Pengzhan Jin - Publications, H-index & Citations

Pengzhan Jin

peking university

9H指数

32论文数

592被引数

收录论文 7

发表时间

Two-hidden-layer ReLU neural networks and finite elements 两层ReLU神经网络和有限元

Neural Networks

IF6.3

2026-01-08

PREAI

Pengzhan Jin

Learning Poisson Systems and Trajectories of Autonomous Systems via Poisson Neural Networks

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

IF8.9

2023-11-01

OAAI

Jin, Pengzhan; Zhang, Zhen; Kevrekidis, Ioannis G.; Karniadakis, George Em

MIONET: LEARNING MULTIPLE-INPUT OPERATORS VIA TENSOR PRODUCT

SIAM JOURNAL ON SCIENTIFIC COMPUTING

IF2.6

2022-11-07

OAAI

Jin, Pengzhan; Meng, Shuai; Lu, Lu

Approximation capabilities of measure-preserving neural networks

NEURAL NETWORKS

IF6.3

2022-03-01

OAAI

Zhu, Aiqing; Jin, Pengzhan; Tang, Yifa

Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators 基于算子通用逼近定理的DeepONet非线性算子学习

NATURE MACHINE INTELLIGENCE

IF23.9

2021-03-18

1.0K

OAAI

Lu, Lu; Jin, Pengzhan; Pang, Guofei; Zhang, Zhongqiang; Karniadakis, George Em

SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems

NEURAL NETWORKS

IF6.3

2020-12-01

113

OAAI

Jin, Pengzhan; Zhang, Zhen; Zhu, Aiqing; Tang, Yifa; Karniadakis, George Em

Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness 根据数据分布和神经网络平滑度量化深度学习中的泛化误差

NEURAL NETWORKS

IF6.3

2020-10-01

OAAI

Jin, Pengzhan; Lu, Lu; Tang, Yifa; Karniadakis, George Em

研究方向