The Monte Carlo Methods and Quasi Monte Carlo Methods for Systems of Linear Algebraic Equations
LU Xiu-yu
Abstract
LU Xiu-yu
Abstract
The Monte Carlo methods,Quasi-Monte Carlo methods for solving Systems of Linear Algebraic Equations(SLAE),and the error,the convergence rate of each method were analyzed.The error was caused by three aspects:the truncation error,the methods per se,the pseudo-random number and low-discrepancy sequences not uniform.In respect of convergence rate,Monte Carlo methods did not depend on the scale of problems and the number of walks.Quasi-Monte Carlo methods did not depend on the scale of problems either,but depended on the number of walks.In addition,the conditions of using the Monte Carlo methods,Quasi-Monte Carlo methods and the numerical experiments discussed,Quasi-Monte Carlo methods were chosen to solve Linear Algebraic Equations(LAE) in general condition.
OpenAlex reports 1 citations for this work. Citation counts describe recorded attention and do not establish research quality.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
The Monte Carlo methods,Quasi-Monte Carlo methods for solving Systems of Linear Algebraic Equations(SLAE),and the error,the convergence rate of each method were analyzed.The error was caused by three aspects:the truncation error,the methods per se,the pseudo-random number and low-discrepancy sequences not uniform.In respect of convergence rate,Monte Carlo methods did not depend on the scale of problems and the number of walks.Quasi-Monte Carlo methods did not depend on the scale of problems either,but depended on the number of walks.In addition,the conditions of using the Monte Carlo methods,Quasi-Monte Carlo methods and the numerical experiments discussed,Quasi-Monte Carlo methods were chosen to solve Linear Algebraic Equations(LAE) in general condition.
Key concepts: Monte Carlo method, Quasi-Monte Carlo method, Monte Carlo molecular modeling, Monte Carlo method in statistical physics, Dynamic Monte Carlo method, Monte Carlo integration, Hybrid Monte Carlo, Mathematics