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20212026
most citedReservoir History Matching of the Norne field with generative exotic priors and a coupled Mixture of Experts -- Physics Informed Neural Operator Forward Model

2 citations · 3 across the 6 of their papers we have counts for

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physics.geo-ph2021★ 1 cited

MLReal: Bridging the gap between training on synthetic data and real data applications in machine learning

Tariq Alkhalifah, Hanchen Wang, Oleg Ovcharenko

Among the biggest challenges we face in utilizing neural networks trained on waveform data (i.e., seismic, electromagnetic, or ultrasound) is its application to real data. The requ…

cs.LG2021

Direct domain adaptation through reciprocal linear transformations

Tariq Alkhalifah, Oleg Ovcharenko

We propose a direct domain adaptation (DDA) approach to enrich the training of supervised neural networks on synthetic data by features from real-world data. The process involves a…