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Sifan Wang

Sandia National Laboratories

17H指数
52论文数
1.2W被引数
收录论文 17
发表时间
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FunDiff: diffusion models over function spaces for physics-informed generative modelingFunDiff：基于函数空间的扩散模型用于物理信息生成建模
errNature Communications
IF15.7
err2026-04-27
err0
errOAAI
errSifan Wang; Zehao Dou; Siming Shan; Tong-Rui Liu; Lu Lu
err分享
err收藏
Learning unconventional rheology: Multi-experiment fusion with physics-informed neural networks学习非常规流变学：基于物理信息神经网络的多元实验融合
errCOMPUTERS & FLUIDS
IF3
err2026-04-01
err0
PREAI
errSankaran, Shyam; Ortiz, Weston; Bolintineanu, Dan; Wang, Sifan; Rao, Rekha; Perdikaris, Paris; Trask, Nathaniel
err分享
err收藏
Neural Networks as Surrogate Solvers for Time-dependent Accretion Disk Dynamics神经网络作为时变吸积盘动力学问题的代理求解器
errThe Astrophysical Journal Letters
IF0
err2025-10-13
err0
errOAAI
errShunyuan Mao; Weiqi Wang; Sifan Wang; Ruobing Dong; Lu Lu; Kwang Moo Yi; Paris Perdikaris; Andrea Isella; Sébastien Fabbro; Lile Wang
err分享
err收藏
Micrometer: Micromechanics transformer for predicting full field mechanical responses of heterogeneous materials微米计：用于预测异质材料全场力学响应的微力学变换器
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-10-12
err0
PREAI
errSifan Wang; Tong-Rui Liu; Shyam Sankaran; Paris Perdikaris
err分享
err收藏
Sharp-PINNs: Staggered hard-constrained physics-informed neural networks for phase field modelling of corrosionSharp-PINNs：交错硬约束物理信息神经网络，用于腐蚀相场建模
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-09-08
err0
PREAI
errNanxi Chen; Chuanjie Cui; Rujin Ma; Airong Chen; Sifan Wang
err分享
err收藏
Physics-informed Fourier-DeepONet for a generalized eikonal solution物理信息傅里叶深度ONet用于广义eikonal解
errComputers & Geosciences
IF4.4
err2025-08-14
err0
PREAI
errZhuofan Liu; Goodluck Archibong; Umair Bin Waheed; Sifan Wang; Chao Song
err分享
err收藏
Disk2Planet: A Robust and Automated Machine Learning Tool for Parameter Inference in Disk-Planet Systems
errASTROPHYSICAL JOURNAL
IF5.4
err2024-11-22
err0
errOAAI
errMao, Shunyuan; Dong, Ruobing; Yi, Kwang Moo; Lu, Lu; Wang, Sifan; Perdikaris, Paris
err分享
err收藏
Surrogate modeling of multi-dimensional premixed and non-premixed combustion using pseudo-time stepping physics-informed neural networks使用伪时间步进物理通知神经网络对多维预混和非预混燃烧进行代理建模
errPHYSICS OF FLUIDS
IF4.3
err2024-11-13
err0
PREAI
errCao, Zhen; Liu, Kai; Luo, Kun; Wang, Sifan; Jiang, Liang; Fan, Jianren
err分享
err收藏
Respecting causality for training physics-informed neural networks尊重因果关系以训练物理信息神经网络
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2024-03-01
err24
errOAAI
errWang, Sifan; Sankaran, Shyam; Perdikaris, Paris
err分享
err收藏
PPDONet: Deep Operator Networks for Fast Prediction of Steady-state Solutions in Disk-Planet Systems
errASTROPHYSICAL JOURNAL LETTERS
IF11.7
err2023-06-16
err10
errOAAI
errMao, Shunyuan; Dong, Ruobing; Lu, Lu; Yi, Kwang Moo; Wang, Sifan; Perdikaris, Paris
err分享
err收藏
Long-time integration of parametric evolution equations with physics-informed DeepONets具有物理信息的DeepONets的参数演化方程的长时间积分
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2023-02-01
err48
errOAAI
errWang, Sifan; Perdikaris, Paris
err分享
err收藏
When and why PINNs fail to train: A neural tangent kernel perspective
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2022-01-01
err558
errOAAI
errWang, Sifan; Yu, Xinling; Perdikaris, Paris
err分享
err收藏
Fine-Grained Feature Enhancement for Object Detection in Remote Sensing Images遥感图像目标检测的细粒度特征增强
errieee geoscience and remote sensing magazine
IF4.4
err2022-01-01
err10
PREAI
errZhou, Yong; Wang, Sifan; Zhao, Jiaqi; Zhu, Hancheng; Yao, Rui
err分享
err收藏
Learning the solution operator of parametric partial differential equations with physics-informed DeepONets用物理信息DeepONets学习参数偏微分方程的解算子
errSCIENCE ADVANCES
IF12.5
err2021-10-01
err318
errOAAI
errWang, Sifan; Wang, Hanwen; Perdikaris, Paris
err分享
err收藏
On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks关于傅立叶特征网络的特征向量偏差: 从回归到使用物理信息神经网络求解多尺度pde
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2021-10-01
err227
errOAAI
errWang, Sifan; Wang, Hanwen; Perdikaris, Paris
err分享
err收藏
UNDERSTANDING AND MITIGATING GRADIENT FLOW PATHOLOGIES IN PHYSICS-INFORMED NEURAL NETWORKS了解和减轻物理信息神经网络中的梯度流病理
errSIAM JOURNAL ON SCIENTIFIC COMPUTING
IF2.6
err2021-09-09
err678
PREAI
errWang, Sifan; Teng, Yujun; Perdikaris, Paris
err分享
err收藏
Deep learning of free boundary and Stefan problems
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2021-03-01
err69
errOAAI
errWang, Sifan; Perdikaris, Paris
err分享
err收藏

研究方向

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合作学者
合作期刊
骆昆 封面图
骆昆 (Kun Luo)
H 指数: 54 · 论文数: 733
P
Paris Perdikaris
H 指数: 50 · 论文数: 163
A
Andrea Isella
H 指数: 50 · 论文数: 234
R
Ruobing Dong
H 指数: 43 · 论文数: 238
J
Jianren Fan
H 指数: 39 · 论文数: 372
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