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

机译：减少采煤机记忆切割过程中煤底板变形扩大的改进遗传模糊逻辑控制方法

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摘要

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.

机译：为了减少煤层变形的扩大和摇臂的手动调节频率，提出了一种改进遗传算法和模糊逻辑控制（GFLC）方法相结合的改进方法。分析了煤底板变形的扩大并建立了模型。然后，建立了所提出方法的框架。此外，GA的成分（例如切线功能轮盘选择（Tan-RWS）选择，均匀交叉和非均匀突变）被用来增强GFLC的性能。最后，通过两个仿真实例和一个工业应用实例，结果表明该方法是可行和有效的。

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期刊名称 Computational Intelligence and Neuroscience
作者
Chao Tan; Rongxin Xu; Zhongbin Wang; Lei Si; Xinhua Liu;
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作者单位

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年(卷),期 2016(2016),-1
年度 2016
页码 3973627
总页数 14
原文格式 PDF
正文语种
中图分类神经科学;
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1. An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process [J] . Tan Chao, Xu Rongxin, Wang Zhongbin, Computational intelligence and neuroscience . 2016,第Pta2期

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2. REDUCING CONTROL LATENCY IN DISTRIBUTED SHARED-MEMORY MULTIPROCESSOR SYSTEMS USING FUZZY LOGIC PREDICTION [J] . O.M. Al-Jarrah, A. Muhsen International Journal Of Modelling & Simulation . 2005,第1期

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4. Previewing control system of automatic height adjustment for drum-type coal excavator based on memory cutting with identification of object model by genetic algorithm [C] . Mu-Qin Tian, Shi-Bo Xiong . 2002

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7. An Improved Genetic Fuzzy Logic Control Method to Reduce the Enlargement of Coal Floor Deformation in Shearer Memory Cutting Process [O] . Chao Tan, Rongxin Xu, Zhongbin Wang, 2016

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

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