Abstract:
In this article, we present a smooth low-rank tensor completion (SLRTC) based reconstruction algorithm to recover raw thermal image sequences from highly randomly undersa...Show MoreMetadata
Abstract:
In this article, we present a smooth low-rank tensor completion (SLRTC) based reconstruction algorithm to recover raw thermal image sequences from highly randomly undersampled or small numbers of available thermographic data. The presented algorithm is also fused with a temporal interpolation algorithm (to produce the SLRTCTI algorithm) to complement high frame-rate thermal image sequences with notably enhanced thermal contrast. Pulsed and lock-in thermographic data are obtained for subsurface defects in carbon fiber reinforced polymer (CFRP) to demonstrate the performance of the algorithm, and it is shown that the algorithm is data-driven and is independent of the excitation form. The algorithm enables the maximum available frame rates of thermal infrared cameras to be increased by at least ten times. To further enhance the visibility of the CFRP defects in the results reconstructed using the SLRTC algorithm, fast randomized sparse principal component thermography (FRSPCT) and 2-D principal component thermography (TDPCT) are also proposed. Results show that TDPCT remarkably enhances the thermal contrast between the defective and intact regions under highly undersampled data conditions. In addition, FRSPCT provides more easily interpretable detection results and highlights the hidden details of irregularly-shaped abnormal defects.
Published in: IEEE Transactions on Industrial Informatics ( Volume: 18, Issue: 12, December 2022)
Funding Agency:
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Zhitao Luo received the M.S. degree in mechanical engineering from Northeastern University, Shenyang, China, in 2019. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include active infrared thermography and ultrasonic NDT&E of complex composites.
Zhitao Luo received the M.S. degree in mechanical engineering from Northeastern University, Shenyang, China, in 2019. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include active infrared thermography and ultrasonic NDT&E of complex composites.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Hao Luo received the M.S. degree in mechanical and electrical engineering from Southeast University, Nanjing, China, in 2011.
He is currently with the School of Mechanical Engineering, Southeast University. His current research interests include NDT&E of complex composites and structural dynamic design and optimization.
Hao Luo received the M.S. degree in mechanical and electrical engineering from Southeast University, Nanjing, China, in 2011.
He is currently with the School of Mechanical Engineering, Southeast University. His current research interests include NDT&E of complex composites and structural dynamic design and optimization.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Sheng Wang received the B.S. degree in mechanical engineering from the Nanjing University of Science and Technology, Nanjing, China, in 2019. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing.
His current research interests include mechanical fault diagnosis and prognosis, mechanical system and signal processing, and deep learni...Show More
Sheng Wang received the B.S. degree in mechanical engineering from the Nanjing University of Science and Technology, Nanjing, China, in 2019. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing.
His current research interests include mechanical fault diagnosis and prognosis, mechanical system and signal processing, and deep learni...View more
School of Science, Nanjing University of Science and Technology, Nanjing, China
Fei Chen received the M.S. degree in software engineering from Nanjing University, Nanjing, China, in 2016. He is currently working toward the Ph.D. degree in optical engineering with the School of Science, Nanjing University of Science and Technology, Nanjing.
His current research interests include Infrared NDT&E technology and its application for the evaluation of coating thickness.
Fei Chen received the M.S. degree in software engineering from Nanjing University, Nanjing, China, in 2016. He is currently working toward the Ph.D. degree in optical engineering with the School of Science, Nanjing University of Science and Technology, Nanjing.
His current research interests include Infrared NDT&E technology and its application for the evaluation of coating thickness.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Zihao Su received the B.S. degree in mechanical engineering from the Wuhan Institute of Technology, Wuhan, China, in 2018. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interest includes sound absorption and sound insulation structure based on metamaterials.
Zihao Su received the B.S. degree in mechanical engineering from the Wuhan Institute of Technology, Wuhan, China, in 2018. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interest includes sound absorption and sound insulation structure based on metamaterials.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Peng Shen received the M.S. degree in mechanical engineering from Yunnan Agricultural University, Yunnan, China, in 2020. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include nonlinear ultrasonic NDT&E, ultrasonic thermography, and health monitoring of material fatigue damage.
Peng Shen received the M.S. degree in mechanical engineering from Yunnan Agricultural University, Yunnan, China, in 2020. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include nonlinear ultrasonic NDT&E, ultrasonic thermography, and health monitoring of material fatigue damage.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Hui Zhang received the Ph.D. degree in acoustics from Nanjing University, Nanjing, China, in 2006.
He is currently a Professor with the School of Mechanical Engineering, Southeast University, Nanjing, China. His research interests include microelectronic acoustic transducers and sensors, ultrasonic nondestructive testing, photoacoustic technology in tissue imaging, and defect detection of the engineering equipment.
Dr. Zhan...Show More
Hui Zhang received the Ph.D. degree in acoustics from Nanjing University, Nanjing, China, in 2006.
He is currently a Professor with the School of Mechanical Engineering, Southeast University, Nanjing, China. His research interests include microelectronic acoustic transducers and sensors, ultrasonic nondestructive testing, photoacoustic technology in tissue imaging, and defect detection of the engineering equipment.
Dr. Zhan...View more
Contents Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Zhitao Luo received the M.S. degree in mechanical engineering from Northeastern University, Shenyang, China, in 2019. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include active infrared thermography and ultrasonic NDT&E of complex composites.
Zhitao Luo received the M.S. degree in mechanical engineering from Northeastern University, Shenyang, China, in 2019. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include active infrared thermography and ultrasonic NDT&E of complex composites.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Hao Luo received the M.S. degree in mechanical and electrical engineering from Southeast University, Nanjing, China, in 2011.
He is currently with the School of Mechanical Engineering, Southeast University. His current research interests include NDT&E of complex composites and structural dynamic design and optimization.
Hao Luo received the M.S. degree in mechanical and electrical engineering from Southeast University, Nanjing, China, in 2011.
He is currently with the School of Mechanical Engineering, Southeast University. His current research interests include NDT&E of complex composites and structural dynamic design and optimization.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Sheng Wang received the B.S. degree in mechanical engineering from the Nanjing University of Science and Technology, Nanjing, China, in 2019. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing.
His current research interests include mechanical fault diagnosis and prognosis, mechanical system and signal processing, and deep learning.
Sheng Wang received the B.S. degree in mechanical engineering from the Nanjing University of Science and Technology, Nanjing, China, in 2019. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing.
His current research interests include mechanical fault diagnosis and prognosis, mechanical system and signal processing, and deep learning.View more
School of Science, Nanjing University of Science and Technology, Nanjing, China
Fei Chen received the M.S. degree in software engineering from Nanjing University, Nanjing, China, in 2016. He is currently working toward the Ph.D. degree in optical engineering with the School of Science, Nanjing University of Science and Technology, Nanjing.
His current research interests include Infrared NDT&E technology and its application for the evaluation of coating thickness.
Fei Chen received the M.S. degree in software engineering from Nanjing University, Nanjing, China, in 2016. He is currently working toward the Ph.D. degree in optical engineering with the School of Science, Nanjing University of Science and Technology, Nanjing.
His current research interests include Infrared NDT&E technology and its application for the evaluation of coating thickness.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Zihao Su received the B.S. degree in mechanical engineering from the Wuhan Institute of Technology, Wuhan, China, in 2018. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interest includes sound absorption and sound insulation structure based on metamaterials.
Zihao Su received the B.S. degree in mechanical engineering from the Wuhan Institute of Technology, Wuhan, China, in 2018. He is currently working toward the M.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interest includes sound absorption and sound insulation structure based on metamaterials.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Peng Shen received the M.S. degree in mechanical engineering from Yunnan Agricultural University, Yunnan, China, in 2020. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include nonlinear ultrasonic NDT&E, ultrasonic thermography, and health monitoring of material fatigue damage.
Peng Shen received the M.S. degree in mechanical engineering from Yunnan Agricultural University, Yunnan, China, in 2020. He is currently working toward the Ph.D. degree in mechanical engineering with the School of Mechanical Engineering, Southeast University, Nanjing, China.
His current research interests include nonlinear ultrasonic NDT&E, ultrasonic thermography, and health monitoring of material fatigue damage.View more
Jiangsu Key Laboratory of Design and Manufacturing of Micro-Nano Biomedical Instruments, School of Mechanical Engineering, Southeast University, Nanjing, China
Hui Zhang received the Ph.D. degree in acoustics from Nanjing University, Nanjing, China, in 2006.
He is currently a Professor with the School of Mechanical Engineering, Southeast University, Nanjing, China. His research interests include microelectronic acoustic transducers and sensors, ultrasonic nondestructive testing, photoacoustic technology in tissue imaging, and defect detection of the engineering equipment.
Dr. Zhang was a recipient of the Young and Middle-aged Academic Leaders of Qinglan Project of Jiangsu, China in 2012. He is a member of council of The Acoustical Society of China.
Hui Zhang received the Ph.D. degree in acoustics from Nanjing University, Nanjing, China, in 2006.
He is currently a Professor with the School of Mechanical Engineering, Southeast University, Nanjing, China. His research interests include microelectronic acoustic transducers and sensors, ultrasonic nondestructive testing, photoacoustic technology in tissue imaging, and defect detection of the engineering equipment.
Dr. Zhang was a recipient of the Young and Middle-aged Academic Leaders of Qinglan Project of Jiangsu, China in 2012. He is a member of council of The Acoustical Society of China.View more
