学术动态

位置: 首页 > 科学研究 > 学术动态 > 正文

学术报告45:张勇 — Optimal zero-padding of kernel truncation method

时间:2024-06-03 作者: 点击数:

报告时间:2024年6月7日(星期五)9:30-10:30

报告地点:翡翠科教楼B1710

报告人:张勇 教授

工作单位:天津大学

举办单位:3522vip浦京集团

报告简介:

The kernel truncation method (KTM) is a commonly-used algorithm to compute the convolution-type nonlocal potential, where the convolution kernel might be singular at the origin and/or far-field and the density is smooth and fast-decaying. In KTM, in order to capture the Fourier integrand's oscillations that is brought by the kernel truncation,one needs to carry out a zero-padding of the density, which means a larger physical computation domain and a finer mesh in the Fourier space by duality. The empirical fourfold zero-padding [ Vico et al. J. Comput. Phys. (2016) ] puts a heavy burden on memory requirement especially for higher dimension problems. In this paper, we derive the optimal zero-padding factor, that is, \sqrt{d}+1, for the first time together with a rigorous proof. The memory cost is greatly reduced to a small fraction, i.e., (\frac{\sqrt{d}+1}{4})^d, of what is needed in the original fourfold algorithm. For example, in the precomputation step, a double-precision computation on a 256^3 grid requires a minimum $3.4$ Gb memory with the optimal threefold zero-padding, while the fourfold algorithm requires around 8 Gb where the reduction factor is around 60%. Then, we present the error estimates of the potential and density in d space dimension. Next, we re-investigate the optimal zero-padding factor for the anisotropic density. Finally, extensive numerical results are provided to confirm the accuracy, efficiency, optimal zero-padding factor for the anisotropic density, together with some applications to different types of nonlocal potential, including the 1D/2D/3D Poisson, 2D Coulomb, quasi-2D/3D Dipole-Dipole Interaction and 3D quadrupolar potential.

报告人简介:

张勇,天津大学教授。2007年本科毕业于天津大学数学系,2012年在清华大学获得博士学位,曾先后在奥地利维也纳大学,法国雷恩一大和美国纽约大学克朗所从事博士后研究工作。2015年获奥地利自然科学基金委支持的薛定谔基金,2018年入选国家高层次人才计划。张勇博士的研究兴趣主要是偏微分方程的数值计算和分析工作,尤其是快速算法的设计和应用,迄今发表论文20余篇,主要发表在包括SIAM Journal on Scientific Computing, SIAM journal on Applied Mathematics, Multiscale Modeling and Simulation, Mathematics of Computation, Journal of Computational Physics, Computer Physics Communication等计算数学顶尖杂志。

上一篇:学术报告46:赵晓飞 — Some AI methods with normalized DNN for stationary and evolutional problems

下一篇:学术报告44:蔡勇勇 — Computation and analysis for the long time dynamics of (nonlinear) Schrödinger equations