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Characterization of three-dimensional channel reservoirs using ensemble Kalman filter assisted by pr
[期刊论文] 作者：Byeongcheol Kang,Hyungsik Jung,Hoonyoung Jeong,Jonggeun Choe,
来源：石油科学（英文版） 年份：2020
Ensemble-based analyses are useful to compare equiprobable scenarios of the reservoir models.However,they require a large suite of reservoir models to cover high uncertainty in heterogeneous and complex reservoir models.For stable convergen......
Iterative learning-based many-objective history matching using deep neural network with stacked auto
[期刊论文] 作者：Jaejun Kim,Changhyup Park,Seongin Ahn,Byeongcheol Kang,Hyungsik Jung,Ilsik Jang,
来源：石油科学（英文版） 年份：2021
This paper presents an innovative data-integration that uses an iterative-learning method,a deep neural network(DNN)coupled with a stacked autoencoder(SAE)to solve issues encountered with many-objective history matching.The proposed method ......
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