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CHARACTERISTIC GALERKIN METHOD FOR CONVECTION-DIFFUSION EQUATIONS AND IMPLICIT ALGORITHM USING PRECISE INTEGRATION 被引量:3
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作者 李锡夔 武文华 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1999年第4期371-382,共12页
This paper presents a finite element procedure for solving transient, multidimensional convection-diffusion equations. The procedure is based on the characteristic Galerkin method with an implicit algorithm using prec... This paper presents a finite element procedure for solving transient, multidimensional convection-diffusion equations. The procedure is based on the characteristic Galerkin method with an implicit algorithm using precise integration method. With the operator splitting procedure, the precise integration method is introduced to determine the material derivative in the convection-diffusion equation, consequently, the physical quantities of material points. An implicit algorithm with a combination of both the precise and the traditional numerical integration procedures in time domain in the Lagrange coordinates for the characteristic Galerkin method is formulated. The stability analysis of the algorithm shows that the unconditional stability of present implicit algorithm is enhanced as compared with that of the traditional implicit numerical integration procedure. The numerical results validate the presented method in solving convection-diffusion equations. As compared with SUPG method and explicit characteristic Galerkin method, the present method gives the results with higher accuracy and better stability. 展开更多
关键词 convection-diffusion equation characteristic Galerkin method finite element procedure precise integration implicit algorithm
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AN IMPLICIT ALGORITHM OF THIN LAYER EQUATIONS IN VISCOUS,TRANSONIC,TWO-PHASE NOZZLE FLOW
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作者 何洪庆 侯晓 +1 位作者 蔡体敏 吴心平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1994年第4期323-334,共12页
Omitting viscosity along flow direction, we have simplified the dimensionless N-Sequations in arbitrary curved coordinate system as the thin layer equations. Using theimplicit approximate-factorization algorithm to so... Omitting viscosity along flow direction, we have simplified the dimensionless N-Sequations in arbitrary curved coordinate system as the thin layer equations. Using theimplicit approximate-factorization algorithm to solve the gas-phase governing equ-ations and the characteristic method to follow the tracks of particles, we then obtainedthe full coupled numerical method of two-phase.transonic, turbulent flow. Here, par- ticle size may be grouped, the subsonic boundary condition at entry of nozzle is ireatedby quasi-characteristic method in reference plane and the algebraic model is used forturbulent flow. These methods are applied in viscous two-phase flow. calculation of ro-cket nozzle and in the prediciton of thrust and specific impulse for solid propellant ro-cket motor. The calculation results are in good agreement with the measurerment va-lues. Moreover, the influences of different particle radius, different particle mass frac-tion and particle size grouped on flow field have been discussed, and the influences of particle two-dimensional radial velosity component and viscosity on specific impulse ofrocket motor have been analysed.The method of this paper possesses the advantage of saving computer time. More important, the effect is more obvious for the calculation of particle size being grouped. 展开更多
关键词 thin layer equations two-phase viscous transonic nozzle flow implicit algorithm
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An Implicit Algorithm for High-Order DG/FV Schemes for Compressible Flows on 2D Arbitrary Grids
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作者 Laiping Zhang Ming Li +1 位作者 Wei Liu Xin He 《Communications in Computational Physics》 SCIE 2015年第1期287-316,共30页
A Newton/LU-SGS(lower-upper symmetric Gauss-Seidel)iteration implicit method was developed to solve two-dimensional Euler and Navier-Stokes equations by the DG/FV hybrid schemes on arbitrary grids.The Newton iteration... A Newton/LU-SGS(lower-upper symmetric Gauss-Seidel)iteration implicit method was developed to solve two-dimensional Euler and Navier-Stokes equations by the DG/FV hybrid schemes on arbitrary grids.The Newton iteration was employed to solve the nonlinear system,while the linear system was solved with LU-SGS iteration.The effect of several parameters in the implicit scheme,such as the CFL number,the Newton sub-iteration steps,and the update frequency of Jacobian matrix,was investigated to evaluate the performance of convergence history.Several typical test cases were simulated,and compared with the traditional explicit Runge-Kutta(RK)scheme.Firstly the Couette flow was tested to validate the order of accuracy of the present DG/FV hybrid schemes.Then a subsonic inviscid flow over a bump in a channel was simulated and the effect of parameters was investigated also.Finally,the implicit algorithm was applied to simulate a subsonic inviscid flow over a circular cylinder and the viscous flow in a square cavity.The numerical results demonstrated that the present implicit scheme can accelerate the convergence history efficiently.Choosing proper parameters would improve the efficiency of the implicit scheme.Moreover,in the same framework,the DG/FV hybrid schemes are more efficient than the same order DG schemes. 展开更多
关键词 implicit algorithm discontinuous Galerkin method DG/FV hybrid Scheme Newton iteration Gauss-Seidel iteration
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A New Eighth Order Implicit Block Algorithms for the Direct Solution of Second Order Ordinary Differential Equations
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作者 Ademola M. Badmus 《American Journal of Computational Mathematics》 2014年第4期376-386,共11页
This paper focuses on derivation of a uniform order 8 implicit block method for the direct solution of general second order differential equations through continuous coefficients of Linear Multi-step Method (LMM). The... This paper focuses on derivation of a uniform order 8 implicit block method for the direct solution of general second order differential equations through continuous coefficients of Linear Multi-step Method (LMM). The continuous formulation and its first derivatives were evaluated at some selected grid and off grid points to obtain our proposed method. The superiority of the method over the existing methods is established numerically. 展开更多
关键词 UNIFORM Order SECOND Order INITIAL Value Problem implicit Block algorithms Zero Stable
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PREDICTOR-CORRECTOR ALGORITHMS FOR SOLVING GENERALIZED MIXED IMPLICIT QUASI-EQUILIBRIUM PROBLEMS
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作者 丁协平 林炎诚 姚任之 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2006年第9期1157-1164,共8页
A new class of generalized mixed implicit quasi-equilibrium problems (GMIQEP) with four-functions is introduced and studied. The new class of equilibrium problems includes many known generalized equilibrium problems... A new class of generalized mixed implicit quasi-equilibrium problems (GMIQEP) with four-functions is introduced and studied. The new class of equilibrium problems includes many known generalized equilibrium problems and generalized mixed implicit quasi-variational inequality problems as many special cases. By employing the auxiliary principle technique, some predictor-corrector iterative algorithms for solving the GMIQEP are suggested and analyzed. The convergence of the suggested algorithm only requires the continuity and the partially relaxed implicit strong monotonicity of the mappings 展开更多
关键词 generalized mixed implicit quasi-equilibrium problem auxiliary variational inequality predictor-corrector iterative algorithms partially relaxed implicit strong monotonicity
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EXISTENCE AND ALGORITHM OF SOLUTIONS FOR GENERAL MULTIVALUED MIXED IMPLICIT QUASI-VARIATIONAL INEQUALITIES
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作者 曾六川 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2003年第11期1324-1333,共10页
A new class of general multivalued mixed implicit quasi-variational inequalities in a real Hilbert space was introduced, which includes the known class of generalized mixed implicit quasi-variational inequalities as a... A new class of general multivalued mixed implicit quasi-variational inequalities in a real Hilbert space was introduced, which includes the known class of generalized mixed implicit quasi-variational inequalities as a special case , introduced and studied by Ding Xie-ping . The auxiliary variational principle technique was applied to solve this class of general multivalued mixed implicit quasi-variational inequalities. Firstly, a new auxiliary variational inequality with a proper convex , lower semicontinuous , binary functional was defined and a suitable functional was chosen so that its unique minimum point is equivalent to the solution of such an auxiliary variational inequality . Secondly , this auxiliary variational inequality was utilized to construct a new iterative algorithm for computing approximate solutions to general multivalued mixed implicit quasi-variational inequalities . Here , the equivalence guarantees that the algorithm can generate a sequence of approximate solutions. Finally, the existence of solutions and convergence of approximate solutions for general multivalued mixed implicit quasi-variational inequalities are proved. Moreover, the new convergerce criteria for the algorithm were provided. Therefore, the results give an affirmative answer to the open question raised by M. A . Noor, and extend and improve the earlier and recent results for various variational inequalities and complementarity problems including the corresponding results for mixed variational inequalities, mixed quasi-variational inequalities and quasi-complementarity problems involving the single-valued and set- valued mappings in the recent literature . 展开更多
关键词 general multivalued mixed implicit quasi-variational inequality auxiliary variational principle technique EXISTENCE algorithm
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Existence and algorithm of solutions for a system of generalized mixed implicit equilibrium problems in Banach spaces
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作者 丁协平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第9期1049-1062,共14页
A new system of generalized mixed implicit equilibrium problems is introduced and studied in Banach spaces. First, the notion of the Yosida proximal mapping for generalized mixed implicit equilibrium problems is intro... A new system of generalized mixed implicit equilibrium problems is introduced and studied in Banach spaces. First, the notion of the Yosida proximal mapping for generalized mixed implicit equilibrium problems is introduced. By using the notion, a system of generalized equation problems is considered, and its equivalence with the system of generalized mixed implicit equilibrium problems is also proved. Next, by applying the system of generalized equation problems, we suggest and analyze an iterative algorithm to compute the approximate solutions of the system of generalized mixed implicit equilibrium problems. The strong convergence of the iterative sequences generated by the algorithm is proved under quite mild conditions. The results are new and unify and generalize some recent results in this field. 展开更多
关键词 generalized mixed implicit equilibrium problem Yosida proximal mapping generalized equation problem iterative algorithm Banach space
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Existence and Algorithm of Solutions for Generalized Mixed Implicit Quasi-Variational-Like Inequalities
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作者 胡润雪 张勇 张红龄 《Journal of Southwest Jiaotong University(English Edition)》 2005年第1期87-91,共5页
By applying the auxiliary variational principle technique, the existence of solutions for a new class of generalized mixed implicit quasi-variational-like inequalities and the convergence criteria of a new iterative a... By applying the auxiliary variational principle technique, the existence of solutions for a new class of generalized mixed implicit quasi-variational-like inequalities and the convergence criteria of a new iterative algorithm to compute approximate solutions are proved in Hilbert spaces. The obtained result is a improvement over and generalization of the main theorem proposed by Ding. 展开更多
关键词 Generalized mixed implicit quasi-variational-like inequality Auxiliary principle technique Gap function Iterative algorithm
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Full-vectorial finite-difference beam propagation method based on the modified alternating direction implicit method 被引量:1
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作者 肖金标 孙小菡 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第8期1824-1830,共7页
A modified alternating direction implicit algorithm is proposed to solve the full-vectorial finite-difference beam propagation method formulation based on H fields. The cross-coupling terms are neglected in the first ... A modified alternating direction implicit algorithm is proposed to solve the full-vectorial finite-difference beam propagation method formulation based on H fields. The cross-coupling terms are neglected in the first sub-step, but evaluated and doubly used in the second sub-step. The order of two sub-steps is reversed for each transverse magnetic field component so that the cross-coupling terms are always expressed in implicit form, thus the calculation is very efficient and stable. Moreover, an improved six-point finite-difference scheme with high accuracy independent of specific structures of waveguide is also constructed to approximate the cross-coupling terms along the transverse directions. The imaginary-distance procedure is used to assess the validity and utility of the present method. The field patterns and the normalized propagation constants of the fundamental mode for a buried rectangular waveguide and a rib waveguide are presented. Solutions are in excellent agreement with the benchmark results from the modal transverse resonance method. 展开更多
关键词 beam propagation method alternating direction implicit algorithm finite difference optical waveguides integrated optics
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High-order fully implicit SIMPLE-based model for fully implicit simulation of upward two-phase flow 被引量:2
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作者 A.Hajizadeh H.Kazeminejad S.Talebi 《Nuclear Science and Techniques》 SCIE CAS CSCD 2018年第8期155-169,共15页
The drift-flux model has a practical importance in two-phase flow analysis.In this study,a finite volume solution is developed for a transient four-equation drift-flux model through the staggered mesh,leading to the d... The drift-flux model has a practical importance in two-phase flow analysis.In this study,a finite volume solution is developed for a transient four-equation drift-flux model through the staggered mesh,leading to the development of a fully implicit discretization method.The main advantage of the fully implicit method is its unconditional stability.Newton's scheme is a popular method of choice for the solution of a nonlinear system of equations arising from fully implicit discretization of field equations.However,the lack of convergence robustness and the construction of Jacobian matrix have created several difficulties for the researchers.In this paper,a fully implicit model is developed based on the SIMPLE algorithm for two-phase flow simulations.The drawbacks of Newton's method are avoided in the developed model.Different limiter functions are considered,and the stabilized method is developed under steady and transient conditions.The results obtained by the numerical modeling are in good agreement with the experimental data.As expected,the results prove that the developed model is not restricted by any stability limit. 展开更多
关键词 流动模型 二阶 模拟 有限体积 非线性 飘移 开发 方程
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ON A CLASS OF GENERALIZED NONLINEAR IMPLICIT QUASIVARIATIONAL INCLUSIONS 被引量:1
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作者 丁协平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1999年第10期1087-1098,共12页
In this paper, a new class of generalized nonlinear implicit quasivariational inclusions involving a set-valued maximal monotone wrapping are studied. A existence theorem of solutions for this class of generalized non... In this paper, a new class of generalized nonlinear implicit quasivariational inclusions involving a set-valued maximal monotone wrapping are studied. A existence theorem of solutions for this class of generalized nonlinear implicit quasivariational inclusions is Proved without compactness assumptions. A new iterative algorithm for finding approximate solutions of the generalized nonlinear implicit quasivariational inclusions is suggested and analysed and the convergence of iterative sequence generated by the new algorithm is also given, As special cases, some known results in this field are also discussed. 展开更多
关键词 generalized nonlinear implicit quasivariational inclusion maximal monotone mapping iterative algorithm Hilbert space
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A Genetic Algorithm Approach to Optimize Parameters in Infrared Guidance System
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作者 周德俊 《红外技术》 CSCD 北大核心 2001年第6期20-25,共6页
In the infrared guidance system, the gray level threshold is key for target recognition. After thresholding, a target in the binary image is distinguished from the complex background by three recognition features. Usi... In the infrared guidance system, the gray level threshold is key for target recognition. After thresholding, a target in the binary image is distinguished from the complex background by three recognition features. Using a genetic algorithm, this paper seeks to find the optimal parameters varied with different sub images to compute the adaptive segmentation threshold.The experimental results reveal that the GA paradigm is an efficient and effective method of search. 展开更多
关键词 遗传算法 优化参数 红外导引系统
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g-η-Monotone mapping and resolvent operator technique for solving generalized implicit variational-like inclusions
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作者 张清邦 丁协平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2007年第1期11-18,共8页
A new class of g-η-monotone mappings and a class of generalized implicit variational-like inclusions involving g-η-monotone mappings are introduced. The resolvent operator of g-η-monotone mappings is defined and it... A new class of g-η-monotone mappings and a class of generalized implicit variational-like inclusions involving g-η-monotone mappings are introduced. The resolvent operator of g-η-monotone mappings is defined and its Lipschitz continuity is presented, An iterative algorithm for approximating the solutions of generalized implicit wriational- like inclusions is suggested and analyzed. The convergence of iterative sequences generated by the algorithm is also proved, 展开更多
关键词 g-η-monotone mapping resolvent operator generalized implicit variational-like inclusion iterative algorithm
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基于时序区间反转的隐式曲面动画渲染方法
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作者 李晓丽 张昆 +2 位作者 杜振龙 陈东 宋爽 《图学学报》 北大核心 2025年第3期635-641,共7页
动画渲染是计算机图形学中的一个重要分支,专注于生成时序动态图像。传统的动画渲染方法在时间轴进行几何场景的逐帧渲染,易造成计算资源的浪费。为了提高动画渲染效率,提出了基于时序区间反转的隐式曲面动画渲染方法。首先,用稀疏八叉... 动画渲染是计算机图形学中的一个重要分支,专注于生成时序动态图像。传统的动画渲染方法在时间轴进行几何场景的逐帧渲染,易造成计算资源的浪费。为了提高动画渲染效率,提出了基于时序区间反转的隐式曲面动画渲染方法。首先,用稀疏八叉树网格划分隐式场景空间,采用区间运算递归细分隐式场景,将含有隐式曲面的场景分为隐式体内部、外部和表面。然后利用区间运算对时间导数进行范围限定定位隐式场景中的变化,多个连续隐式曲面直接存在相对或绝对静止的区间,在保持全局误差不变的情况下有选择地重新评估区域,实现隐式曲面之间的消隐。最后,通过并行化线程技术渲染隐式曲面动画,显著提高渲染效率。实验结果表明,该方法与逐帧渲染方法相比,在保持渲染质量的同时,实现了几十倍的加速。 展开更多
关键词 隐式曲面 八叉树算法 递归细分 区间运算 隐式曲面消隐
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A Class of Parallel Implicit Runge-Kutta Formulas
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作者 Fei JinggaoBeijing Institute of Computer Application and Simulation Technology P.O. Box 3929, Beijing 100854, China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第4期53-63,共11页
A class of parallel implicit Runge-Kutta formulas is constructed for multiprocessor system. A family of parallel implicit two-stage fourth order Runge-Kutta formulas is given. For these formulas, the convergence is pr... A class of parallel implicit Runge-Kutta formulas is constructed for multiprocessor system. A family of parallel implicit two-stage fourth order Runge-Kutta formulas is given. For these formulas, the convergence is proved and the stability analysis is given. The numerical examples demonstrate that these formulas can solve an extensive class of initial value problems for the ordinary differential equations. 展开更多
关键词 Multiprocessor system Parallel algorithm Ordinary differential equation implicit Runge-Kutta formula.
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An Implicitly Restarted Block Arnoldi Method in a Vector-Wise Fashion
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作者 Qian Yin Linzhang Lu 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2006年第3期268-277,共10页
In this paper, we develop an implicitly restarted block Arnoldi algorithm in a vector-wise fashion. The vector-wise construction greatly simplifies both the detection of necessary deflation and the actual deflation it... In this paper, we develop an implicitly restarted block Arnoldi algorithm in a vector-wise fashion. The vector-wise construction greatly simplifies both the detection of necessary deflation and the actual deflation itself, so it is preferable to the block-wise construction. The numerical experiment shows that our algorithm is effective. 展开更多
关键词 IRAM Arnoldi算法 隐启动 Krylov方法
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地震激励下快堆堆芯组件三维碰撞非线性分析研究
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作者 黑宝平 周世安 《工程力学》 北大核心 2025年第2期245-252,共8页
快堆堆芯组件在地震激励下的振荡变形以及组件间的强烈冲击力会直接影响控制棒的可插入性、组件的结构强度和变形反应性。为确保反应堆的安全性,有必要计算地震工况下快堆堆芯多组件动力学响应。基于钠冷快堆堆芯的经典布置方式和组件... 快堆堆芯组件在地震激励下的振荡变形以及组件间的强烈冲击力会直接影响控制棒的可插入性、组件的结构强度和变形反应性。为确保反应堆的安全性,有必要计算地震工况下快堆堆芯多组件动力学响应。基于钠冷快堆堆芯的经典布置方式和组件结构设计建立了快堆堆芯多组件三维抗震计算模型,解决了组件多角度多点碰撞非线性的难题,提出了针对堆芯等边三角形规则排布多圈组件的高效碰撞循环判据,最后采用隐式Newmark法进行时程分析并完成了三维计算模型与碰撞非线性算法的测试与验证。研究表明:该计算方法在计算精度和保守性上均优于国际同类专用程序,为自主化程序的工程化应用奠定了理论基础。 展开更多
关键词 快堆堆芯组件 三维抗震模型 隐式Newmark法 碰撞非线性 算法验证
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用于压水堆核电厂瞬态分析的一维三流场程序优化及验证
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作者 袁乐齐 李赞旺 +2 位作者 樊杰 苟军利 单建强 《原子能科学技术》 北大核心 2025年第5期1016-1025,共10页
近年来,为了提升核电厂系统分析程序的模拟能力,国际上逐渐转向采用全面考虑液滴行为的三流场模型。西安交通大学核安全与运行研究室开发了基于三流场模型的系统分析程序,本文基于该三流场程序的敏感性分析结果对其本构模型进行了优化,... 近年来,为了提升核电厂系统分析程序的模拟能力,国际上逐渐转向采用全面考虑液滴行为的三流场模型。西安交通大学核安全与运行研究室开发了基于三流场模型的系统分析程序,本文基于该三流场程序的敏感性分析结果对其本构模型进行了优化,尤其对受液滴行为影响显著的再淹没工况进行了改进和验证。基于UC-B圆管再淹没实验数据,优化了膜态沸腾和过渡沸腾换热模式的转换判断。针对三流场模型在低再淹没速率工况下存在较大误差的问题,优化了膜态沸腾的壁面传热模型,并通过FLECHT SEASET棒束再淹没实验验证了改进结果。研究结果表明,改进后的三流场程序能够更准确地模拟液滴在再淹没过程中的热工水力行为,显著提升了系统程序的模拟精度,为我国核电系统分析程序的自主创新提供了重要支持。 展开更多
关键词 两流体三流场模型 再淹没 半隐数值算法
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时变电磁场计算的隐式DTS-FVTD方法
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作者 许勇 丁明松 +2 位作者 江涛 李鹏 傅杨奥骁 《电波科学学报》 北大核心 2025年第2期294-300,共7页
为保持时间精度和提高计算效率,将双时间步(dual time-stepping,DTS)方法和隐式上下对称高斯-赛德尔迭代(lower-upper symmetric Gauss-Seidel,LU-SGS)算法引入到时域有限体积(finite-volume time-domain,FVTD)法电磁解算器中,提出一种... 为保持时间精度和提高计算效率,将双时间步(dual time-stepping,DTS)方法和隐式上下对称高斯-赛德尔迭代(lower-upper symmetric Gauss-Seidel,LU-SGS)算法引入到时域有限体积(finite-volume time-domain,FVTD)法电磁解算器中,提出一种时变电磁场计算的隐式DTS-FVTD方法。DTS法具有2阶时间精度,无条件稳定格式使物理时间步可取任意值,其取值仅须考虑时间精度要求,而定常虚拟时间导数趋于零,虚拟时间步长满足稳定性要求,由此放松了通常显式方法和网格对物理时间步长的限制。全隐格式的前后向LU-SGS算法采用大库朗数计算,并取消矩阵求逆运算从而减少了计算量和存储占用。典型二维、三维和复杂外形目标电磁散射计算结果表明,通过对物理时间步长、最大子迭代步数、子迭代收敛判据的合理选取,隐式DTS-FVTD方法能保证数值模拟精度并提升计算效率。 展开更多
关键词 双时间步(DTS)方法 隐式上下对称高斯-赛德尔迭代(LU-SGS) 时域有限体积(FVTD)法 雷达散射截面(RCS)
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隐式建模和机器学习算法在西藏巨龙斑岩型铜钼矿床三维成矿预测中的应用研究 被引量:1
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作者 娄渝明 康旭 +7 位作者 赖渊平 龚建生 周涤非 窦世荣 樊炳良 丁帅 舒德福 陈根 《地学前缘》 北大核心 2025年第5期440-455,共16页
三维成矿预测打破了传统二维预测图件的限制,可以将地学信息在真三维空间中直观地表达出来,因此受到人们越来越多的关注。三维地质建模和成矿预测方法是三维成矿预测过程中非常重要的步骤,但是随着地质数据采集方式的多样化,地质数据来... 三维成矿预测打破了传统二维预测图件的限制,可以将地学信息在真三维空间中直观地表达出来,因此受到人们越来越多的关注。三维地质建模和成矿预测方法是三维成矿预测过程中非常重要的步骤,但是随着地质数据采集方式的多样化,地质数据来源的多样性,地质数据也逐渐具备大数据的特征,传统的显式建模方式和成矿有利信息提取方法受到诸多限制,主要体现在不能有效地对三维模型进行实时更新和对大量地质勘查数据进行分析与处理。为了提出针对该类问题的一种有效解决方案,笔者选择西藏巨龙超大型斑岩铜钼矿床为研究对象,利用隐式建模方法构建矿区三维地质地球化学模型,并通过机器学习算法对成矿有利信息进行提取、分析,最后对潜在的有利成矿空间进行预测。建模结果表明:隐式建模方法可以通过插值函数获得整个空间的地质体数据,三维地质体曲面重建算法可以对地质体数据进行三维建模与可视化,自动生成三维可视化模型。隐式建模大大降低了显示建模中人机交互圈定地质界线的烦琐过程,可以实现三维模型的快速动态更新,而且隐式建模在更大程度上能够精确反映地下深部地质体的空间分布特征。成矿预测主要基于三维地质地球化学模型提取深部有利成矿信息,构建训练集和测试集,利用有监督的机器学习模型(逻辑回归模型、支持向量机模型、人工神经网络模型和随机森林模型)进行训练。训练后的模型对测试集进行预测,并将预测结果绘制成ROC曲线对预测结果进行评估。评估结果显示:4个不同预测模型的AUC值都大于0.6,说明所训练的模型预测精度是优于随机过程的,其中随机森林算法的AUC值最大(0.97),模型预测效果最优。本文选择随机森林模型对矿床深部进行预测,圈定了2个找矿靶区。经过钻探验证,靶区B潜在资源与预测结果相符,证实了该方法具有一定的科学性和可行性。 展开更多
关键词 巨龙铜钼矿 隐式建模 机器学习 成矿预测
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