A Comparison of Mine Seismic Discriminators Based on Features of Source Parameters to Waveform Characteristics
Joint Authors
Dong, Longjun
Ma, Ju
Zhao, Guoyan
Chen, Guanghui
Zhang, Chuxuan
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-05-21
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
To find efficient methods for classifying mine seismic events, two features extraction approaches were proposed.
Features of source parameters including the seismic moment, the seismic energy, the energy ratio of S- to P-wave, the static stress drop, time of occurrence, and the number of triggers were selected, counted, and analyzed in approach I.
Waveform characteristics consisting of two slope values and the coordinates of the first peak and the maximum peak were extracted as the discriminating parameters in approach II.
The discriminating performance of the two approaches was compared and discussed by applying the Bayes discriminant analysis to the characteristic parameters extracted.
Classification results show that 83.5% of the original grouped cases are correctly classified by approach I, and 97.1% of original grouped cases are correctly classified by approach II.
The advantages and limitations pertaining to each classifier were discussed by plotting the event magnitude versus sample number.
Comparative analysis shows that the proposed method of approach II not only has a low misjudgment rate but also displays relative constancy when the testing samples fluctuate with seismic magnitude and energy.
American Psychological Association (APA)
Ma, Ju& Zhao, Guoyan& Dong, Longjun& Chen, Guanghui& Zhang, Chuxuan. 2015. A Comparison of Mine Seismic Discriminators Based on Features of Source Parameters to Waveform Characteristics. Shock and Vibration،Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1078395
Modern Language Association (MLA)
Ma, Ju…[et al.]. A Comparison of Mine Seismic Discriminators Based on Features of Source Parameters to Waveform Characteristics. Shock and Vibration No. 2015 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1078395
American Medical Association (AMA)
Ma, Ju& Zhao, Guoyan& Dong, Longjun& Chen, Guanghui& Zhang, Chuxuan. A Comparison of Mine Seismic Discriminators Based on Features of Source Parameters to Waveform Characteristics. Shock and Vibration. 2015. Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1078395
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1078395