中国科学院机构知识库网格系统: 检索

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	A spectral method for stochastic fractional PDEs using dynamically-orthogonal/bi-orthogonal decomposition 期刊论文 OAI收割 JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 461, 页码: 17 作者: Zhao, Yue; Mao, Zhiping; Guo, Ling; Tang, Yifa; Karniadakis, George Em \| 收藏 \| 浏览/下载：18/0 \| 提交时间：2023/02/07 Uncertainty quantification Anomalous transport Quasi Monte Carlo simulation Generalized polynomial chaos Long-time integration Poly-fractonomials
	Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators 期刊论文 OAI收割 NATURE MACHINE INTELLIGENCE, 2021, 卷号: 3, 期号: 3, 页码: 218-+ 作者: Lu, Lu; Jin, Pengzhan; Pang, Guofei; Zhang, Zhongqiang; Karniadakis, George Em \| 收藏 \| 浏览/下载：30/0 \| 提交时间：2021/06/01
	SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems 期刊论文 OAI收割 NEURAL NETWORKS, 2020, 卷号: 132, 页码: 166-179 作者: Jin, Pengzhan; Zhang, Zhen; Zhu, Aiqing; Tang, Yifa; Karniadakis, George Em \| 收藏 \| 浏览/下载：27/0 \| 提交时间：2021/04/26 Deep learning Physics-informed Dynamical systems Hamiltonian systems Symplectic maps Symplectic integrators
	Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness 期刊论文 OAI收割 NEURAL NETWORKS, 2020, 卷号: 130, 页码: 85-99 作者: Jin, Pengzhan; Lu, Lu; Tang, Yifa; Karniadakis, George Em \| 收藏 \| 浏览/下载：31/0 \| 提交时间：2021/01/14 Neural networks Generalization error Learnability Data distribution Cover complexity Neural network smoothness
	Concurrent coupling of atomistic simulation and mesoscopic hydrodynamics for flows over soft multi-functional surfaces 期刊论文 OAI收割 SOFT MATTER, 2019, 卷号: 15, 期号: 8, 页码: 1747-1757 作者: Wang, Yuying; Li, Zhen; Xu, Junbo; Yang, Chao; Karniadakis, George Em \| 收藏 \| 浏览/下载：70/0 \| 提交时间：2019/04/03