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首页> 外文期刊>International Journal of Machining and Machinability of Materials >Parametric optimisation of Nd:YAG laser micro-drilling of alumina using NSGA II
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Parametric optimisation of Nd:YAG laser micro-drilling of alumina using NSGA II

机译:使用NSGA II对氧化铝的Nd:YAG激光微钻进行参数优化

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摘要

Laser micro-drilling is potent enough to replace the mechanical removal methods in many industrial applications especially for machining of difficult-to-cut materials like ceramics and composites. In the present study, laser micro-drilling of alumina has been investigated experimentally. Nd:YAG laser of wavelength of 1.06 μm is used to investigate process parameters such as lamp current, pulse frequency, air pressure and pulse width. Response surface methodology is adapted to perform experimental design and also to develop the mathematical relationships relating input and output process parameters. Since the responses are conflicting in nature, it is difficult to obtain a single combination of cutting parameters satisfying both the objectives in any one solution. Therefore, it is essential to explore the optimisation landscape to generate the set of dominant solutions. Further, this study adapted non-dominated sorting genetic algorithm II (NSGA II) to optimise the responses such that a set of mutually dominant solutions are found.
机译:在许多工业应用中,激光微钻孔的能力足以替代机械去除方法,尤其是在加工难切削的材料(如陶瓷和复合材料)时。在本研究中,已经对氧化铝的激光微钻进行了实验研究。波长为1.06μm的Nd:YAG激光器用于研究工艺参数,例如灯电流,脉冲频率,气压和脉冲宽度。响应面方法学适用于进行实验设计,还可以发展与输入和输出过程参数相关的数学关系。由于响应本质上是冲突的,因此很难获得满足任何一个解决方案中两个目标的切削参数的单一组合。因此,探索优化环境以生成主导解决方案集至关重要。此外,本研究采用非支配排序遗传算法II(NSGA II)来优化响应,从而找到了一组相互主导的解。

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