Earthquake Magnitude Prediction Model Based on the GEP Algorithm and Markov Chain

Qing Hua Chen; Zhi Liu

doi:10.4028/www.scientific.net/AMM.411-414.2130

Paper Titles

Application of Projection Pursuit Regression in Equipment Indemnificatory Valuation and Forecast
p.2111

Cluster-Composition Graphs: t/t-Diagnosabilty and its Application
p.2115

Using Petri Net to Plan Recognition
p.2119

Synthetical Efficient Ordering Method for Group Multiobjective Decision Marking
p.2125

Earthquake Magnitude Prediction Model Based on the GEP Algorithm and Markov Chain
p.2130

Improvement of the Delaunay-Tessellation Particle Tracking Algorithm in the Flow Visualization Research
p.2134

Research on the Key Technology of Agricultural Production and Market Information Matching System under the Cloud Computing Background
p.2141

The Preliminary Discussion about Key Problems of Cross-Organizational Business Process Collaboration
p.2148

Analysis of the Community Business Mode Based on Mobile Internet
p.2152

HomeApplied Mechanics and MaterialsApplied Mechanics and Materials Vols. 411-414Earthquake Magnitude Prediction Model Based on the...

Earthquake Magnitude Prediction Model Based on the GEP Algorithm and Markov Chain

Abstract:

This paper introduces a method which uses the gene expression programming algorithm to conduct multivariate nonlinear function modeling, which is applied in the earthquake magnitude prediction. The experiment shows that the prediction accuracy of the GEP is significantly higher than that of the neural network model. Finally, by using the non-delayed effects and stability of the earthquake magnitude prediction data, the state-transition matrix is obtained through the Markov chain, and the state interval and corresponding probability of the GEP model prediction are obtained. In this way, the credibility of the prediction results has been increased.

You might also be interested in these eBooks

View Preview

Info:

Periodical:

Applied Mechanics and Materials (Volumes 411-414)

Pages:

2130-2133

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.411-414.2130

Citation:

Cite this paper

Online since:

September 2013

Authors:

Qing Hua Chen, Zhi Liu

Keywords:

Earthquake Magnitude Prediction, Function Mining, Gene Expression Programming, Markov Chain

Export:

RIS, BibTeX

Price:

Permissions CCC:

Request Permissions

Permissions PLS:

Request Permissions

Сopyright:

Citation:

References

[1] Ferreira Candida. Gene Expression Programming: mathematical rnodeling by an artificial intelligence. Springer-Verlag, (2006).

Google Scholar

[2] Wenyin Gong, Zhihua Cai, Yadong Liu. Journal of System Simulation, 2006, 18(6): 1450-1454, in Chinese.

Google Scholar

[3] Zuo jie, Tang Chang jie. Time Series Prediction based on Gene Expression Programming[C]. Processing of the 5th international Conference of Web Information Age 2004(WaiM04). LNCS3129. Berlin: Springer-verlag, 2004: 55-64.

Google Scholar

[4] Kai Zhu, Zhenglin Wang. Mastering Matlab Neural Network [M]. Beijing: Publishing House of Electronics Industry, 2010, in Chinese.

Google Scholar

[5] Zhijie Liu, Ling Ji. Journal of Tongji University(Natural Science), 2007, 35(5): 739-744, in Chinese.

Google Scholar