Rockburst Prediction Model Based on Entropy Weight Integrated with Grey Relational BP Neural Network

Joint Authors

Fang, Yong
Zheng, Yuchao
Zhong, Heng
Zhang, Wensheng
Liu, Kai
Fang, Jing

Source

Advances in Civil Engineering

Issue

Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-8, 8 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2019-05-02

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Civil Engineering

Abstract EN

A rockburst prediction model of the entropy weight grey relational backpropagation (BP) neural network is developed.

The model needs to select the evaluation factors according to the engineering practice and establish the sample library.

The entropy weight method is used to calculate the objective weight of the characteristic factors, and the similarity between the samples is calculated by the combination of grey relational theory and the entropy method.

The training sample of the BP neural network is selected by threshold determination.

Finally, we use the trained neural network to estimate the rockburst intensity grade of samples to be tested.

This model is applied to the rockburst prediction of Qamchiq tunnel project, and the prediction results are in good agreement with the actual conditions of the subsequent construction, thus verifying the feasibility and effectiveness of the model in the rockburst prediction.

American Psychological Association (APA)

Zheng, Yuchao& Zhong, Heng& Fang, Yong& Zhang, Wensheng& Liu, Kai& Fang, Jing. 2019. Rockburst Prediction Model Based on Entropy Weight Integrated with Grey Relational BP Neural Network. Advances in Civil Engineering،Vol. 2019, no. 2019, pp.1-8.
https://search.emarefa.net/detail/BIM-1115967

Modern Language Association (MLA)

Zheng, Yuchao…[et al.]. Rockburst Prediction Model Based on Entropy Weight Integrated with Grey Relational BP Neural Network. Advances in Civil Engineering No. 2019 (2019), pp.1-8.
https://search.emarefa.net/detail/BIM-1115967

American Medical Association (AMA)

Zheng, Yuchao& Zhong, Heng& Fang, Yong& Zhang, Wensheng& Liu, Kai& Fang, Jing. Rockburst Prediction Model Based on Entropy Weight Integrated with Grey Relational BP Neural Network. Advances in Civil Engineering. 2019. Vol. 2019, no. 2019, pp.1-8.
https://search.emarefa.net/detail/BIM-1115967

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1115967