Analysis and Prediction on Vehicle Ownership Based on an Improved Stochastic Gompertz Diffusion Process

Joint Authors

Sun, Zhi-yuan
Lu, Huapu
Ma, He
Wang, Jing

Source

Journal of Advanced Transportation

Issue

Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-8, 8 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2017-07-11

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Civil Engineering

Abstract EN

This paper aims at introducing a new improved stochastic differential equation related to Gompertz curve for the projection of vehicle ownership growth.

This diffusion model explains the relationship between vehicle ownership and GDP per capita, which has been studied as a Gompertz-like function before.

The main innovations of the process lie in two parts: by modifying the deterministic part of the original Gompertz equation, the model can present the remaining slow increase when the S-shaped curve has reached its saturation level; by introducing the stochastic differential equation, the model can better fit the real data when there are fluctuations.

Such comparisons are carried out based on data from US, UK, Japan, and Korea with a time span of 1960–2008.

It turns out that the new process behaves better in fitting curves and predicting short term growth.

Finally, a prediction of Chinese vehicle ownership up to 2025 is presented with the new model, as China is on the initial stage of motorization with much fluctuations in growth.

American Psychological Association (APA)

Lu, Huapu& Ma, He& Sun, Zhi-yuan& Wang, Jing. 2017. Analysis and Prediction on Vehicle Ownership Based on an Improved Stochastic Gompertz Diffusion Process. Journal of Advanced Transportation،Vol. 2017, no. 2017, pp.1-8.
https://search.emarefa.net/detail/BIM-1170672

Modern Language Association (MLA)

Lu, Huapu…[et al.]. Analysis and Prediction on Vehicle Ownership Based on an Improved Stochastic Gompertz Diffusion Process. Journal of Advanced Transportation No. 2017 (2017), pp.1-8.
https://search.emarefa.net/detail/BIM-1170672

American Medical Association (AMA)

Lu, Huapu& Ma, He& Sun, Zhi-yuan& Wang, Jing. Analysis and Prediction on Vehicle Ownership Based on an Improved Stochastic Gompertz Diffusion Process. Journal of Advanced Transportation. 2017. Vol. 2017, no. 2017, pp.1-8.
https://search.emarefa.net/detail/BIM-1170672

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1170672