TY - JOUR
T1 - Automatic Defect Identification of Eddy Current Pulsed Thermography Using Single Channel Blind Source Separation
AU - Gao, Bin
AU - Bai, Libing
AU - Woo, Wai Lok
AU - Tian, Gui Yun
AU - Cheng, Yuhua
PY - 2014/4
Y1 - 2014/4
N2 - Eddy current pulsed thermography (ECPT) is an emerging nondestructive testing and evaluation (NDT&E) technique and has been applied for a wide range of conductive materials. In this paper, a single-channel blind source separation is proposed to process the ECPT image sequences. The proposed method enables: 1) automatically extract valuable spatial and time patterns according to the whole transient response behavior without any training knowledge, 2) automatically identify defect patterns and quantify the defects, and 3) to provide guidelines of choosing the optimal contrast functions that can improve the separation results. In this paper, both mathematical and physical models are discussed and linked. The basis of the selection of separated spatial and time patterns is also presented. In addition, an artificial slot and a thermal fatigue natural crack are applied to validate the proposed method.
AB - Eddy current pulsed thermography (ECPT) is an emerging nondestructive testing and evaluation (NDT&E) technique and has been applied for a wide range of conductive materials. In this paper, a single-channel blind source separation is proposed to process the ECPT image sequences. The proposed method enables: 1) automatically extract valuable spatial and time patterns according to the whole transient response behavior without any training knowledge, 2) automatically identify defect patterns and quantify the defects, and 3) to provide guidelines of choosing the optimal contrast functions that can improve the separation results. In this paper, both mathematical and physical models are discussed and linked. The basis of the selection of separated spatial and time patterns is also presented. In addition, an artificial slot and a thermal fatigue natural crack are applied to validate the proposed method.
KW - Blind source separation (BSS)
KW - eddy current pulsed thermography (ECPT)
KW - mathematical modeling
KW - nondestructive evaluation (NDT&E)
KW - pattern extraction
U2 - 10.1109/TIM.2013.2285789
DO - 10.1109/TIM.2013.2285789
M3 - Article
VL - 63
SP - 913
EP - 922
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
SN - 0018-9456
IS - 4
ER -