Prediction Model of Collapse Risk Based on Information Entropy and Distance Discriminant Analysis Method

Joint Authors

He, Hujun
An, Le
Liu, Wei
Zhang, Jian

Source

Mathematical Problems in Engineering

Issue

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

Publisher

Hindawi Publishing Corporation

Publication Date

2017-08-23

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Civil Engineering

Abstract EN

The prediction and risk classification of collapse is an important issue in the process of highway construction in mountainous regions.

Based on the principles of information entropy and Mahalanobis distance discriminant analysis, we have produced a collapse hazard prediction model.

We used the entropy measure method to reduce the influence indexes of the collapse activity and extracted the nine main indexes affecting collapse activity as the discriminant factors of the distance discriminant analysis model (i.e., slope shape, aspect, gradient, and height, along with exposure of the structural face, stratum lithology, relationship between weakness face and free face, vegetation cover rate, and degree of rock weathering).

We employ postearthquake collapse data in relation to construction of the Yingxiu-Wolong highway, Hanchuan County, China, as training samples for analysis.

The results were analyzed using the back substitution estimation method, showing high accuracy and no errors, and were the same as the prediction result of uncertainty measure.

Results show that the classification model based on information entropy and distance discriminant analysis achieves the purpose of index optimization and has excellent performance, high prediction accuracy, and a zero false-positive rate.

The model can be used as a tool for future evaluation of collapse risk.

American Psychological Association (APA)

He, Hujun& An, Le& Liu, Wei& Zhang, Jian. 2017. Prediction Model of Collapse Risk Based on Information Entropy and Distance Discriminant Analysis Method. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-8.
https://search.emarefa.net/detail/BIM-1192514

Modern Language Association (MLA)

He, Hujun…[et al.]. Prediction Model of Collapse Risk Based on Information Entropy and Distance Discriminant Analysis Method. Mathematical Problems in Engineering No. 2017 (2017), pp.1-8.
https://search.emarefa.net/detail/BIM-1192514

American Medical Association (AMA)

He, Hujun& An, Le& Liu, Wei& Zhang, Jian. Prediction Model of Collapse Risk Based on Information Entropy and Distance Discriminant Analysis Method. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-8.
https://search.emarefa.net/detail/BIM-1192514

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1192514