利用多目标灰狼算法优化 P2O5 掺杂光纤中的宽带分立拉曼放大器

IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Optical Fiber Technology Pub Date : 2024-11-04 DOI:10.1016/j.yofte.2024.104023
Luís C.B. Silva, Helder R.O. Rocha, Marcelo E.V. Segatto, Carlos E.S. Castellani
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引用次数: 0

摘要

本文展示了如何使用多目标灰狼算法优化掺 P2O5 光纤中的分立拉曼放大器(DRA)。具体来说,多目标灰狼算法与分立拉曼放大器相结合,以实现增益最大化和纹波最小化。本研究采用的掺 P2O5 光纤的拉曼增益系数谱具有多个不同频移的峰值。与拉曼增益光谱中只有一个峰值的光纤相比,这种光纤的组合方式更为复杂。因此,即使使用较少的泵浦,这种光纤产生的增益曲线也有可能具有更高的可调性。因此,本文对这一事实进行了探讨,据我们所知,这是科学文献中首次对掺 P2O5 的光纤中的宽带分立拉曼放大器进行专门的优化处理。这种光纤的增益曲线与传统的标准光纤不同,因此只需使用 3 个泵浦,就能设计出波长从 1530 nm 到 1675 nm 的宽带分立拉曼放大器,覆盖 C+L+U 波段,保持高达 8 dB 的纹波和 14 dB 的净增益。此外,这项研究还通过对比分析首次证明,在优化掺 P2O5 光纤中的 DRA 时,多目标灰狼算法的性能优于标准和著名的非支配排序遗传优化算法。所提出的 DRA 是一种可行、低成本和简单的替代方案,可用于为未来的高带宽和宽带波分复用(WDM)通信系统、网络基础设施(如数据中心、海底光缆、5G 及其他)以及前沿研究应用构建光纤放大器。
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Optimization of a wideband discrete Raman amplifier in a P2O5-doped optical fiber using multi-objective grey wolf algorithm
This paper demonstrates the use of the multi-objective grey wolf algorithm to optimize a discrete Raman amplifier (DRA) in a P2O5-doped optical fiber. Specifically, the multi-objective grey wolf algorithm is combined with the DRA to carry out a process that seeks to maximize the gain and minimize the ripple. The P2O5-doped optical fiber employed in this study has a Raman gain coefficient spectrum with multiple peaks with different frequency shifts. This allows them to be combined in more complex ways than optical fibers with a single peak in the Raman gain spectrum. Consequently, the gain curve produced with this fiber has the potential to be more adjustable even when fewer pumps are used. Thus, this paper explores this fact to perform, to the best of our knowledge, the first specialized optimization process reported in the scientific literature of a wideband discrete Raman amplifier in a P2O5-doped optical fiber. With a different gain profile of this fiber compared to those of traditional standard optical fibers, it was possible to design a wideband DRA, going from 1530 nm to 1675 nm, covering C+L+U bands, maintaining a ripple of up to 8 dB with a net gain of 14 dB using only 3 pumps. Moreover, this work demonstrates for the first time, through a comparative analysis, that the multi-objective grey wolf algorithm performs better than the standard and well-known non-dominated sorting genetic optimization algorithm to optimize a DRA in a P2O5-doped optical fiber. The proposed DRA is a feasible, low-cost, and simple alternative for building fiber amplifiers for future high-bandwidth and wideband wavelength division multiplexing (WDM) communication systems, network infrastructures such as data centers, undersea cables, 5G and beyond, and cutting-edge research applications.
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来源期刊
Optical Fiber Technology
Optical Fiber Technology 工程技术-电信学
CiteScore
4.80
自引率
11.10%
发文量
327
审稿时长
63 days
期刊介绍: Innovations in optical fiber technology are revolutionizing world communications. Newly developed fiber amplifiers allow for direct transmission of high-speed signals over transcontinental distances without the need for electronic regeneration. Optical fibers find new applications in data processing. The impact of fiber materials, devices, and systems on communications in the coming decades will create an abundance of primary literature and the need for up-to-date reviews. Optical Fiber Technology: Materials, Devices, and Systems is a new cutting-edge journal designed to fill a need in this rapidly evolving field for speedy publication of regular length papers. Both theoretical and experimental papers on fiber materials, devices, and system performance evaluation and measurements are eligible, with emphasis on practical applications.
期刊最新文献
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