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Jul, 2021
多站点降水合成中随机和深度生成模型的比较研究
A comparative study of stochastic and deep generative models for multisite precipitation synthesis
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Jorge Guevara, Dario Borges, Campbell Watson, Bianca Zadrozny
TL;DR
本文通过比较IBMWeathergen、RGeneratePrec两种天气生成器和GAN、VAE两种深度生成模型，初步比较了这些模型在多站点降水合成任务中的表现，并为深度学习架构和算法的设计提供了指南。
Abstract
Future
climate change
scenarios are usually hypothesized using simulations from
weather generators
. However, there only a few works comparing and evaluating promising
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