History matching of petroleum reservoirs using deep neural networks

Rasim Alguliyev,Ramiz Aliguliyev,Yadigar Imamverdiyev,Lyudmila Sukhostat

Intelligent Systems with Applications（2022）

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摘要

•This paper proposes an approach based on ES-MDA coupled with ConvBiGRU-VAE.•ConvBiGRU-VAE is used to generate uncertain parameters.•The proposed approach is validated on PUNQ-S3 and Volve reservoir models.•ConvBiGRU-VAE gave overall enhanced performance in terms of production prediction.

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关键词

History matching,AlexNet,Bi-directional gated recurrent unit,Variational autoencoder,Permeability,Porosity

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