Application of Levenberg-Marquardt algorithm in the Brillouin spectrum fitting

被引:19
|
作者
Zhang, Chuankai [1 ]
Yang, Yuanhong [1 ]
Li, Anqi [1 ]
机构
[1] Beijing Univ Aeronaut & Astronaut, Sch Instrumentat Sci & Optoelect Engn, Dept Measurement Control & Informat Technol, Beijing 100083, Peoples R China
来源
SEVENTH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND CONTROL TECHNOLOGY: OPTOELECTRONIC TECHNOLOGY AND INSTUMENTS, CONTROL THEORY AND AUTOMATION, AND SPACE EXPLORATION | 2008年 / 7129卷
关键词
spontaneous brillouin scatting; distributed temperature sensing; Voigt function; pseudo-Voigt function; Levenberg-Marquardt algorithm; nonlinear curve fitting;
D O I
10.1117/12.807646
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Brillouin distributed optical fiber sensing system based on spontaneous Brillouin scattering frequency shift measurement may measure temperature in the optical fiber, due to the dependence of spontaneous Brillouin scattering frequency shift on temperature. In this paper, nonlinear theoretical models of the Brillouin spectrum in the BOTDR temperature sensing system are analyzed. The model parameters are optimized with Levenberg-Marquardt algorithm. By numerical calculation, it is indicated that pseudo-Voigt function can approach approximated the Voigt profile well and quickly.
引用
收藏
页数:7
相关论文
共 50 条
  • [21] LOCAL LEVENBERG-MARQUARDT ALGORITHM FOR LEARNING FEEDFORWAD NEURAL NETWORKS
    Bilski, Jaroslaw
    Kowalczyk, Bartosz
    Marchlewska, Alina
    Zurada, Jacek M.
    JOURNAL OF ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING RESEARCH, 2020, 10 (04) : 299 - 316
  • [22] Method of vertical parallax reduction combined with Levenberg-Marquardt algorithm
    Li Qing-yu
    Zhao Yan
    Wang Shi-gang
    CHINESE OPTICS, 2016, 9 (03): : 312 - 319
  • [23] Application of hybrid metaheuristic with Levenberg-Marquardt algorithm for 6-dimensional magnetic localization
    Memduh Suveren
    Rustu Akay
    Mustafa Yusuf Yildirim
    Muzaffer Kanaan
    Evolving Systems, 2022, 13 : 849 - 867
  • [24] The Research of Levenberg-Marquardt Algorithm in Curve Fittings on Multiple GPUs
    Zhang, Lingjie
    Zhao, Ying
    Hou, Kaixi
    TRUSTCOM 2011: 2011 INTERNATIONAL JOINT CONFERENCE OF IEEE TRUSTCOM-11/IEEE ICESS-11/FCST-11, 2011, : 1355 - 1360
  • [25] A NEW DAMPING STRATEGY OF LEVENBERG-MARQUARDT ALGORITHM FOR MULTILAYER PERCEPTRONS
    Kwak, Young-tae
    Hwang, Ji-won
    Yoo, Cheol-jung
    NEURAL NETWORK WORLD, 2011, 21 (04) : 327 - 340
  • [26] AN INTEGRATION METHOD OF A HYBRID GENETIC ALGORITHM AND THE LEVENBERG-MARQUARDT ALGORITHM FOR ULTRASONIC TESTING
    Li, Xiang
    Jia, Jiuhong
    Yang, Dongxu
    Gu, Yiqing
    METROLOGY AND MEASUREMENT SYSTEMS, 2024, 31 (01) : 165 - 177
  • [27] Application of the Levenberg-Marquardt Algorithm in Solving the Economic Emission Dispatch Problem Integrating Renewable Energy
    Dridi, Tawba
    Jouini, Houda
    Mami, Abdelkader
    El Mhamedi, Abderrahman
    Dafaoui, El Mouloudi
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2022, 12 (04) : 8850 - 8855
  • [28] Novel Levenberg-Marquardt based learning algorithm for unmanned aerial vehicles
    Sarabakha, Andriy
    Imanberdiyev, Nursultan
    Kayacan, Erdal
    Khanesar, Mojtaba Ahmadieh
    Hagras, Hani
    INFORMATION SCIENCES, 2017, 417 : 361 - 380
  • [29] Optimization of projection matrix between cameras based on Levenberg-Marquardt algorithm
    Zhang, Lei
    Zheng, Shubin
    Chai, Xiaodong
    Xu, Qingxia
    Zi, Anqi
    Journal of Information and Computational Science, 2015, 12 (04): : 1607 - 1614
  • [30] Application of backpropagation neural network based on levenberg-marquardt algorithm in detection of fraudulent financial statements
    Deng Qingshan
    Mei Guoping
    ADVANCED COMPUTER TECHNOLOGY, NEW EDUCATION, PROCEEDINGS, 2007, : 151 - 154