Thermography pattern analysis and separation

Analysis of thermography spatial-transient patterns has considerable potential to enable automatic identification and quantification of defects in non-destructive testing and evaluation. This Letter proposes a non-negative pattern separation model for eddy current pulsed thermography to automatically extract important spatial and time patterns according to the transient thermal sequences without any pre-training or prior knowledge. In particular, the method is scale-invariant, such that large differences in surface emissivity, hot spots, and cool areas with dynamic range of thermal contrast can be extracted. Finally, an artificial slot in a steel sample with shining, black strip on the surface is tested to validate the proposed method.

[1]  X. Jordà,et al.  Wireless pad-free integrated circuit debugging by powering modulation and lock-in infrared sensing , 2013 .

[2]  Gui Yun Tian,et al.  Reducing the Effect of Surface Emissivity Variation in Eddy Current Pulsed Thermography , 2014, IEEE Sensors Journal.

[3]  S. Marinetti,et al.  Pulse phase infrared thermography , 1996 .

[4]  Peter Cawley,et al.  A calibration procedure for sonic infrared nondestructive evaluation , 2009 .

[5]  Ermanno G. Grinzato,et al.  Statistical analysis of IR thermographic sequences by PCA , 2004 .

[6]  W. L. Woo,et al.  Physical interpretation and separation of eddy current pulsed thermography , 2013 .

[7]  O. Breitenstein,et al.  Measurement of the Peltier coefficient of semiconductors by lock-in thermography , 2009 .

[8]  Wai Lok Woo,et al.  Unsupervised Single-Channel Separation of Nonstationary Signals Using Gammatone Filterbank and Itakura–Saito Nonnegative Matrix Two-Dimensional Factorizations , 2013, IEEE Transactions on Circuits and Systems I: Regular Papers.

[9]  Andreas Mandelis,et al.  Thermophotonic radar imaging: An emissivity-normalized modality with advantages over phase lock-in thermography , 2011 .

[10]  B. Oswald-Tranta Thermo-inductive crack detection , 2007 .

[11]  J.I. Mars,et al.  A Source Separation Technique for Processing of Thermometric Data From Fiber-Optic DTS Measurements for Water Leakage Identification in Dikes , 2008, IEEE Sensors Journal.

[12]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[13]  W. L. Woo,et al.  Non-linear independent component analysis using series reversion and Weierstrass network , 2006 .

[14]  Yunze He,et al.  Eddy current pulsed phase thermography for subsurface defect quantitatively evaluation , 2013 .

[15]  Gui Yun Tian,et al.  Pulsed eddy current thermography: System development and evaluation , 2010 .

[16]  Krishnendu Chatterjee,et al.  Image Enhancement in Transient Lock-In Thermography Through Time Series Reconstruction and Spatial Slope Correction , 2012, IEEE Transactions on Instrumentation and Measurement.

[17]  Wai Lok Woo,et al.  Automatic Defect Identification of Eddy Current Pulsed Thermography Using Single Channel Blind Source Separation , 2014, IEEE Transactions on Instrumentation and Measurement.

[18]  Cédric Févotte,et al.  Majorization-minimization algorithm for smooth Itakura-Saito nonnegative matrix factorization , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).