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TURBULENT SEPARATED REATTACHED FLOW IN A TWO-DIMENSIONAL CURVED-WALL DIFFUSER
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作者 尹军飞 余少志 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1993年第2期117-123,共7页
A turbulent separation-rcattachment flow in a two-dimensional asymmetrical curved-wall diffuser is studied by a two-dimensional laser doppler velocimeter.The turbulent boundary layer separates on the lower curved wall... A turbulent separation-rcattachment flow in a two-dimensional asymmetrical curved-wall diffuser is studied by a two-dimensional laser doppler velocimeter.The turbulent boundary layer separates on the lower curved wall under strong pressure gradient and then reattaches on a parallel channel.At the inlet of the diffuser,Reynolds number based on the diffuser height is 1.2×10~5 and the velocity is 25.2m/s.The re- sults of experiments are presented and analyzed in new defined streamline-aligned coordinates.The experiment shows that after Transitory Detachment Reynolds shear stress is negative in the near-wall backflow region. Their characteristics are approximately the same as in simple turbulent shear layers near the maximum Reynolds shear stress.A scale is formed using the maximum Reynolds shear stresses.It is found that a Reynolds shear stress similarity exists from separation to reattachment and the Schofield-Perry velocity law ex- ists in the forward shear flow.Both profiles are used in the experimental work that leads to the design of a new eddy-viscosity model.The length scale is taken from that developed by Schofield and Perry.The composite velocity scale is formed by the maximum Reynolds shear stress and the Schofield Perry velocity scale as well as the edge velocity of the boundary layer.The results of these experiments are presented in this paper 展开更多
关键词 separating flow boundary layer turbulent flow turbulence model Laser Doppler Velocimeter two- dimensional diffuser
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High-Dimensional Spatial Standardization Algorithm for Diffusion Tensor Image Registration 被引量:1
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作者 Tao Guo Quan Wang +1 位作者 Yi Wang Kun Xie 《Journal of Beijing Institute of Technology》 EI CAS 2018年第4期604-616,共13页
Three high dimensional spatial standardization algorithms are used for diffusion tensor image(DTI)registration,and seven kinds of methods are used to evaluate their performances.Firstly,the template used in this paper... Three high dimensional spatial standardization algorithms are used for diffusion tensor image(DTI)registration,and seven kinds of methods are used to evaluate their performances.Firstly,the template used in this paper was obtained by spatial transformation of 16 subjects by means of tensor-based standardization.Then,high dimensional standardization algorithms for diffusion tensor images,including fractional anisotropy(FA)based diffeomorphic registration algorithm,FA based elastic registration algorithm and tensor-based registration algorithm,were performed.Finally,7 kinds of evaluation methods,including normalized standard deviation,dyadic coherence,diffusion cross-correlation,overlap of eigenvalue-eigenvector pairs,Euclidean distance of diffusion tensor,and Euclidean distance of the deviatoric tensor and deviatoric of tensors,were used to qualitatively compare and summarize the above standardization algorithms.Experimental results revealed that the high-dimensional tensor-based standardization algorithms perform well and can maintain the consistency of anatomical structures. 展开更多
关键词 diffusion tensor imaging high dimensional spatial standardization REGISTRATION TEMPLATE evaluation
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Symmetry Analysis and Conservation Laws to the(2+1)-Dimensional Coupled Nonlinear Extension of the Reaction-Diffusion Equation 被引量:3
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作者 陈俊超 辛祥鹏 陈勇 《Communications in Theoretical Physics》 SCIE CAS CSCD 2014年第8期173-182,共10页
In this paper, a detailed Lie symmetry analysis of the(2+1)-dimensional coupled nonlinear extension of the reaction-diffusion equation is presented. The general finite transformation group is derived via a simple dire... In this paper, a detailed Lie symmetry analysis of the(2+1)-dimensional coupled nonlinear extension of the reaction-diffusion equation is presented. The general finite transformation group is derived via a simple direct method,which is equivalent to Lie point symmetry group actually. Similarity reduction and some exact solutions of the original equation are obtained based on the optimal system of one-dimensional subalgebras. In addition, conservation laws are constructed by employing the new conservation theorem. 展开更多
关键词 (2+1)-dimensional COUPLED nonlinear REACTION-diffusION equation LIE symmetry invariant solutions optimal system conservation LAWS
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Two-dimensional equations for thin-films of ionic conductors 被引量:1
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作者 Shuting LU Chunli ZHANG +1 位作者 Weiqiu CHEN Jiashi YANG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2018年第8期1071-1088,共18页
A theoretical model is developed for predicting both conduction and diffusion in thin-film ionic conductors or cables. With the linearized Poisson-Nernst-Planck(PNP)theory, the two-dimensional(2D) equations for thin i... A theoretical model is developed for predicting both conduction and diffusion in thin-film ionic conductors or cables. With the linearized Poisson-Nernst-Planck(PNP)theory, the two-dimensional(2D) equations for thin ionic conductor films are obtained from the three-dimensional(3D) equations by power series expansions in the film thickness coordinate, retaining the lower-order equations. The thin-film equations for ionic conductors are combined with similar equations for one thin dielectric film to derive the 2D equations of thin sandwich films composed of a dielectric layer and two ionic conductor layers. A sandwich film in the literature, as an ionic cable, is analyzed as an example of the equations obtained in this paper. The numerical results show the effect of diffusion in addition to the conduction treated in the literature. The obtained theoretical model including both conduction and diffusion phenomena can be used to investigate the performance of ionic-conductor devices with any frequency. 展开更多
关键词 ionic conduction and diffusion linearized Poisson-Nernst-Planck(PNP) theory two-dimensional(2D) equation ionic conductor thin-film
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Estimation of vertical diffusion coefficient based on a onedimensional temperature diffusion equation with an inverse method
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作者 LIANG Hui ZHAO Wei +1 位作者 DAI Dejun ZHANG Jun 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2014年第5期28-36,共9页
Diapycnal mixing is important in oceanic circulation. An inverse method in which a semi-explicit scheme is applied to discretize the one-dimensional temperature diffusion equation is established to estimate the vertic... Diapycnal mixing is important in oceanic circulation. An inverse method in which a semi-explicit scheme is applied to discretize the one-dimensional temperature diffusion equation is established to estimate the vertical temperature diffusion coefficient based on the observed temperature profiles. The sensitivity of the inverse model in the idealized and actual conditions is tested in detail. It can be found that this inverse model has high feasibility under multiple situations ensuring the stability of the inverse model, and can be considered as an efficient way to estimate the temperature diffusion coefficient in the weak current regions of the ocean. Here, the hydrographic profiles from Argo floats are used to estimate the temporal and spatial distribution of the vertical mixing in the north central Pacific based on this inverse method. It is further found that the vertical mixing in the upper ocean displays a distinct seasonal variation with the amplitude decreasing with depth, and the vertical mixing over rough topography is stronger than that over smooth topography It is suggested that the high-resolution profiles from Argo floats and a more reasonable design of the inverse scheme will serve to understand mixing processes. 展开更多
关键词 inverse method temperature diffusivity one-dimensional vertical diffusion equation
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Anomalous energy diffusion and heat conduction in one-dimensional system
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作者 李海彬 李珍 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第5期393-398,共6页
We propose a new concept, the centre of energy, to study energy diffusion and heat conduction in a one-dimensional hard-point model. For the diatom model, we find an anomalous energy diffusion as (x2) - tβ with β ... We propose a new concept, the centre of energy, to study energy diffusion and heat conduction in a one-dimensional hard-point model. For the diatom model, we find an anomalous energy diffusion as (x2) - tβ with β = 1.33, which is independent of initial condition and mass rate. The present model can be viewed as the model composed by independent quasi-particles, the centre of energy. In this way, heat current can be calculated. Based on the theory of dynamic billiard, the divergent exponent of heat conductivity is estimated to be α = 0.33, which is confirmed by a simple numerical calculation. 展开更多
关键词 energy diffusion heat conduction one-dimensional hard-point model
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YOLO-SIFD:YOLO with Sliced Inference and Fractal Dimension Analysis for Improved Fire and Smoke Detection
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作者 Mariam Ishtiaq Jong-Un Won 《Computers, Materials & Continua》 2025年第3期5343-5361,共19页
Fire detection has held stringent importance in computer vision for over half a century.The development of early fire detection strategies is pivotal to the realization of safe and smart cities,inhabitable in the futu... Fire detection has held stringent importance in computer vision for over half a century.The development of early fire detection strategies is pivotal to the realization of safe and smart cities,inhabitable in the future.However,the development of optimal fire and smoke detection models is hindered by limitations like publicly available datasets,lack of diversity,and class imbalance.In this work,we explore the possible ways forward to overcome these challenges posed by available datasets.We study the impact of a class-balanced dataset to improve the fire detection capability of state-of-the-art(SOTA)vision-based models and propose the use of generative models for data augmentation,as a future work direction.First,a comparative analysis of two prominent object detection architectures,You Only Look Once version 7(YOLOv7)and YOLOv8 has been carried out using a balanced dataset,where both models have been evaluated across various evaluation metrics including precision,recall,and mean Average Precision(mAP).The results are compared to other recent fire detection models,highlighting the superior performance and efficiency of the proposed YOLOv8 architecture as trained on our balanced dataset.Next,a fractal dimension analysis gives a deeper insight into the repetition of patterns in fire,and the effectiveness of the results has been demonstrated by a windowing-based inference approach.The proposed Slicing-Aided Hyper Inference(SAHI)improves the fire and smoke detection capability of YOLOv8 for real-life applications with a significantly improved mAP performance over a strict confidence threshold.YOLOv8 with SAHI inference gives a mAP:50-95 improvement of more than 25%compared to the base YOLOv8 model.The study also provides insights into future work direction by exploring the potential of generative models like deep convolutional generative adversarial network(DCGAN)and diffusion models like stable diffusion,for data augmentation. 展开更多
关键词 Fire detection smoke detection class-balanced dataset you only look once(YOLO) slicing-aided hyper inference(SAHI) fractal dimension generative adversarial network(GAN) diffusion models
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Alternating Group Explicit Iterative Methods for One-Dimensional Advection-Diffusion Equation
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作者 Ning Chen Haiming Gu 《American Journal of Computational Mathematics》 2015年第3期274-282,共9页
The finite difference method such as alternating group iterative methods is useful in numerical method for evolutionary equations and this is the standard approach taken in this paper. Alternating group explicit (AGE)... The finite difference method such as alternating group iterative methods is useful in numerical method for evolutionary equations and this is the standard approach taken in this paper. Alternating group explicit (AGE) iterative methods for one-dimensional convection diffusion equations problems are given. The stability and convergence are analyzed by the linear method. Numerical results of the model problem are taken. Known test problems have been studied to demonstrate the accuracy of the method. Numerical results show that the behavior of the method with emphasis on treatment of boundary conditions is valuable. 展开更多
关键词 ONE-dimensional ADVECTION-diffusION Equations ALTERNATING Group EXPLICIT ITERATIVE Methods Stability Convergence Finite Difference Method
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A Three-Dimensional Prediction Method for Thermal Diffusion 被引量:1
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作者 Wang, LX Sun, YL Zheng, LY 《China Ocean Engineering》 SCIE EI 1998年第3期309-321,共13页
A three-dimensional, first order turbulence closure, thermal diffusion model is described in this paper. The governing equations consist of an equation of continuity, three components of momentum, conservation equatio... A three-dimensional, first order turbulence closure, thermal diffusion model is described in this paper. The governing equations consist of an equation of continuity, three components of momentum, conservation equations for salt, temperature and subgridscale energy, and an equation of state. In the model, according to the hypothesis of Kolmogorov and Prandtl, the viscosity coefficient of turbulent flow of homogeneous fluid is related to the local turbulent energy, and the horizontal and vertical exchange coefficients of mass, heat and momentum are computed with the introduction of subgridscale turbulence energy. The governing equations are solved by finite difference techniques. This model is applied to the Jiaozhou bay to predict thermal pollution by the Huangdao power plant. An instantaneous tidal current field is computed, then the distribution of temperature increment is predicted, and finally the effect of wind stress on thermal discharge is discussed. 展开更多
关键词 THREE-dimensional turbulence closure thermal diffusion model finite difference techniques subgridscale energy exchange coefficient temperature increment
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Modeling of the Mixture of Wastewater Discharged from A Submerged Multiport Diffuser in Nantong Sea-Area 被引量:2
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作者 王超 王沛芳 《China Ocean Engineering》 SCIE EI 2005年第1期97-110,共14页
Laboratory experiments were conducted to investigate the mixture of wastewater discharged from a submerged multiport diffuser in the Nantong sea-area. The process was then simulated with a three-dimensional numerical ... Laboratory experiments were conducted to investigate the mixture of wastewater discharged from a submerged multiport diffuser in the Nantong sea-area. The process was then simulated with a three-dimensional numerical model. The plane or line patch was used to impose the discharge momentum flux in the near field. A comparison of model simulation with laboratory experiments shows that the proposed model can be used to simulate the shapes of pollution plumes, the distributions of excess concentration, and the velocity induced by a coflowing diffuser in proximity to a shoreline boundary. From the numerical simulation and laboratory experiments, it is recommended that the multiport diffuser be placed in a hydrodynamically active sea-area. 展开更多
关键词 wastewater discharge submerged multiport diffuser three-dimensional numerical model experiment
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Investigation into the Interaction of Centrifugal Compressor Impeller and Vaneless Diffuser 被引量:2
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作者 杨策 张殿佐 +1 位作者 马朝臣 胡辽平 《Journal of Beijing Institute of Technology》 EI CAS 2006年第3期273-277,共5页
Centrifugal compressors with parallel-wall and contracting wall vaneless diffuser are designed by using centrifugal compressor computer-aided integrated design system. The internal flow fields of the compressor are ca... Centrifugal compressors with parallel-wall and contracting wall vaneless diffuser are designed by using centrifugal compressor computer-aided integrated design system. The internal flow fields of the compressor are calculated by solving three-dimensional Navier-Stokes equation. Four aspects are investigated and calculation results show that the total efficiencies and total pressure ratios of the compressor with contracting wall vandess diffuser is higher than that of the compressor with parallel-wall. The jet and wake don't mix rapidly inside vandess diffuser. The outlet blade lean angle doesn't affect the compressor performance. The greater the mass flow rate through impeller, the more uneven the velocity distribution at impeller outlet is. 展开更多
关键词 centrifugal compressor design three-dimensional viscous calculation jet-wake interaction of impeller and vaneless diffuser
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Two dimensional MoS_(2) finding its way towards constructing high-performance alkaline recovery membranes
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作者 Xinxin Li Hongwei Shao +4 位作者 Shichao Zhang Yong Li Jingjing Gu Qiang Huang Jin Ran 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2023年第8期155-164,共10页
The available alkaline recovery membranes are currently dominated by polymeric materials,but they suffer from a permeation-selectivity trade-off and inferior chemical resistance.Robust two dimensional(2D) lamellar mem... The available alkaline recovery membranes are currently dominated by polymeric materials,but they suffer from a permeation-selectivity trade-off and inferior chemical resistance.Robust two dimensional(2D) lamellar membranes with sub-nanometer wide channels are promising candidates for discerning OH^(-)and other anions.Here,we report the development of alkaline recycling membranes through stacking MoS_(2) nanosheets.Benefiting from the ordered and narrow 2D channels,MoS_(2) membranes show excellent alkaline recovery performances.The OH^(-)dialysis coefficient (U_(OH)-) and separation factor (S)towards simulated OH^(-) and WO_(4)^(2-) across the 500 nm thick MoS_(2) laminates reach 6.9×10^(-3)m·h^(-1)and 34.3 respectively.Furthermore,the chemical environments of MoS_(2) laminates were modulated by intercalating ionic poly(sodium 4-styrene sulfonate)(PSS@MoS_(2)).The U_(OH)-and S values of PSS@MoS_(2) membrane further improve to 11.7×10^(-3)m·h^(-1)and 49.8 respectively.Besides,both MoS_(2) and PSS@MoS_(2) membranes exhibit promising stability. 展开更多
关键词 Alkaline recovery diffusion dialysis Two dimensional membranes MoS_(2) Poly(sodium 4-styrene sulfonate)
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ON THE THROUGHFLOW WITH SWIRLING INFLOW IN ANNULAR DIFFUSER
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作者 俞纪伦 杨朝刚 王明德 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1992年第3期241-254,共14页
In this paper, a throughflow with swirling inflow in an annular diffuser is calculated. Under the assumption of small cross-flow, the flow near inner and outer wall surfaces is calculated based on the three-dimensiona... In this paper, a throughflow with swirling inflow in an annular diffuser is calculated. Under the assumption of small cross-flow, the flow near inner and outer wall surfaces is calculated based on the three-dimensional momentum integral equation of the boundary layer. The potential flow outside the boundary layer is computed by means of the iteration method based on the velocity gradient equation along the quasi-orthogonal direction of the meridional projection of the stream-line on the meridional surface and the constancy of flux equation[1]. The numerical results agree with the experiments quite well. This method is useful for analyzing the throughflow with pre-swirl in the annular diffuser. 展开更多
关键词 annular diffuser swirling inflow three-dimensional boundary layer small cross-flow
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Local Similarity Relationships of Non-Dimensional Wind and Temperature Gradient in the Tower-Layer Atmosphere over Beijing City
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作者 徐玉貌 钱永甫 Al-Jiboori M. H. 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2000年第4期636-648,共13页
Micrometeorological data for wind and temperature from a 325 m high tower in Beijing City are analyzed by use of local similarity theory. Non-dimensional wind and temperature gradients, Phi(m) and Phi(h), are determin... Micrometeorological data for wind and temperature from a 325 m high tower in Beijing City are analyzed by use of local similarity theory. Non-dimensional wind and temperature gradients, Phi(m) and Phi(h), are determined by three techniques called, respectively, eddy-correlation, mean profiles and inertia-subrange cospectra (ISC) method for a wide range of atmospheric stratification from unstable to stable conditions. Average dissipation rate Phi(e) of turbulent kinetic energy (TKE) is evaluated from u-spectrum, as a quantity required in the last technique. Ratio of the eddy transfer coefficients, alpha(= K-h / K-m), is calculated from Phi(m) and Phi(h) estimations. The results from various techniques are compared with each other and with some available empirical results in the tower-layer, It is shown that the empirical relationships determined by mean profiles and ISC methods in the lower-layer turbulence ore in agreement with each other and with some other results. 展开更多
关键词 local similarity non-dimensional gradients of wind and temperature dissipation rate ratio of eddy diffusivities spectra and cospectra
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锂离子电池电化学-热-应力三维耦合建模及应力分布研究 被引量:2
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作者 刘素贞 陈永博 +2 位作者 张闯 徐志成 金亮 《电工技术学报》 北大核心 2025年第4期1307-1322,共16页
锂离子电池工作过程中产生的扩散诱导应力和热应力,会导致电池内部发生多种形式的力学损伤,进而导致电池容量减少和寿命缩短,准确获取锂离子电池应力分布和演变情况对研究电池老化机制至关重要。因此亟须研究一种能够获取锂离子电池工... 锂离子电池工作过程中产生的扩散诱导应力和热应力,会导致电池内部发生多种形式的力学损伤,进而导致电池容量减少和寿命缩短,准确获取锂离子电池应力分布和演变情况对研究电池老化机制至关重要。因此亟须研究一种能够获取锂离子电池工作过程中内部应力分布及演化的方法,以揭示应力对其寿命的影响,进一步提高设计和优化的效率。该文首先研究锂离子电池电化学、热、力的多物理场耦合机制,建立锂离子电池电化学-热-应力三维耦合模型;其次搭建锂离子电池充放电实验平台并测试不同倍率下电池的表面温度和表面压力,验证了所建模型的有效性;最后通过验证后的模型分析了电池在不同倍率恒流充电过程中内部应力分布及演化规律。该模型可以有效获取锂离子电池在运行过程中的应力分布情况,有助于电池失效机理研究,为电池的优化设计和应用提供参考。 展开更多
关键词 锂离子电池 三维耦合模型 扩散诱导应力 热应力 应力分布
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扩散段体型对竖井式进/出水口出流水力特性的影响
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作者 蔡付林 郭黎明 +1 位作者 周骏 周建旭 《河海大学学报(自然科学版)》 北大核心 2025年第5期100-106,共7页
为探究扩散段体型以及扩散段与竖井式进/出水口孔口底板连接方式对出流的影响,建立了国内某抽水蓄能电站上库竖井式进/出水口流场的三维数值模型,采用Realizable k-ε紊流模型,计算分析了扩散段体型以及扩散段与孔口底板的连接方式对出... 为探究扩散段体型以及扩散段与竖井式进/出水口孔口底板连接方式对出流的影响,建立了国内某抽水蓄能电站上库竖井式进/出水口流场的三维数值模型,采用Realizable k-ε紊流模型,计算分析了扩散段体型以及扩散段与孔口底板的连接方式对出流均匀性及水头损失的影响。结果表明:合适扩散角的锥管扩散体型较椭圆曲线扩散体型有利于竖井式进/出水口孔口流量均匀分配和降低水头损失;在锥管与孔口底板连接处增加圆弧连接虽然能够降低水头损失,但是会增加孔口流量分配的不均匀性。 展开更多
关键词 抽水蓄能电站 竖井式进/出水口 扩散段 连接方式 出流均匀性 三维模型
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强韧一体Cu/Sn/Ag致密三维网络状接头结构设计与制备
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作者 张宏辉 徐红艳 +1 位作者 张炜 刘璇 《半导体技术》 北大核心 2025年第6期625-632,共8页
为满足大功率电力电子器件耐高温、高可靠性芯片焊接需求,解决Cu/Sn/Ag体系瞬态液相扩散焊接(TLPS)接头脆性大、韧性不足、孔隙率高等问题,通过电镀高纯度Cu@Sn核壳结构复合粉末和物理气相沉积镀覆Ag层,研究了Sn镀层厚度对接头强度和孔... 为满足大功率电力电子器件耐高温、高可靠性芯片焊接需求,解决Cu/Sn/Ag体系瞬态液相扩散焊接(TLPS)接头脆性大、韧性不足、孔隙率高等问题,通过电镀高纯度Cu@Sn核壳结构复合粉末和物理气相沉积镀覆Ag层,研究了Sn镀层厚度对接头强度和孔隙率的影响以及镀覆Ag层厚度对TLPS接头抗氧化性能和韧性的影响。结果表明,Sn镀层厚度为2~3μm时接头本体相孔隙率最低,抗拉强度达到86 MPa;Cu/Sn/Ag体系中Sn镀层厚度为2μm且镀覆Ag层厚度为1μm时,Cu_(3)Sn/Ag3Sn包覆Cu颗粒的三维网络状结构致密接头的弹性模量由Cu@Sn体系中的83 GPa降至Cu@Sn@Ag体系中的75 GPa;通过在Cu基板表面镀Sn和镀Ag等改性处理,提高了Cu/Sn/Ag预成型焊片与直接键合铜(DBC)基板的共面性,实现了焊接界面致密互连。以上结果为Cu/Sn/Ag系统TLPS制备耐高温接头技术提供了研究依据和应用基础。 展开更多
关键词 电力电子器件 瞬态液相扩散焊接(TLPS) Cu@Sn@Ag复合粉末 三维网络状结构 耐高温接头
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基于PINN的悬移质泥沙输运过程数值模拟研究
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作者 吴会敏 《水利科技与经济》 2025年第6期16-21,26,共7页
为了探索新的预测悬移质泥沙输运过程的数值模拟方法,研究提出一种基于物理信息神经网络(Physics-Informed Neural Network,PINN)的悬移质泥沙输运规律研究方法。通过整合控制泥沙输运的剖面二维对流扩散方程与神经网络数据驱动学习机制... 为了探索新的预测悬移质泥沙输运过程的数值模拟方法,研究提出一种基于物理信息神经网络(Physics-Informed Neural Network,PINN)的悬移质泥沙输运规律研究方法。通过整合控制泥沙输运的剖面二维对流扩散方程与神经网络数据驱动学习机制,探索悬移质泥沙输运过程中的复杂物理机制。PINN技术将物理模型的先验知识与神经网络的数据处理能力相结合,为悬移质泥沙输运的准确描述和预测提供了一种新的方法。 展开更多
关键词 物理信息神经网络 悬移质 二维对流扩散方程 数值模拟
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Enhanced hyperspectral imagery representation via diffusion geometric coordinates
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作者 何军 王庆 李滋刚 《Journal of Southeast University(English Edition)》 EI CAS 2009年第3期351-355,共5页
The concise and informative representation of hyperspectral imagery is achieved via the introduced diffusion geometric coordinates derived from nonlinear dimension reduction maps - diffusion maps. The huge-volume high... The concise and informative representation of hyperspectral imagery is achieved via the introduced diffusion geometric coordinates derived from nonlinear dimension reduction maps - diffusion maps. The huge-volume high- dimensional spectral measurements are organized by the affinity graph where each node in this graph only connects to its local neighbors and each edge in this graph represents local similarity information. By normalizing the affinity graph appropriately, the diffusion operator of the underlying hyperspectral imagery is well-defined, which means that the Markov random walk can be simulated on the hyperspectral imagery. Therefore, the diffusion geometric coordinates, derived from the eigenfunctions and the associated eigenvalues of the diffusion operator, can capture the intrinsic geometric information of the hyperspectral imagery well, which gives more enhanced representation results than traditional linear methods, such as principal component analysis based methods. For large-scale full scene hyperspectral imagery, by exploiting the backbone approach, the computation complexity and the memory requirements are acceptable. Experiments also show that selecting suitable symmetrization normalization techniques while forming the diffusion operator is important to hyperspectral imagery representation. 展开更多
关键词 hyperspectral imagery diffusion geometric coordinate diffusion map nonlinear dimension reduction
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