Deep learning‐based extraction of surface wave dispersion curves ...

Multi-channel analysis of surface waves is a seismic method employed to obtain useful information about shear-wave velocities in the near ...

Deep Learning-based extraction of surface wave dispersion curves ...

Title:Deep Learning-based extraction of surface wave dispersion curves from seismic shot gathers ... Abstract:Multi-channel Analysis of Surface ...

Deep Learning-based extraction of surface wave dispersion curves ...

Abstract and Figures · Deep Learning-based extraction of surface waves APREPRINT · frequencies, while it decreases as the frequency increases.

Surf-Net: A deep-learning-based method for extracting surface-wave ...

We develop a deep-learning-based neural network called 'Surf-Net'. It extracts and selects the surface-wave dispersion curves directly from the waveform cross- ...

Deep learning‐based extraction of surface wave dispersion curves ...

Request PDF | Deep learning‐based extraction of surface wave dispersion curves from seismic shot gathers | Multi‐channel analysis of surface waves is a ...

Extracting Surface Wave Dispersion Curves with Deep Learning

Summary Multi-channel Analysis of Surface Waves (MASW) is a seismic method employed to obtain useful information about the shear-wave ...

Deep learning‐based extraction of surface wave dispersion curves ...

Deep learning‐based extraction of surface wave dispersion curves from seismic shot gathers. Danilo Chamorro, Jiahua Zhao, C. Birnie, M ...

Extracting Surface Wave Dispersion Curves with Deep Learning

(2020) developed a density-based spatial clustering algorithm for automatic picking of surface wave dispersion curves; finally, Kaul et al. ( ...

Deep learning‐based extraction of surface wave dispersion curves ...

AbstractMulti‐channel analysis of surface waves is a seismic method employed to obtain useful information about shear‐wave velocities in the near surface.

A deep-learning-based approach for seismic surface-wave ...

... extract the complex mapping relationship between surface-wave ... Constructing shear velocity models from surface wave dispersion curves using deep learning.

Deep Learning for Extracting Dispersion Curves - ProQuest

2018b), however, have applied deep learning to the surface-wave dispersion curves extraction. ... surface waves based on cross-correlations. Geophysics 81(5):EN57 ...

Deep Learning for Extracting Dispersion Curves - NASA/ADS

... extracting massive dispersion curves of surface waves ... Human–machine interaction-based dispersion curves extraction, however, is ...

DIG-Kaust/ML_Dispersion - GitHub

Reproducible material for Deep learning based extraction of surface wave dispersion curves from seismic shot gathers - Chamorro D., Zhao J., Birnie C., Staring ...

Surface-wave dispersion curves extraction method from ambient ...

The existing deep learning methods can automatically and efficiently extract dispersion curves from dispersion spectrograms with a single branch. However, ...

Surf-Net: A deep-learning-based method for extracting surface-wave ...

We develop a deep-learning-based neural network called 'Surf-Net'. It extracts and selects the surface-wave dispersion curves directly from the waveform cross- ...

A deep-learning-based approach for seismic surface-wave ...

... neural network (CNN), named SfNet, to derive the vS model from the Rayleigh wave phase and group velocity dispersion curves. Training a network model ...

Deep learning-based extraction of surface wave dispersion curves ...

Article: Deep learning-based extraction of surface wave dispersion curves from seismic shot gathers.

Inversion of surface wave dispersion curve based on deep learning

The surface wave analysis method is widely used to establish the near-surface shear wave velocity structure. No matter the active or passive ...

Extracting Dispersion Curves From Ambient Noise Correlations ...

A machine learning approach to classify the phases of surface wave dispersion curves using a convolutional neural network architecture with a supervised ...

Inversion of Rayleigh Wave Dispersion Curve Extracting from ... - MDPI

Rayleigh wave; dispersion curve; inversion; deep learning; deep neural networks. 1. Introduction. Rayleigh wave exploration based on ambient ...