Coal-Rock Interface Identification Method Based on Dimensionless Parameters and Support Vector Machine

Author:

Li Yi Ming1,Liu Er Meng1,Xue Guang Hui1,Miao Wu1

Affiliation:

1. China University of Mining and Technology (Beijing)

Abstract

In order to identify the Coal-Rock interface of mechanized caving mining, a new method based on dimensionless parameters and support vector machine is proposed. Detect the acoustic pressure signal of the tail beam of the hydraulic support, extract the dimensionless parameters of acoustic pressure signal peak factor C、pulse factor I、margin factor、skewness factor P、kurtosis factor K and form factor S to construct the feature vectors , as support vector machine training samples to establish classifier for identifying the Coal-Rock interface. The experimental result shows that feature vectors constructed by the dimensionless parameters input support vector machine can automatically identify the Coal-Rock interface. It provides a new thinking and method for the study of Coal-Rock interface identification.

Publisher

Trans Tech Publications, Ltd.

Reference5 articles.

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3. Wang Bao-Ping,Wang Zeng-Cai,Zhang Wang-Zhi. Coal-Rock interface recognition method based on EMD and Neural Network [J]. Journal of Vibration , Measurement & Diagnosis,2012,32(4):586-590.

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