Physics|informed deep filtering of ultrasonic guided waves for ...

A novel physics-informed framework for reconstruction of structural ...

The ultrasonic guided wave technology plays a significant role in the field of non-destructive testing as it employs acoustic waves with the ...

Physics Informed Neural Networks for Ultrasonic Guided Wave ...

Date Issued. March 4th, 2023. Semester. 2023 Spring. Description. Ultrasonic Guided Waves (UGWs) are particular elastic waves that propagate in media with ...

Structural Damage Detection Using Deep Learning of Ultrasonic ...

Structural health monitoring using ultrasonic guided waves relies on accurate interpretation of guided wave ... Physics based modeling can reduce the ...

arXiv:2202.00570v1 [eess.SP] 26 Jan 2022

Joel B Harley, “Structural damage detection using deep learning of ultrasonic guided waves,” in AIP Conference. Proceedings. AIP Publishing ...

The use of ultrasonic guided waves for the inspection of square tube ...

Physics-informed deep filtering of ultrasonic guided waves for incipient defect inspection of large-scale square tube structures. Xiaomeng Li, Yi Wang, Xiang ...

Damage detection method for square steel tube based on CS-NME ...

Physics-informed deep filtering of ultrasonic guided waves for incipient defect inspection of large-scale square tube structures. Journal of Sound and ...

Physics-Informed Guided Wave Ultrasonic Machine Learning

UFFC-S Virtual Education Series Lecture Five: Physics-Informed Guided Wave Ultrasonic Machine Learning Prof. Joel B. Harley, University of ...

Physics-Informed Deep Learning for Computational Elastodynamics ...

AbstractNumerical methods such as finite element have been flourishing in the past decades for modeling solid mechanics problems via solving governing ...

Accounting for Physics Uncertainty in Ultrasonic Wave Propagation ...

We simulate guided wave data with uncertainty in velocity of wave. We also simulate random noise by adding Gaussian noise to the data. We then build a deep ...

Physics-Informed Guided Wavefield Data Completion

The results highlight the potential of our approach to advance ultrasonic wavefield imaging capabilities and open new avenues for Nonde- structive testing and ...

Emergence of Machine Learning Techniques in Ultrasonic Guided ...

This review study focuses on the use of machine learning (ML) approaches in Ultrasonic Guided Wave (UGW)-based SHM, in which a structure is continually ...

Physics-Informed Neural Network-Assisted SHM with Guided Waves ...

... wave number domain filtering imaging [10, 11], and multiple ... Wang et al., "Ultrasonic guided wave imaging with deep learning: Applications in corrosion.

A survey on deep learning in medical ultrasound imaging - Frontiers

A deep learning approach for real time prostate segmentation in freehand ultrasound guided biopsy. Med image Anal (2018) 48:107–16. doi:10.1016/j.media ...

Ultrasound Signal Processing: From Models to Deep Learning

Con- ventional ultrasound resolution is fundamentally limited by wave physics, to half the wavelength of the transmit-.

Intro to Guided Waves

Guided waves can achieve much greater inspection ranges than conventional ultrasonic ... inspection without a deep knowledge of the guided wave mechanics at work.

APPLIED MATHEMATICS AND MECHANICS (ENGLISH EDITION ...

... guided wave defect reconstruction with deep- ... The physical process of using ultrasonic waves to detect ... ultrasonic guided wave inspection potential.

Ultrasonic signal classification for composite materials via deep ...

Quantitative characterization of disbonds in multilayered bonded composites using laser ultrasonic guided waves. Ndt E Int. 2018 Jul;97:42 ...

Development of a Physics-Informed Doubly Fed Cross-Residual ...

MFL defect inspection based on the ability of deep CNNs to ... Melville et al., “Structural damage detection using deep learning of ultrasonic guided waves,” AIP ...

Ultrasonic tracking of shear waves using a particle filter - PMC

analyze the effect of ultrasound imaging system parameters such as transducer type, frequency, and imaging depth on SWV estimates obtained using acoustic ...

Andy - IEEE UFFC

Liu*, “Ultrasonic guided wave imaging with deep learning: Applications in ... Liu*, “Physics-informed Neural Networks for Transcranial Ultrasound Wave Propagation ...