Adaptive Chebyshev Neural Network Control for Ventilator Model under the Complex Mine Environment
Joint Authors
Liu, Ranhui
Hu, Xinyan
Zhang, Chengyuan
Liu, Chuanxi
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-27
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
Ventilator is important equipment for mines as it safeguards the lives under the shaft and ensures other equipment’s proper functioning by providing fresh air.
Therefore, how to effectively control the ventilator system becomes more significant.
In order to acquire the commonly used model and control strategy for ventilator systems, a new universal ventilator model is established based on the blast capacity differential pressure in the ventilating duct and the ventilator motor model.
Then, an adaptive Chebyshev neural network (ACNN) controller is proposed to effectively control the ventilator system where the unknown load torque and the unknown disturbance caused by the complex environment under the shaft are approximated by the Chebyshev neural network (CNN).
Afterwards, an appropriate Lyapunov function candidate is designed to guarantee the stability of the proposed controller and the closed-loop ventilator system.
Finally, the ACNN controller has been demonstrated to be effective in terms of validity and precision for the new proposed ventilator model through the simulations.
American Psychological Association (APA)
Liu, Ranhui& Hu, Xinyan& Zhang, Chengyuan& Liu, Chuanxi. 2020. Adaptive Chebyshev Neural Network Control for Ventilator Model under the Complex Mine Environment. Complexity،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1145871
Modern Language Association (MLA)
Liu, Ranhui…[et al.]. Adaptive Chebyshev Neural Network Control for Ventilator Model under the Complex Mine Environment. Complexity No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1145871
American Medical Association (AMA)
Liu, Ranhui& Hu, Xinyan& Zhang, Chengyuan& Liu, Chuanxi. Adaptive Chebyshev Neural Network Control for Ventilator Model under the Complex Mine Environment. Complexity. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1145871
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1145871