Deep Learning and Data Assimilation for Real-Time Production Prediction in Natural Gas Wells

14 Feb 2018Kelvin LohPejman Shoeibi OmraniRuud van der Linden

The prediction of the gas production from mature gas wells, due to their complex end-of-life behavior, is challenging and crucial for operational decision making. In this paper, we apply a modified deep LSTM model for prediction of the gas flow rates in mature gas wells, including the uncertainties in input parameters... (read more)

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