Cybernetics;
Numerical analysis;
Monte Carlo methods;
Integral equations;
Variance reduction;
Simulation;
2ND KIND;
D O I:
10.1108/03684920910991577
中图分类号:
TP3 [计算技术、计算机技术];
学科分类号:
0812 ;
摘要:
Purpose - The purpose of this paper is to provide a Monte Carlo variance reduction method based on Control variates to solve Fredholm integral equations of the second kind. Design/methodology/approach - A numerical algorithm consisted of the combined use of the successive substitution method and Monte Carlo simulation is established for the solution of Fredhohn integral equations of the second kind. Findings - Owing to the application of the present method, the variance of the solution is reduced. Therefore, this method achieves several orders of magnitude improvement in accuracy over the conventional Monte Carlo method. Practical implications - Numerical tests are performed in order to show the efficiency and accuracy of the present paper. Numerical experiments show that an excellent estimation on the solution can be obtained within a couple of minutes CPU time at Pentium IV-2.4 GHz PC. Originality/value - This paper provides a new efficient method to solve Fredholm integral equations of the second kind and discusses basic advantages of the present method.
机构:
Univ Putra Malaysia, Dept Math, Serdang 43400, Selangor, Malaysia
Univ Putra Malaysia, Inst Math Res, Serdang 43400, Selangor, MalaysiaFerdowsi Univ Mashhad, Dept Math, Mashhad, Iran