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Open AccessDeep-learning-based upscaling method for geologic models via theory-guided convolutional neural network
Large-scale or high-resolution geologic models usually comprise a huge number of grid blocks, which can be computationally demanding and time-consuming to solve with numerical simulators. Therefore, it is adva...
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Open AccessA Lagrangian dual-based theory-guided deep neural network
The theory-guided neural network (TgNN) is a kind of method which improves the effectiveness and efficiency of neural network architectures by incorporating scientific knowledge or physical information. Despit...
