Multi-parameter demodulation for temperature, salinity and pressure sensor in seawater based on the semi-encapsulated microfiber Mach-Zehnder interferometer

被引:30
|
作者
Liu, Jichao [1 ]
Hou, Yunfei [1 ]
Wang, Jing [1 ]
Zhong, Guoqiang [2 ]
Zhang, Lihui [1 ]
Zhuang, Funa [1 ]
Yu, Lijun [1 ]
Wang, Shanshan [1 ]
机构
[1] Ocean Univ China, Sch Phys & Optoelect Engn, Opt & Optoelect Lab, Qingdao 266100, Peoples R China
[2] Ocean Univ China, Sch Comp Sci & Technol, Qingdao 266100, Peoples R China
关键词
Multi-parameter sensing; Temperature; salinity and pressure in seawater; Support vector regression; PSO-SVR; FIBER; PREDICTION;
D O I
10.1016/j.measurement.2022.111213
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Semi-encapsulated microfiber Mach-Zehnder interferometer is designed and developed for temperature, salinity and pressure (TSP) sensing in seawater. Based on the theoretical analysis, sensing experiment is performed with typical sensitivities of-2312 pm/celcius, 631 pm/parts per thousand, and 3775 pm/MPa, respectively. To demodulate the signal with cross-sensitivity, sensitivity matrix method (SMM) and machine learning method (MLM) are used, respectively. By 25 tests under arbitrary TSP, relatively low errors of about 19.14 %, 4.01 % and 15.75 % are obtained based on the support vector regression (SVR) model. In addition, non-linear dependence of sensitivity on surrounding, SMM accuracy on sensing dips, stability of prediction and influence of the dataset used in training are also investigated. Finally, combination of SMM and MLM is realized, which shows relatively good performance for TSP measurement with errors of 10.67 %, 5.25 % and 16.76 %, respectively.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Encapsulation Research of Microfiber Mach-Zehnder Interferometer Temperature and Salinity Sensor in Seawater
    Zhang, Li-Hui
    Wang, Jing
    Liu, Ji-Chao
    Zhang, Jun-Cheng
    Hou, Yun-Fei
    Wang, Shan-Shan
    IEEE SENSORS JOURNAL, 2021, 21 (20) : 22803 - 22813
  • [2] Simultaneous Measurement of Pressure and Temperature in Seawater with PDMS Sealed Microfiber Mach-Zehnder Interferometer
    Hou, Yun-Fei
    Wang, Jing
    Wang, Xin
    Liao, Yi-Peng
    Yang, Lei
    Cai, En-Lin
    Wang, Shan-Shan
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2020, 38 (22) : 6412 - 6421
  • [3] High sensitivity temperature sensor using microfiber based Mach-Zehnder interferometer
    Liang, Ruibing
    Sun, Qizhen
    Wo, Jianghai
    Zhang, Jiejun
    Jia, Weihua
    Liu, Deming
    22ND INTERNATIONAL CONFERENCE ON OPTICAL FIBER SENSORS, PTS 1-3, 2012, 8421
  • [4] Current sensor based on inline microfiber Mach-Zehnder interferometer
    Jasim, A. A.
    Harun, S. W.
    Muhammad, M. Z.
    Arof, H.
    Ahmad, H.
    SENSORS AND ACTUATORS A-PHYSICAL, 2013, 192 : 9 - 12
  • [5] Absolute Salinity Measurement Based on Microfiber Coaxial Mach-Zehnder Interferometer
    Li, Yu
    Wang, Jing
    Wang, Shanshan
    JOURNAL OF COASTAL RESEARCH, 2020, : 194 - 201
  • [6] Ocean exploration-oriented temperature and salinity sensor based on bend-insensitive microfiber Mach-Zehnder interferometer
    Yu, Lijun
    Wang, Jing
    Yin, Bo
    Liang, Honglin
    Zhao, Zhongze
    Zhuang, Funa
    Liu, Jichao
    Wang, Shanshan
    OPTICS EXPRESS, 2024, 32 (16): : 28130 - 28147
  • [7] Robust Strain Sensor with High Sensitivity Based on Polymer-Encapsulated Microfiber Mach-Zehnder Interferometer
    Xiao, Bin
    Zhuang, Funa
    Wang, Jing
    Yao, Zhongyu
    Wang, Shanshan
    POLYMERS, 2024, 16 (19)
  • [8] Mach-Zehnder interferometer for multi-parameter measurement sensor based on SMF-NCF-FMF-NCF-SMF
    Wu, Meng
    Zhang, Weihua
    Tong, Zhengrong
    Wang, Xue
    Zhao, Yeming
    Zhang, Jietong
    Yan, Gangxiao
    OPTIK, 2022, 249
  • [9] An acoustic sensor based on balloon-shaped microfiber Mach-Zehnder interferometer
    Zhu, Xiaojun
    Sun, Ang
    Pan, Yongquan
    Zhuang, Haoran
    Liu, Wen
    Cao, Juan
    Zhang, Guoan
    Yang, Yongjie
    Liang, Zhipeng
    Shi, Yuechun
    Wu, Wuming
    OPTICS AND LASER TECHNOLOGY, 2023, 164
  • [10] Joint multi-parameter measurement with a Mach-Zehnder interferometer assisted by parametric amplifiers
    Du, Wei
    Ou, Z. Y.
    2021 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO), 2021,