Taguchi方法用于优化光学纤维中的非线性脉冲传播
The Taguchi method for optimizing nonlinear pulse propagation in optical fibers
AI总结：
本文提出Taguchi方法用于优化光学纤维中的非线性脉冲传播，通过正交数组实现快速收敛，并通过两个典型问题验证其有效性。
摘要：
理解非线性脉冲在光学纤维中的传播特性已经导致了在光学通信、传感和生物光子学等领域中的多个重要应用。在这方面，使用适当的优化策略以达到所需的性能参数是一个关键方面。在本文中，我们提出Taguchi方法作为一种可行的工具，用于优化光学纤维中的非线性脉冲传播。我们证明了其使用正交数组能够快速收敛到所需的脉冲参数，通过优先考虑利用而非探索，甚至可以更快地收敛。我们通过两个来自该领域的知名问题来演示该方法的应用——引导中心孤子和在色散减少光纤中的孤子顺序保持，这有助于突出其显著特征，并展示其在非线性脉冲传播问题中的解决方案发现潜力。
英文摘要：
Understanding the nuances of nonlinear pulse propagation in optical fibers has led to several impactful applications across domains like optical communications, sensing and biophotonics. A key aspect in this regard is the use of appropriate optimization strategies for attaining requisite performance parameters. In this paper, we present the Taguchi method as a viable tool for optimizing nonlinear pulse propagation in optical fibers. We show that its use of the orthogonal arrays leads to rapid convergences to the desired pulse parameters, with even faster convergences obtained by favouring exploitation over exploration. We demonstrate the application of the method using two well-known problems from the field - the guiding center soliton, and soliton order conservation in dispersion decreasing fibers - which serve to underscore its salient features and also its potential for solution discovery across nonlinear pulse propagation problems.
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