1%和6.5%,而分组线性层通过学习通道相关性的低秩表达减轻了通道冗余的影响。 展开更多
关键词 时间序列预测 误差功率谱 线性模型 多层感知器 序列分解
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MHD flow of upper-convected Maxwell fluid over porous stretching sheet using successive Taylor series linearization method 被引量:3
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作者 S.S.MOTSA T.HAYAT O.M.ALDOSSARY 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2012年第8期975-990,共16页
This paper investigates the magnetohydrodynamic (MHD) boundary layer flow of an incompressible upper-convected Maxwell (UCM) fluid over a porous stretching surface. Similarity transformations are used to reduce th... This paper investigates the magnetohydrodynamic (MHD) boundary layer flow of an incompressible upper-convected Maxwell (UCM) fluid over a porous stretching surface. Similarity transformations are used to reduce the governing partial differential equations into a kind of nonlinear ordinary differential equations. The nonlinear prob- lem is solved by using the successive Taylor series linearization method (STSLM). The computations for velocity components are carried out for the emerging parameters. The numerical values of the skin friction coefficient are presented and analyzed for various parameters of interest in the problem. 展开更多
关键词 upper-convected Maxwell (UCM) fluid boundary layer flow successivelinearization method successive Taylor series linearization method (STSLM)
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A Novel Two-Layer Model for Overall Quality Assessment of Multichannel Audio
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作者 Jiyue Liu Jing Wang +2 位作者 Min Liu Xiang Xie Jingming Kuang 《China Communications》 SCIE CSCD 2017年第9期42-51,共10页
With the development of multichannel audio systems, corresponding audio quality assessment techniques, especially the objective prediction models, have received increasing attention. Existing methods, such as PEAQ(Per... With the development of multichannel audio systems, corresponding audio quality assessment techniques, especially the objective prediction models, have received increasing attention. Existing methods, such as PEAQ(Perceptual Evaluation of Audio Quality) recommended by ITU, usually lead to poor results when assessing multichannel audio, which have little correlation with subjective scores. In this paper, a novel two-layer model based on Multiple Linear Regression(MLR) and Neural Network(NN) is proposed. Through the first layer, two indicators of multichannel audio, Audio Quality Score(AQS) and Spatial Perception Score(SPS) are derived, and through the second layer the overall score is output. The final results show that this model can not only improve the correlation with the subjective test score by 30.7% and decrease the Root Mean Square Error(RMSE) by 44.6%, but also add two new indicators: AQS and SPS, which can help reflect the multichannel audio quality more clearly. 展开更多
关键词 MULTICHANNEL AUDIO two-layermodel AUDIO QUALITY assessment multiple lin-ear regression NEURAL network
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