An Improved Tandem Neural Network Architecture for Inverse Modeling of Multicomponent Reactive Transport in Porous Media
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"An Improved Tandem Neural Network A..." refers background in this paper
...…low-dimensional latent space to high-dimensional space-dependent parameters through some unsupervised learning methods, including generative adversarial network (Goodfellow et al., 2014), variational autoencoder (Kingma & Welling, 2013), and their variants (Cheng et al., 2020; Mo et al., 2020)....
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Additional excerpts
...He et al., 2020; Meng & Karniadakis, 2020; Raissi et al., 2019; L. Sun et al., 2019; N. Wang, et al., 2020)....
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4,473 citations
"An Improved Tandem Neural Network A..." refers background in this paper
...This includes and is not limited to polynomial chaos expansion (Laloy et al., 2013; Xiu & Karniadakis, 2002), Gaussian process (H. Wang & Li, 2018; J. Zhang et al., 2016), Kriging surrogate modeling (X. Yan et al., 2019; J. Zhou et al., 2018), support vector machine (Lal & Datta, 2018; Xingpo…...
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