铣削系统运行优化算法研究

Wang Xiang-feng, Li Bo, Zhang Gang, Sun Li, Hu Jun-yu
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引用次数: 1

摘要

提出了一种铣削系统运行优化的方法。首先,利用支持向量机得到铣削单元消耗与其相关操作参数之间的关系。其次,利用遗传算法和复合算法对模型进行优化,得到了该铣削系统在不同工况下的最优运行参数,可以指导操作人员的操作;实验结果表明,该方法具有较高的建模精度和优化速度,并且具有良好的可靠性和效率。
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Research on Operation Optimization Algorithm of Milling System
A method of milling system operation optimization is proposed in this paper. First, use Support Vector Machine to get the relations between milling unit consumption and its related operation parameters. Second, optimize the model with the help of genetic algorithm and composite algorithm, and then optimal operation parameters of this milling system under different working conditions are got, which can guide the operator's operation. Tests show that this method has high modeling accuracy and optimization speed, also, it proves good reliability and efficiency.
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