Natural gas detection in onshore data using transfer learning from a LSTM pre-trained with offshore data

Generalization of the Deep Learning Model for Natural Gas Indication in 2d Seismic Image Based on the Training Dataset and the Operational Hyper Parameters Recommendation

“…Specifically, methods based on Deep learning models, DL, have been used for the analysis of seismic images in order to obtain interpretations that help in the exploration of hydrocarbon deposits, these methods are applied to different environments that have specifics and particular features. Within these models are those developed for the indication of natural gas reservoirs in 2D seismic images (Alfarhan et al, 2020b,a;Andrade et al, 2021;Fernando Santos et al, 2020;Pan et al, 2021a;Wang et al, 2018).…”