Investigating cosmological GAN emulators using latent space interpolation

Monthly Notices of the Royal Astronomical Society(2021)

引用 12|浏览9
暂无评分
摘要
Generative adversarial networks (GANs) have been recently applied as a novel emulation technique for large-scale structure simulations. Recent results show that GANs can be used as a fast and efficient emulator for producing novel weak lensing convergence maps as well as cosmic web data in 2D and 3D. However, like any algorithm, the GAN approach comes with a set of limitations, such as an unstable...
更多
查看译文
关键词
hydrodynamics,methods: numerical,software: simulations,large-scale structure of Universe
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要