Parallel Coordinate Descent Methods for Full Configuration Interaction
数学专题报告
报告题目(Title):Parallel Coordinate Descent Methods for Full Configuration Interaction
报告人(Speaker):张悦嘉 复旦大学
地点(Place):后主楼1124
时间(Time):2024年11月19日(周二)11点-12点
邀请人(Inviter):熊云丰
报告摘要
Solving the time-independent Schrödinger equation gives us full access to the chemical properties of molecules. Among all the ab-initio methods, full configuration interaction (FCI) provides the numerically exact solution under a predefined basis set. However, the FCI problem scales exponentially with respect to the number of bases and electrons and suffers from the curse of dimensionality. We develop a mutli-threaded parallel coordinate descent full configuration interaction algorithm, for the electronic structure ground-state calculation in the configuration interaction framework. The algorithm solves an unconstrained nonconvex optimization problem, via a modified block coordinate descent method with a deterministic compression strategy. CDFCI captures and updates appreciative determinants with different frequencies proportional to their importance. We demonstrate the efficiency of the algorithm on practical systems.
主讲人简介
张悦嘉,复旦大学数学科学学院博士生,导师是高卫国教授,第二导师是李颖洲青年研究员,专业是计算数学,主要研究方向是计算化学里的数值代数问题及高性能实现。