The Optimization Study of FBG Gaussian fitting Peak-detection Based on Levenberg-Marquardt Algorithm

被引:0
|
作者
Song, Furong [1 ]
Wei, Juntao [1 ]
Jiang, Mingshun [1 ]
Zhang, Lei [1 ]
Zhang, Faye [1 ]
Sui, Qingmei [1 ]
Tian, Yuan [1 ]
Sun, Wei [2 ]
机构
[1] Shandong Univ, Sch Control Sci & Engn, Jinan, Shandong, Peoples R China
[2] China Acad Space Technol, Inst Spacecraft Syst Engn, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
FBG; Peak-search Algorithm; Gaussian Fitting Algorithm; Levenberg-Marquardt Algorithm;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to find a more accurate and stable peak-detection algorithm of FBG, a method of solving the peak position by Gaussian Fitting Algorithm based on Levenberg-Marquardt Algorithm (LM) was studied. In this paper, the principles of Gaussian fitting and Levenberg-Marquardt algorithm are described, and their calculation steps in peak searching algorithm are given. The MOI's SM125 sensor demodulator is used to get full-spectrum data under different temperatures. We analyzed the influence of optical power threshold on peak finding accuracy, and got the optimal threshold. The full spectrum data intercepted by the optimal threshold is used to search peaks, and we compared result with the wavelength got by SM125. The fitting error line graph at different temperatures is drawn, and the algorithm's average fitting error is 1.33pm. The results showed that Gaussian-LM algorithm has the advantages of high accuracy, good stability, which is important to improve the demodulation accuracy.
引用
收藏
页码:3723 / 3727
页数:5
相关论文
共 50 条
  • [21] A New Robust Correntropy Based Levenberg-Marquardt Algorithm
    Heravi, Ahmad Reza
    Hodtani, Ghosheh Abed
    2016 IRAN WORKSHOP ON COMMUNICATION AND INFORMATION THEORY (IWCIT), 2016,
  • [22] Principle and Performance Analysis of the Levenberg-Marquardt Algorithm in WMS Spectral Line Fitting
    Sun, Yongjie
    Wang, Pengpeng
    Zhang, Tingting
    Li, Kun
    Peng, Feng
    Zhu, Cunguang
    PHOTONICS, 2022, 9 (12)
  • [23] The Research of Oxygen Measurement by TDLAS Based on Levenberg-Marquardt Nonlinear Fitting
    Yan Jie
    Zhai Chang
    Wang Xiao-niu
    Huang Wen-ping
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35 (06) : 1497 - 1500
  • [24] Computation of the Abdominal Compliance for Pediatric Laparoscopy by Fitting Curve with the Levenberg-Marquardt Algorithm
    Carnevale, Lorenzo
    Floramo, Giuseppe
    Di Fabrizio, Donatella
    Arena, Salvatore
    Montalto, Angela Simona
    Impellizzeri, Pietro
    Romeo, Carmelo
    PROCEEDINGS OF THE IEEE/ACM 10TH INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING, APPLICATIONS AND TECHNOLOGIES, BDCAT 2023, 2023,
  • [25] Optimization in companion search spaces: The case of crossentropy and the Levenberg-Marquardt algorithm
    Fancourt, CL
    Principe, JC
    2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING - VOL IV: SIGNAL PROCESSING FOR COMMUNICATIONS; VOL V: SIGNAL PROCESSING EDUCATION SENSOR ARRAY & MULTICHANNEL SIGNAL PROCESSING AUDIO & ELECTROACOUSTICS; VOL VI: SIGNAL PROCESSING THEORY & METHODS STUDENT FORUM, 2001, : 1317 - 1320
  • [26] Is Levenberg-Marquardt the most efficient optimization algorithm for implementing bundle adjustment?
    Lourakis, MIA
    Argyros, AA
    TENTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1 AND 2, PROCEEDINGS, 2005, : 1526 - 1531
  • [27] A new approach to paper chromatographic blots classification-separation based on the Levenberg-Marquardt method for Gaussian fitting
    Rodriguez, PG
    Casas, A
    Bouzon, J
    Cernadas, E
    Gomez, LP
    Alonso-Fernandez, JR
    PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 1178 - 1179
  • [28] Hybrid Algorithm Based On Levenberg-Marquardt Bayesian Regularization Algorithm and Genetic Algorithm
    Song, Feng
    Wang, Hongchun
    2013 INTERNATIONAL CONFERENCE ON ADVANCED MECHATRONIC SYSTEMS (ICAMECHS), 2013, : 51 - 56
  • [29] Neighborhood based Levenberg-Marquardt algorithm for neural network training
    Lera, G
    Pinzolas, M
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (05): : 1200 - 1203
  • [30] Bandwidth correction for LED chromaticity based on Levenberg-Marquardt algorithm
    Huang, Chan
    Jin, Shiqun
    Xia, Guo
    AOPC 2017: OPTICAL SPECTROSCOPY AND IMAGING, 2017, 10461