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07/19/2023
Weighted inhomogeneous regularization for inverse problems with indirect and incomplete measurement data
Regularization promotes well-posedness in solving an inverse problem wit...
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06/04/2022
A Neural Network Approach for Homogenization of Multiscale Problems
We propose a neural network-based approach to the homogenization of mult...
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12/02/2021
Hierarchical Learning to Solve Partial Differential Equations Using Physics-Informed Neural Networks
The Neural network-based approach to solving partial differential equati...
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08/03/2021
Inhomogenous Regularization with Limited and Indirect Data
For an ill-posed inverse problem, particularly with incomplete and limit...
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01/17/2020