基于三次样条插值和遗传算法的光纤传感器的平面曲线重构
Plane Curve Reconstruction of Fiber Optic Sensors Based on Cubic Spline Interpolation and Genetic Algorithm
摘要: 随着我国光纤及光通信技术不断发展,光纤传感技术这种新型传感器技术也不断发展起来。本文通过分析处理固定间距传感器的波长测量数据,构建三次样条插值模型来估算平面光栅各个传感点的曲率,并在此基础上通过牛顿法和遗传算法进一步重构平面曲线并分析其特点以及重构曲线与原始曲线出现误差的原因。最后分别对模型进行了检验和灵敏度分析,验证了模型的合理性和有效性。
Abstract: With the continuous advancement of fiber and optical communication technologies in China, fiber optic sensing technology, a new type of sensor technology, is also developing rapidly. This paper constructs a cubic spline interpolation model by analyzing and processing the wavelength measurement data of sensors with fixed spacing to estimate the curvature at each sensing point on the plane grating. Based on this, the Newton method and genetic algorithm are used to further reconstruct the plane curve, and the characteristics of the curve, as well as the reasons for the errors between the reconstructed curve and the original curve, are analyzed. Finally, the model is tested and sensitivity analysis is conducted to validate the rationality and effectiveness of the model.
文章引用:胡登豪, 林旭旭, 刘军, 陈展明. 基于三次样条插值和遗传算法的光纤传感器的平面曲线重构[J]. 应用数学进展, 2025, 14(6): 434-443. https://doi.org/10.12677/aam.2025.146332

参考文献

[1] 田金容. 基于多芯光纤和光频域反射的三维曲线重构方法研究[D]: [硕士学位论文]. 武汉: 华中科技大学, 2022.
[2] 程文胜. 基于超弱光纤光栅的曲线重构方法研究[D]: [硕士学位论文]. 宜昌: 三峡大学, 2021.
[3] 冯荻. 基于光纤光栅应变传感的结构变形重构技术研究[D]: [硕士学位论文]. 大连: 大连理工大学, 2020.
[4] 陶婷. 三次样条插值函数稳定性分析及其应用[D]: [硕士学位论文]. 成都: 成都理工大学, 2021.
[5] 王雪峰. 用于函数优化问题的实数编码遗传算法的改进及并行化实现[D]: [硕士学位论文]. 保定: 河北大学, 2019.
[6] 王乐成, 赫亚兰, 韩新丽, 等. 对牛顿迭代法的改进[J]. 高师理科学刊, 2020, 40(3): 23-26.
[7] 孙玉泉. 平面曲线弧长计算中的近似问题[J]. 兰州文理学院学报, 2014, 28(4): 26-29.