首页> 外文期刊>International Journal of Materials, Mechanics and Manufacturing >Coupling Efficiency Optimization for the Optical Fiber Lens with Oval-Shaped Endfaces by Applying Uniform Design and Kriging Interpolation
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Coupling Efficiency Optimization for the Optical Fiber Lens with Oval-Shaped Endfaces by Applying Uniform Design and Kriging Interpolation

机译:椭圆形封端的耦合效率优化通过应用均匀设计和克里格插值

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The purpose of this study is to optimize the coupling efficiency of an optical fiber lens by applying the uniform design of experiments and Kriging interpolation methods. A third-generation optical fiber endface polishing machine is applied to polish the optical fiber endfaces into oval shapes. A type-36 optical fiber fusion splicer is used to fuse the optical fibers into a lens. In the polishing process, the control factors are polishing angle, feeding rate, and rotation speed. Firstly, the uniform design of experiments method is used to construct a set of experiments. The constructed experiments are scattered uniformly in the design space formed by the control factors. Secondly, the coupling efficiency of the lens in each experiment is measured using a 980 nm laser diode and a power meter. Thirdly, the Kriging interpolation method is used to transform the discrete data of coupling efficiency into a continuous surrogate model of coupling efficiency. Finally, a mixed optimization algorithm combining a global search algorithm, genetic algorithm (GA), and a local search algorithm, Nelder-Mead simplex (NMS) algorithm, is used to optimize the coupling efficiency. The optimal solutions of polishing angle, feeding rate, and rotation speed are 56°, 289 rpm, and 52 μm/rev, respectively. By integrating the uniform design of experiments method and Kriging interpolation method, the coupling efficiency of the optical fiber lens can be improved from 60.89% to 79.63%. The improved rate of the coupling efficiency is 30.8%.
机译:本研究的目的是通过应用实验和Kriging插值方法的均匀设计来优化光纤镜片的耦合效率。第三代光纤端面抛光机施加以将光纤封端抛光成椭圆形。 36型光纤熔接器用于将光纤熔化到透镜中。在抛光过程中,控制因子是抛光角,馈电速率和转速。首先,使用实验方法的均匀设计来构建一组实验。构造的实验均匀地散布在由控制因子形成的设计空间中。其次,使用980nm激光二极管和功率计测量每个实验中透镜的耦合效率。第三,Kriging插值方法用于将耦合效率的离散数据转换为连续的偶联效率模型。最后,使用组合全局搜索算法,遗传算法(GA)和本地搜索算法,Nelder-Mead Simplex(NMS)算法的混合优化算法,用于优化耦合效率。抛光角,进给速率和旋转速度的最佳解决方案分别为56°,289rpm和52μm/ ref。通过整合实验方法和Kriging插值方法的均匀设计,光纤透镜的耦合效率可以从60.89%提高到79.63%。耦合效率的提高率为30.8%。

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