Design of OMC-Sagnac Loop Using PDMS and Different Package Structures to Improve Sensing Performance and Optimize the Ill-Conditioned Matrix

灵敏度(控制系统) 解调 基质(化学分析) 聚二甲基硅氧烷 计算机科学 生物系统 过程(计算) 声学 控制理论(社会学) 算法 材料科学 电子工程 工程类 人工智能 物理 纳米技术 复合材料 电信 操作系统 频道(广播) 生物 控制(管理)
作者
Shumao Zhang,Yang Yu,Xiaoyang Hu,Qiang Bian,Dongying Wang,Junjie Weng,Jianqiao Liang,Linyi Wei,Peng Jiang,Hong Luo,Linfeng Yang,Junbo Yang,Zhenrong Zhang
出处
期刊:Sensors [MDPI AG]
卷期号:23 (10): 4655-4655 被引量:5
标识
DOI:10.3390/s23104655
摘要

In the process of ocean exploration, highly accurate and sensitive measurements of seawater temperature and pressure significantly impact the study of seawater’s physical, chemical, and biological processes. In this paper, three different package structures, V-shape, square-shape, and semicircle-shape, are designed and fabricated, and an optical microfiber coupler combined Sagnac loop (OMCSL) is encapsulated in these structures with polydimethylsiloxane (PDMS). Then, the temperature and pressure response characteristics of the OMCSL, under different package structures, are analyzed by simulation and experiment. The experimental results show that structural change hardly affects temperature sensitivity, and square-shape has the highest pressure sensitivity. In addition, with an input error of 1% F.S., temperature and pressure errors were calculated, which shows that a semicircle-shape structure can increase the angle between lines in the sensitivity matrix method (SMM), and reduce the effect of the input error, thus optimizing the ill-conditioned matrix. Finally, this paper shows that using the machine learning method (MLM) effectively improves demodulation accuracy. In conclusion, this paper proposes to optimize the ill-conditioned matrix problem in SMM demodulation by improving sensitivity with structural optimization, which essentially explains the cause of the large errors for multiparameter cross-sensitivity. In addition, this paper proposes to use the MLM to solve the problem of large errors in the SMM, which provides a new method to solve the problem of the ill-conditioned matrix in SMM demodulation. These have practical implications for engineering an all-optical sensor that can be used for detection in the ocean environment.

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