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Design optimization of orbital angular momentum fibers using the gray wolf optimizer

机译:灰狼优化器设计优化轨道角动量纤维

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Optical data communication based on the orbital angular momentum (OAM) of light is a recently proposed method to enhance the transmission capacity of optical fibers. This requires a new type of optical fiber, the main part of the optical communication system, to be designed. Typically, these fibers have a ring-shaped refractive index profile. We aim to find an optimized cross section refractive index profile for an OAM fiber in which the number of supported OAM modes (channels), mode purity, and the effective refractive index separation of OAM modes to other fibers modes are maximized. However, the complexity of the relationship between structural parameters and optical transmission properties of these fibers has resulted in the lack of a comprehensive analytical method to design them. In this paper, we investigate the process of designing OAM fibers and propose a framework to design such fibers by using artificial intelligence optimizers. It is worth mentioning here that this problem is intrinsically a multiobjective optimization problem, and the actual solution for such problems is not unique and leads to a set of optimum solutions. Therefore, at the end of the optimization process, a wide range of optimal designs will be obtained in which a trade-off is established in each of the solutions. We solve this problem with the multiobjective gray wolf optimizer (GWO) and compare the results with that of the single-objective GWO. The framework can easily find many optimal designs that support more than 20 OAM modes. The obtained results show that the proposed method is comprehensive and can optimize the structure of any OAM fibers. No human involvement, simplicity, and being straightforward are the main advantages of the proposed framework. (C) 2020 Optical Society of America
机译:基于轨道角动量(OAM)光的光学数据通信是最近提出的方法来提高光纤的传输容量。这需要一种新型的光纤,光学通信系统的主要部分。通常,这些纤维具有环形折射率分布。我们的目标是为OAM光纤找到优化的横截面折射率轮廓,其中支持的OAM模式(通道),模式纯度和OAM模式的有效折射率分离到其他纤维模式的数量。然而,这些纤维的结构参数和光学传输性能之间的关系的复杂性导致缺乏设计它们的综合分析方法。在本文中,我们研究了设计OAM纤维的过程,并提出了一种通过使用人工智能优化器设计这种纤维的框架。这里值得一提的是,这个问题是内在的一个多目标优化问题,而这样的问题的实际解决方案并不唯一,导致一组最佳解决方案。因此,在优化过程结束时,将获得广泛的最佳设计,其中在每个解决方案中建立折衷。我们用多目标灰狼优化器(GWO)解决了这个问题,并将结果与​​单目标GWO的结果进行比较。该框架可以轻松找到许多支持20多种OAM模式的最佳设计。所得结果表明,该方法是全面的,可以优化任何OAM纤维的结构。没有人类的参与,简单,并简单是所提出的框架的主要优点。 (c)2020美国光学学会

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    《Applied optics》 |2020年第20期|共10页
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