An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process

In order to reduce the enlargement of coal floor deformation and the manual adjustment frequency of rocker arms, an improved approach through integration of improved genetic algorithm and fuzzy logic control (GFLC) method is proposed. The enlargement of coal floor deformation is analyzed and a model...

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Autores principales: Tan, Chao, Xu, Rongxin, Wang, Zhongbin, Si, Lei, Liu, Xinhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4863090/
https://www.ncbi.nlm.nih.gov/pubmed/27217824
http://dx.doi.org/10.1155/2016/3973627
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author Tan, Chao
Xu, Rongxin
Wang, Zhongbin
Si, Lei
Liu, Xinhua
author_facet Tan, Chao
Xu, Rongxin
Wang, Zhongbin
Si, Lei
Liu, Xinhua
author_sort Tan, Chao
collection PubMed
description In order to reduce the enlargement of coal floor deformation and the manual adjustment frequency of rocker arms, an improved approach through integration of improved genetic algorithm and fuzzy logic control (GFLC) method is proposed. The enlargement of coal floor deformation is analyzed and a model is built. Then, the framework of proposed approach is built. Moreover, the constituents of GA such as tangent function roulette wheel selection (Tan-RWS) selection, uniform crossover, and nonuniform mutation are employed to enhance the performance of GFLC. Finally, two simulation examples and an industrial application example are carried out and the results indicate that the proposed method is feasible and efficient.
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spelling pubmed-48630902016-05-23 An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process Tan, Chao Xu, Rongxin Wang, Zhongbin Si, Lei Liu, Xinhua Comput Intell Neurosci Research Article In order to reduce the enlargement of coal floor deformation and the manual adjustment frequency of rocker arms, an improved approach through integration of improved genetic algorithm and fuzzy logic control (GFLC) method is proposed. The enlargement of coal floor deformation is analyzed and a model is built. Then, the framework of proposed approach is built. Moreover, the constituents of GA such as tangent function roulette wheel selection (Tan-RWS) selection, uniform crossover, and nonuniform mutation are employed to enhance the performance of GFLC. Finally, two simulation examples and an industrial application example are carried out and the results indicate that the proposed method is feasible and efficient. Hindawi Publishing Corporation 2016 2016-04-27 /pmc/articles/PMC4863090/ /pubmed/27217824 http://dx.doi.org/10.1155/2016/3973627 Text en Copyright © 2016 Chao Tan et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Tan, Chao
Xu, Rongxin
Wang, Zhongbin
Si, Lei
Liu, Xinhua
An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process
title An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process
title_full An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process
title_fullStr An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process
title_full_unstemmed An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process
title_short An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process
title_sort improved genetic fuzzy logic control method to reduce the enlargement of coal floor deformation in shearer memory cutting process
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4863090/
https://www.ncbi.nlm.nih.gov/pubmed/27217824
http://dx.doi.org/10.1155/2016/3973627
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