Seismic Data interpretation to predict Cumulative Volume of Oil / Gas
I am getting good results in binary classification (High / Low) of Oil / Gas producing wells. However, not able to predict the average monthly volume or Cumulative volume of Gas / Oil, using similar Architecture. Processing the seismic volumes using keras functional API, and merging the dense layers. Finally using dense layers and output layer with no activation for estimation of output.
Any suggestions ? Since our training data is limited, how can we generate a lot of synthetic data, any ideas please ?