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SE Kim, Y Seo, J Hwang, H Yoon, J Lee - Scientific Reports, 2021 - nature.com

Connectivity-informed drainage network generation using deep convolution generative adversarial networks.

EPSCoR Research Infrastructure Improvement Program AND Program Evaluation

Kim, Lee, Seo, Yoon

GSID: 7B4_-0ibTtkJ

Excerpt

Stochastic network modeling is often limited by high computational costs to generate a large number of networks enough for meaningful statistical evaluation. In this study, Deep Convolutional Generative Adversarial Networks (DCGANs) were applied to quickly reproduce drainage networks from the already generated network samples without repetitive long modeling of the stochastic network model, Gibb's model. In particular, we developed a novel connectivity-informed method that converts the drainage network images to the …

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