Deep-Learning Inversion of Seismic Data

Shucai Li, Bin Liu, Yuxiao Ren, +4

IEEE Transactions on Geoscience and Remote Sensing

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningSeismic Wave +15

Deep-learning seismic full-waveform inversion for realistic structural models

Bin Liu, Senlin Yang, Yuxiao Ren, +3

Geophysics

Convolutional Neural NetworkEngineeringMachine LearningSeismic WaveDl Network +15

A Physics-Based Neural-Network Way to Perform Seismic Full Waveform Inversion

Yuxiao Ren, Xinji Xu, Senlin Yang, +2

IEEE Access

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningSeismic Wave +17

Unsupervised Deep Learning for Random Noise Attenuation of Seismic Data

Bin Liu, Jinghang Yue, Zhiwu Zuo, +4

IEEE Geoscience and Remote Sensing Letters

Convolutional Neural NetworkImage AnalysisMachine LearningData ScienceSeismology +13

Physics-driven self-supervised learning system for seismic velocity inversion

Bin Liu, Peng Jiang, Qingyang Wang, +3

Geophysics

Forward prediction for tunnel geology and classification of surrounding rock based on seismic wave velocity layered tomography

Bin Liu, Jiansen Wang, Senlin Yang, +2

Journal of Rock Mechanics and Geotechnical Engineering

Building Complex Seismic Velocity Models for Deep Learning Inversion

Yuxiao Ren, Lichao Nie, Senlin Yang, +2

IEEE Access

Deep Learning InversionEarthquake EngineeringSalt BodiesEngineeringStructural Geology +12

Seismic data inversion with acquisition adaptive convolutional neural network for geologic forward prospecting in tunnels

Yuxiao Ren, Bin Liu, Senlin Yang, +2

Geophysics

Full waveform inversion based on inversion network reparameterized velocity

Peng Jiang, Qingyang Wang, Yuxiao Ren, +2

Geophysical Prospecting

GeophysicsAeroacousticsApplied GeophysicsEngineeringSeismic Wave +13

Well-Log Information-Assisted High-Resolution Waveform Inversion Based on Deep Learning

Senlin Yang, Tariq Alkhalifah, Yuxiao Ren, +3

IEEE Geoscience and Remote Sensing Letters

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningAutoencoders +15