A Dynamic Health Assessment Approach for Shearer Based on Artificial Immune Algorithm
Joint Authors
Si, Lei
Tan, Chao
Xu, Xihua
Ji, Rui
Wang, Zhong-bin
Liu, Xin-hua
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2016, Issue 2016 (31 Dec. 2015), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-03-31
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
In order to accurately identify the dynamic health of shearer, reducing operating trouble and production accident of shearer and improving coal production efficiency further, a dynamic health assessment approach for shearer based on artificial immune algorithm was proposed.
The key technologies such as system framework, selecting the indicators for shearer dynamic health assessment, and health assessment model were provided, and the flowchart of the proposed approach was designed.
A simulation example, with an accuracy of 96%, based on the collected data from industrial production scene was provided.
Furthermore, the comparison demonstrated that the proposed method exhibited higher classification accuracy than the classifiers based on back propagation-neural network (BP-NN) and support vector machine (SVM) methods.
Finally, the proposed approach was applied in an engineering problem of shearer dynamic health assessment.
The industrial application results showed that the paper research achievements could be used combining with shearer automation control system in fully mechanized coal face.
The simulation and the application results indicated that the proposed method was feasible and outperforming others.
American Psychological Association (APA)
Wang, Zhong-bin& Xu, Xihua& Si, Lei& Ji, Rui& Liu, Xin-hua& Tan, Chao. 2016. A Dynamic Health Assessment Approach for Shearer Based on Artificial Immune Algorithm. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1099825
Modern Language Association (MLA)
Wang, Zhong-bin…[et al.]. A Dynamic Health Assessment Approach for Shearer Based on Artificial Immune Algorithm. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1099825
American Medical Association (AMA)
Wang, Zhong-bin& Xu, Xihua& Si, Lei& Ji, Rui& Liu, Xin-hua& Tan, Chao. A Dynamic Health Assessment Approach for Shearer Based on Artificial Immune Algorithm. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1099825
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099825