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Numerical simulations for G-Brownian motion 被引量:4

Numerical simulations for G-Brownian motion
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摘要 This paper is concerned with numerical simulations for the G- Brownian motion (defined by S. Peng in Stochastic Analysis and Applications, 2007, 541-567). By the definition of the G-normal distribution, we first show that the G-Brownian motions can be simulated by solving a certain kind of Hamilton-Jacobi-Bellman (HJB) equations. Then, some finite difference methods are designed for the corresponding HJB equations. Numerical simulation results of the G-normal distribution, the G-Brownian motion, and the corresponding quadratic variation process are provided, which characterize basic properties of the G-Brownian motion. We believe that the algorithms in this work serve as a fundamental tool for future studies, e.g., for solving stochastic differential equations (SDEs)/stochastic partial differential equations (SPDEs) driven by the G-Brownian motions. This paper is concerned with numerical simulations for the G- Brownian motion (defined by S. Peng in Stochastic Analysis and Applications, 2007, 541-567). By the definition of the G-normal distribution, we first show that the G-Brownian motions can be simulated by solving a certain kind of Hamilton-Jacobi-Bellman (HJB) equations. Then, some finite difference methods are designed for the corresponding HJB equations. Numerical simulation results of the G-normal distribution, the G-Brownian motion, and the corresponding quadratic variation process are provided, which characterize basic properties of the G-Brownian motion. We believe that the algorithms in this work serve as a fundamental tool for future studies, e.g., for solving stochastic differential equations (SDEs)/stochastic partial differential equations (SPDEs) driven by the G-Brownian motions.
出处 《Frontiers of Mathematics in China》 SCIE CSCD 2016年第6期1625-1643,共19页 中国高等学校学术文摘·数学(英文)
基金 Acknowledgements The authors would like to thank the referees for their valuable comments, which improved the paper a lot. This work was partially supported by the National Natural Science Foundations of China (Grant Nos. 11171189, 11571206).
关键词 Nonlinear expectation G-Brownian motion G-normal distribu- tion Hamilton-Jacobi-Bellman (HJB) equation Nonlinear expectation, G-Brownian motion, G-normal distribu- tion, Hamilton-Jacobi-Bellman (HJB) equation
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