Algorithm for accurate velocity analysis of 1D acoustic reflection and transmission responses by projection constrained multi-physics inversion

Ogunbo, Jide Nosakare

doi:10.1016/j.jappgeo.2022.104593

Cited by 5 publications

References 13 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

Accurate real-time ANN classification of cavities and utilities using 3D GPR data in the MFCC domain

Ogunbo,

Baek,

Kim

2024

J. Phys.: Conf. Ser.

View full text Add to dashboard Cite

Real-time identification of serviceable utilities and cavities is critical for the safety of urban settlements because delay has been reportedly costly and destructive. For utilities, maintaining their integrity is the goal, while for cavity imaging, prevention or mitigation becomes the focus. Several existing research has recommended some methodology for classification of these utilities and cavities, but their approaches are either geometrically restrictive or cumbersome. We therefore present a practical methodology that provides accurate real-time classification of cavity, box, manhole, patch, and pipe. 3D GPR data is reshaped into 1D supertrace and a 2D mel-frequency cepstrum coefficients (MFFC) feature are computed, serving as an input pattern, paired up with a utility class. The ANN is subsequently trained and tested during training to avoid overfitting of data. 99% model testing accuracy was achieved after 100 epochs, translating to only 3 misclassifications out of 1000 3D GPR data inputs used for computing a confusion matrix.

show abstract

Accurate real-time ANN classification of cavities and utilities using 3D GPR data in the MFCC domain

Ogunbo,

Baek,

Kim

2024

J. Phys.: Conf. Ser.

View full text Add to dashboard Cite

show abstract

Efficient and accurate velocity building from Gramian-constrained multiphysics reflection and transmission data

Ogunbo

2022

Second International Meeting for Applied Geoscience &Amp; Energy

View full text Add to dashboard Cite

Forensic GPR anti-human landmine accurate detection by Gramian constrained joint inversion of the monostatic reflection and transmission radargrams

Ogunbo

Shin

Kim³

et al. 2022

Second International Meeting for Applied Geoscience &Amp; Energy

View full text Add to dashboard Cite

Algorithm for accurate velocity analysis of 1D acoustic reflection and transmission responses by projection constrained multi-physics inversion

Cited by 5 publications

References 13 publications

Accurate real-time ANN classification of cavities and utilities using 3D GPR data in the MFCC domain

Accurate real-time ANN classification of cavities and utilities using 3D GPR data in the MFCC domain

Efficient and accurate velocity building from Gramian-constrained multiphysics reflection and transmission data

Forensic GPR anti-human landmine accurate detection by Gramian constrained joint inversion of the monostatic reflection and transmission radargrams

Contact Info

Product

Resources

About