Affiliation:
1. School of Mathematics and Statistics, Northwestern Polytechnical University, Xi’an 710129, P. R. China
2. MIIT Key Laboratory of Dynamics and Control of Complex Systems, Northwestern Polytechnical University, Xi’an 710129, P. R. China
Abstract
In this paper, we put forward an improved version of the path integral (PI) method for the response statistics of single-degree-of-freedom (SDOF) system excited by Lévy noise. To overcome the problem of large amount of calculation and storage, the PI method is simplified and parallelized, which makes the PI method for SDOF system with Lévy noise feasible and efficient. As the key to the PI method, the short-time transition probability density function (PDF) of the SDOF system is derived and verified by proving that the PI solution satisfies the corresponding fractional Fokker–Planck–Kolmogorov (FPK) equation. The fractional FPK equation, which is the governing equation of the SDOF system, is derived through the characteristic function and the Chapman–Kolmogorov equation. To solve the problem of large storage and calculations in the PI method, we simplify the one-step iteration formula and perform parallel calculations on the simplified formula. The simplification of the one-step iteration formula reduces one-fold integration, thereby reducing the storage capacity of the one-step transition matrix. Parallel calculation by domain decomposition can effectively reduce the calculation time, which can be seen from the running time of two prototypical examples. Besides, to show the effectiveness of the improved PI method, Monte Carlo solutions and analytical solutions are used as reference solutions.
Funder
the NSF of China
the Key International (Regional) Joint Research Program of NSF of China
the Shaanxi Provincial Key R&D Program
the National Natural Science Foundation of China
Natural Science Basic Research Plan in Shaanxi Province
Innovation Foundation for Doctor Dissertation of NPU
Publisher
World Scientific Pub Co Pte Ltd
Subject
Mechanical Engineering,Mechanics of Materials,General Materials Science
Cited by
11 articles.
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