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

Tan C, Xu R, Wang Z, Si L, Liu X - Comput Intell Neurosci (2016)

Bottom Line: 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.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.

View Article: PubMed Central - PubMed

Affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China; Xuyi Mine Equipment and Materials R&D Center, China University of Mining & Technology, Huai'an, China.

ABSTRACT
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.

No MeSH data available.


Related in: MedlinePlus

Industrial application example of proposed method.
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fig18: Industrial application example of proposed method.

Mentions: In this section, a system based on proposed approach has been developed and applied in the field of coal mining face as shown in Figure 18.


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

Tan C, Xu R, Wang Z, Si L, Liu X - Comput Intell Neurosci (2016)

Industrial application example of proposed method.
© Copyright Policy
Related In: Results  -  Collection

License
Show All Figures
getmorefigures.php?uid=PMC4863090&req=5

fig18: Industrial application example of proposed method.
Mentions: In this section, a system based on proposed approach has been developed and applied in the field of coal mining face as shown in Figure 18.

Bottom Line: 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.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.

View Article: PubMed Central - PubMed

Affiliation: School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China; Xuyi Mine Equipment and Materials R&D Center, China University of Mining & Technology, Huai'an, China.

ABSTRACT
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.

No MeSH data available.


Related in: MedlinePlus