Ensemble Prediction Algorithm of Anomaly Monitoring Based on Big Data Analysis Platform of Open-Pit Mine Slope
Joint Authors
Lu, Caiwu
Gu, Qinghua
Jiang, Song
Lian, Minjie
Ruan, Shunling
Xie, Xuecai
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-01
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
With the diversification of pit mine slope monitoring and the development of new technologies such as multisource data flow monitoring, normal alert log processing system cannot fulfil the log analysis expectation at the scale of big data.
In order to make up this disadvantage, this research will provide an ensemble prediction algorithm of anomalous system data based on time series and an evaluation system for the algorithm.
This algorithm integrates multiple classifier prediction algorithms and proceeds classified forecast for data collected, which can optimize the accuracy in predicting the anomaly data in the system.
The algorithm and evaluation system is tested by using the microseismic monitoring data of an open-pit mine slope over 6 months.
Testing results illustrate prediction algorithm provided by this research can successfully integrate the advantage of multiple algorithms to increase the accuracy of prediction.
In addition, the evaluation system greatly supports the algorithm, which enhances the stability of log analysis platform.
American Psychological Association (APA)
Jiang, Song& Lian, Minjie& Lu, Caiwu& Gu, Qinghua& Ruan, Shunling& Xie, Xuecai. 2018. Ensemble Prediction Algorithm of Anomaly Monitoring Based on Big Data Analysis Platform of Open-Pit Mine Slope. Complexity،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1132648
Modern Language Association (MLA)
Jiang, Song…[et al.]. Ensemble Prediction Algorithm of Anomaly Monitoring Based on Big Data Analysis Platform of Open-Pit Mine Slope. Complexity No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1132648
American Medical Association (AMA)
Jiang, Song& Lian, Minjie& Lu, Caiwu& Gu, Qinghua& Ruan, Shunling& Xie, Xuecai. Ensemble Prediction Algorithm of Anomaly Monitoring Based on Big Data Analysis Platform of Open-Pit Mine Slope. Complexity. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1132648
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1132648