A Detailed Evaluation of the Correlation-Based Method Used for Estimation of the Brillouin Frequency Shift in BOTDA Sensors

被引:64
作者
Farahani, Mohsen Amiri [1 ]
Castillo-Guerra, Eduardo [1 ]
Colpitts, Bruce G. [1 ]
机构
[1] Univ New Brunswick, Dept Elect & Comp Engn, Fredericton, NB E3B 7J7, Canada
关键词
Brillouin optical time domain analysis (BOTDA); cross-correlation technique; rigorous least squares; maximum likelihood (MLE); Levenberg-Marquardt algorithm (LMA); curve fitting; sensitivity to noise and initialization; SCATTERING; SPECTRUM;
D O I
10.1109/JSEN.2013.2271254
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper thoroughly describes and evaluates the method that was previously presented for estimating the central frequency of noisy Lorentzian curves (spectra) acquired from the measurements with Brillouin optical time domain analysis (BOTDA) sensors. The estimator is based on the cross-correlation technique and addresses the problem of sensitivity to noise and parameter initialization observed in other central frequency estimation methods employed with BOTDA sensors. Most of the current estimation methods rely on optimized rigorous least squares or maximum likelihood estimation (MLE) algorithms, which are sensitive to the parameter initialization and noise as they iteratively attempt to minimize the squared error or maximize the matching probability between the model and noisy curve. Alternatively, the estimation made with the cross-correlation based method is more accurate, noniterative, and insensitive to the parameter initialization. This statement is demonstrated and proved by comparing the correlation-based method with two commonly used iterative curve fitting methods based on the Levenberg-Marquardt algorithm and MLE.
引用
收藏
页码:4589 / 4598
页数:10
相关论文
共 23 条
[1]  
[Anonymous], 2004, METHODS NONLINEAR LE
[2]   Characterization of the Brillouin-loss spectrum of single-mode fibers by use of very short (<10-ns) pulses [J].
Bao, X ;
Brown, A ;
DeMerchant, M ;
Smith, J .
OPTICS LETTERS, 1999, 24 (08) :510-512
[3]   NOISE INITIATION OF STIMULATED BRILLOUIN-SCATTERING [J].
BOYD, RW ;
RZAZEWSKI, K ;
NARUM, P .
PHYSICAL REVIEW A, 1990, 42 (09) :5514-5521
[4]   Dark-pulse Brillouin optical time-domain sensor with 20-mm spatial resolution [J].
Brown, Anthony W. ;
Colpitts, Bruce G. ;
Brown, Kellie .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2007, 25 (01) :381-386
[5]   Estimating frequency correlation functions from propagation measurements on fading radio channels: A critical review [J].
Bultitude, RJC .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2002, 20 (06) :1133-1143
[6]   POTENTIAL OF STIMULATED BRILLOUIN-SCATTERING AS SENSING MECHANISM FOR DISTRIBUTED TEMPERATURE SENSORS [J].
CULVERHOUSE, D ;
FARAHI, F ;
PANNELL, CN ;
JACKSON, DA .
ELECTRONICS LETTERS, 1989, 25 (14) :913-915
[7]   Automated System for distributed sensing [J].
DeMerchant, MD ;
Brown, AW ;
Bao, XY ;
Bremner, TW .
SMART STRUCTURES AND MATERIALS 1998: SENSORY PHENOMENA AND MEASUREMENT INSTRUMENTATION FOR SMART STRUCTURES AND MATERIALS, 1998, 3330 :315-322
[8]   Statistical analysis of temperature measurement errors in a Brillouin scattering based distributed temperature sensor. [J].
Dhliwayo, J ;
Webb, DJ ;
Pannell, CN .
DISTRIBUTED AND MULTIPLEXED FIBER OPTIC SENSORS VI, 1996, 2838 :276-286
[9]   Transform-Domain Adaptive Correlation Estimation (TRACE) for Wyner-Ziv Video Coding [J].
Fan, Xiaopeng ;
Au, Oscar C. ;
Cheung, Ngai Man .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (11) :1423-1436
[10]   Accurate estimation of Brillouin frequency shift in Brillouin optical time domain analysis sensors using cross correlation [J].
Farahani, Mohsen Amiri ;
Castillo-Guerra, Eduardo ;
Colpitts, Bruce G. .
OPTICS LETTERS, 2011, 36 (21) :4275-4277