中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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CAS IR Grid
机构
数学与系统科学研究院 [5]
力学研究所 [1]
采集方式
OAI收割 [6]
内容类型
期刊论文 [6]
发表日期
2022 [1]
2021 [2]
2020 [3]
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Approximation capabilities of measure-preserving neural networks
期刊论文
OAI收割
NEURAL NETWORKS, 2022, 卷号: 147, 页码: 72-80
作者:
Zhu, Aiqing
;
Jin, Pengzhan
;
Tang, Yifa
  |  
收藏
  |  
浏览/下载:21/0
  |  
提交时间:2022/06/21
Measure-preserving
Neural networks
Dynamical systems
Approximation theory
System modeling in data processing of Taiji-1 mission
期刊论文
OAI收割
INTERNATIONAL JOURNAL OF MODERN PHYSICS A, 2021, 卷号: 36, 期号: 11N12, 页码: 23
作者:
Peng, Xiaodong
;
Jin, Hongbo
;
Xu, Peng
;
Wang, Zhi
;
Luo, Ziren
  |  
收藏
  |  
浏览/下载:42/0
  |  
提交时间:2021/06/21
Gravitational wave detection
gravitational reference sensor
data analysis
spacecraft modeling
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:29/0
  |  
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:26/0
  |  
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
UNIT TRIANGULAR FACTORIZATION OF THE MATRIX SYMPLECTIC GROUP
期刊论文
OAI收割
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2020, 卷号: 41, 期号: 4, 页码: 1630-1650
作者:
Jin, Pengzhan
;
Tang, Yifa
;
Zhu, Aiqing
  |  
收藏
  |  
浏览/下载:14/0
  |  
提交时间:2021/04/26
symplectic
symplectic matrix
triangular factorization
positive definite
singular symplectic matrix
generators
parameterization
unconstrained parametrization