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Constant Cutting-Power Control of Shearer Based on Neural Network Model Predictive Control

Authors :
Hai Yan Wu
You Jun Zhao
Yuan Hua Zhou
Hong Wei Ma
Source :
Advanced Materials Research. 823:340-344
Publication Year :
2013
Publisher :
Trans Tech Publications, Ltd., 2013.

Abstract

To solve the problem of constant power control of shearer cutting machine, the nonlinear predictive control method based on Neural Network was proposed in this thesis. In the method, the cutting current was used to identify the cutting load, and the Neural Network was used to predict and control the traction speed. A Neural Network model was built by the current and speed to control the cutting power of shearer. In MATLAB, the field data was used to simulate and the simulation verify the proposed scheme is better than PID method.

Details

ISSN :
16628985
Volume :
823
Database :
OpenAIRE
Journal :
Advanced Materials Research
Accession number :
edsair.doi...........9dcc0a05947ee23eb4c67390731c6916
Full Text :
https://doi.org/10.4028/www.scientific.net/amr.823.340