OOIR: Observatory of International Research

Papers

(The H4-Index of Geophysics is 30. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
Physics-guided deep learning for seismic inversion with hybrid training and uncertainty analysis	79
Detection of road cavities in urban cities by 3D ground-penetrating radar	72
Mapping full seismic waveforms to vertical velocity profiles by deep learning	67
Deep-learning seismic full-waveform inversion for realistic structural models	65
Seismic data interpolation based on U-net with texture loss	65
An unsupervised deep-learning method for porosity estimation based on poststack seismic data	63
Deep-seismic-prior-based reconstruction of seismic data using convolutional neural networks	55
Data-driven low-frequency signal recovery using deep-learning predictions in full-waveform inversion	54
Deep learning for multidimensional seismic impedance inversion	53
Physics-driven deep-learning inversion with application to transient electromagnetics	52
Uncertainty quantification in fault detection using convolutional neural networks	48
Evidence-based guidelines for protective actions and earthquake early warning systems	47
Automatic seismic facies interpretation using supervised deep learning	44
Reparameterized full-waveform inversion using deep neural networks	43
Integrating deep neural networks with full-waveform inversion: Reparameterization, regularization, and uncertainty quantification	42
Automatic fault detection on seismic images using a multiscale attention convolutional neural network	42
Modeling of fiber-optic strain responses to hydraulic fracturing	41
Double-scale supervised inversion with a data-driven forward model for low-frequency impedance recovery	41
Near-surface imaging from traffic-induced surface waves with dense linear arrays: An application in the urban area of Hangzhou, China	40
Fluid and lithofacies prediction based on integration of well-log data and seismic inversion: A machine-learning approach	40
Lithology identification from well-log curves via neural networks with additional geologic constraint	39
ML-descent: An optimization algorithm for full-waveform inversion using machine learning	38
Automatic velocity picking from semblances with a new deep-learning regression strategy: Comparison with a classification approach	36
Automatic waveform-based source-location imaging using deep learning extracted microseismic signals	35
The W transform	34

Probabilistic inversion of seismic data for reservoir petrophysical characterization: Review and examples	34
3D multinary inversion of controlled-source electromagnetic data based on the finite-element method with unstructured mesh	33
Elastic prestack seismic inversion through discrete cosine transform reparameterization and convolutional neural networks	31
Unsupervised deep learning for 3D interpolation of highly incomplete data	30
Removal of multisource noise in airborne electromagnetic data based on deep learning	30
Nonstationary predictive filtering for seismic random noise suppression — A tutorial	30