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Dive into the research topics where Ruo Li is active.

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Featured researches published by Ruo Li.


Siam Journal on Control and Optimization | 2002

Adaptive Finite Element Approximation for Distributed Elliptic Optimal Control Problems

Ruo Li; Wenbin Liu; Heping Ma; Tao Tang

In this paper, sharp a posteriori error estimators are derived for a class of distributed elliptic optimal control problems. These error estimators are shown to be useful in adaptive finite element approximation for the optimal control problems and are implemented in the adaptive approach. Our numerical results indicate that the sharp error estimators work satisfactorily in guiding the mesh adjustments and can save substantial computational work.


Journal of Computational Physics | 2007

Computing nearly singular solutions using pseudo-spectral methods

Thomas Y. Hou; Ruo Li

In this paper, we investigate the performance of pseudo-spectral methods in computing nearly singular solutions of fluid dynamics equations. We consider two different ways of removing the aliasing errors in a pseudo-spectral method. The first one is the traditional 2/3 dealiasing rule. The second one is a high (36th) order Fourier smoothing which keeps a significant portion of the Fourier modes beyond the 2/3 cut-off point in the Fourier spectrum for the 2/3 dealiasing method. Both the 1D Burgers equation and the 3D incompressible Euler equations are considered. We demonstrate that the pseudo-spectral method with the high order Fourier smoothing gives a much better performance than the pseudo-spectral method with the 2/3 dealiasing rule. Moreover, we show that the high order Fourier smoothing method captures about 12–15% more effective Fourier modes in each dimension than the 2/3 dealiasing method. For the 3D Euler equations, the gain in the effective Fourier codes for the high order Fourier smoothing method can be as large as 20% over the 2/3 dealiasing method. Another interesting observation is that the error produced by the high order Fourier smoothing method is highly localized near the region where the solution is most singular, while the 2/3 dealiasing method tends to produce oscillations in the entire domain. The high order Fourier smoothing method is also found be very stable dynamically. No high frequency instability has been observed. In the case of the 3D Euler equations, the energy is conserved up to at least six digits of accuracy throughout the computations. � 2007 Elsevier Inc. All rights reserved.


Journal of Nonlinear Science | 2006

Dynamic Depletion of Vortex Stretching and Non-Blowup of the 3-D Incompressible Euler Equations

Thomas Y. Hou; Ruo Li

We study the interplay between the local geometric properties and the non-blowup of the 3D incompressible Euler equations. We consider the interaction of two perturbed antiparallel vortex tubes using Kerrs initial condition [15] [Phys. Fluids 5 (1993), 1725]. We use a pseudo-spectral method with resolution up to 1536 × 1024 × 3072 to resolve the nearly singular behavior of the Euler equations. Our numerical results demonstrate that the maximum vorticity does not grow faster than doubly exponential in time, up to t = 19, beyond the singularity time t = 18.7 predicted by Kerrs computations [15], [22]. The velocity, the enstrophy, and the enstrophy production rate remain bounded throughout the computations. As the flow evolves, the vortex tubes are flattened severely and turned into thin vortex sheets, which roll up subsequently. The vortex lines near the region of the maximum vorticity are relatively straight. This local geometric regularity of vortex lines seems to be responsible for the dynamic depletion of vortex stretching.


SIAM Journal on Scientific Computing | 2005

Moving Mesh Finite Element Methods for the Incompressible Navier--Stokes Equations

Yana Di; Ruo Li; Tao Tang; Pingwen Zhang

This work presents the first effort in designing a moving mesh algorithm to solve the incompressible Navier--Stokes equations in the primitive variables formulation. The main difficulty in developing this moving mesh scheme is how to keep it divergence-free for the velocity field at each time level. The proposed numerical scheme extends a recent moving grid method based on harmonic mapping [R. Li, T. Tang, and P. W. Zhang, J. Comput. Phys., 170 (2001), pp. 562--588], which decouples the PDE solver and the mesh-moving algorithm. This approach requires interpolating the solution on the newly generated mesh. Designing a divergence-free-preserving interpolation algorithm is the first goal of this work. Selecting suitable monitor functions is important and is found challenging for the incompressible flow simulations, which is the second goal of this study. The performance of the moving mesh scheme is tested on the standard periodic double shear layer problem. No spurious vorticity patterns appear when even fairly coarse grids are used.


Journal of Scientific Computing | 2005

On Multi-Mesh H-Adaptive Methods

Ruo Li

Solutions of many practical problems involve several components which have different natures and/or different locations of singularity. As a result, a single mesh may not be able to achieve satisfactory adaptation result. In this paper, a new adaptive mesh implementation strategy using multiple meshes is developed, which is especially useful for problems whose solution components exhibit different singularity behaviors. We describe the basic ideas and ingredients of the multi-mesh adaptive methods. Numerical results for solving partial differential equations and optimal control problems are presented to demonstrate the advantages of the multi-mesh approach


SIAM Journal on Scientific Computing | 2010

Numerical Regularized Moment Method of Arbitrary Order for Boltzmann-BGK Equation

Zhenning Cai; Ruo Li

We introduce a numerical method for solving Grads moment equations or regularized moment equations for an arbitrary order of moments. In our algorithm, we do not explicitly need the moment equations. Instead, we directly start from the Boltzmann equation and perform Grads moment method [H. Grad, Commun. Pure Appl. Math., 2 (1949), pp. 331-407] and the regularization technique [H. Struchtrup and M. Torrilhon, Phys. Fluids, 15 (2003), pp. 2668-2680] numerically. We define a conservative projection operator and propose a fast implementation, which makes it convenient to add up two distributions and provides more efficient flux calculations compared with the classic method using explicit expressions of flux functions. For the collision term, the BGK model is adopted so that the production step can be done trivially based on the Hermite expansion. Extensive numerical examples for one- and two-dimensional problems are presented. Convergence in moments can be validated by the numerical results for different numbers of moments.


Journal of Scientific Computing | 2007

A Posteriori Error Estimates of Recovery Type for Distributed Convex Optimal Control Problems

Ruo Li; Wenbin Liu; Ningning Yan

Abstract In this paper, we derive a posteriori error estimates of recovery type, and present the superconvergence analysis for the finite element approximation of distributed convex optimal control problems. We provide a posteriori error estimates of recovery type for both the control and the state approximation, which are generally equivalent. Under some stronger assumptions, they are further shown to be asymptotically exact. Such estimates, which are apparently not available in the literature, can be used to construct adaptive finite element approximation schemes and as a reliability bound for the control problems. Numerical results demonstrating our theoretical results are also presented in this paper.


Journal of Computational Physics | 2008

Efficient computation of dendritic growth with r-adaptive finite element methods

Heyu Wang; Ruo Li; Tao Tang

This paper deals with the application of a moving grid method to the solution of a phase-field model for dendritic growth in two- and three-dimensions. A mesh is found as the solution of an optimization problem that automatically includes the boundary conditions and is solved using a multi-grid approach. The governing equations are discretized in space by linear finite elements and a split time-level scheme is used to numerically integrate in time. One novel aspect of the method is the choice of a regularized monitor function. The moving grid method enables us to obtain accurate numerical solutions with much less degree of freedoms. It is demonstrated numerically that the tip velocity obtained by our method is in good agreement with the previously published results.


SIAM Journal on Scientific Computing | 2012

NR

Zhenning Cai; Ruo Li; Zhonghua Qiao

In this paper, we propose a method to simulate the microflows with Shakhov model using the NR


Journal of Computational Physics | 2010

xx

Guanghui Hu; Ruo Li; Tao Tang

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Tao Tang

Hong Kong Baptist University

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Yana Di

Chinese Academy of Sciences

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Zhonghua Qiao

Hong Kong Polytechnic University

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Thomas Y. Hou

California Institute of Technology

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