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Author ID: e.weinan Recent zbMATH articles by "E, Weinan"
Published as: E, Weinan; E, W.; É, Weinan
Further Spellings: 鄂维南
Homepage: https://web.math.princeton.edu/~weinan/
External Links: MGP · ORCID · Wikidata · Google Scholar · Math-Net.Ru · dblp · GND · IdRef
all top 5

Co-Authors

23 single-authored
22 Vanden-Eijnden, Eric
21 Lu, Jianfeng
13 Han, Jiequn
11 Liu, Jianguo
11 Ren, Weiqing
10 Engquist, Bjorn E.
10 Zhang, Pingwen
8 Li, Qianxiao
8 Ma, Chao
7 Jentzen, Arnulf
7 Li, Tiejun
7 Lin, Lin
7 Shu, Chi-Wang
6 Li, Xiantao
6 Ying, Lexing
5 Ming, Pingbing
5 Sinaĭ, Yakov Grigor’evich
5 Wojtowytsch, Stephan
5 Wu, Lei
4 García-Cervera, Carlos J.
4 Long, Jihao
4 Zhou, Xiang
3 Abdulle, Assyr
3 Chen, Jingrun
3 Hu, Wei
3 Jiang, Song
3 Liu, Di
3 Shen, Hao
3 Tai, Cheng
3 Tang, Tao
3 Wang, Xiaoping
3 Yue, Xingye
3 Zhang, Linfeng
2 Avellaneda, Marco
2 Car, Roberto
2 Chen, Falai
2 Chen, Shanqin
2 Cheng, Xiuyuan
2 Constantin, Peter
2 Huang, Hongci
2 Hutzenthaler, Martin
2 Kruse, Thomas
2 Li, Dong
2 Ma, Zheng
2 Mattingly, Jonathan Christopher
2 Osher, Stanley Joel
2 Palffy-Muhoray, Peter
2 Rykov, Yurii G.
2 Wan, Xiaoliang
2 Wang, Jianchun
2 Wang, Qingcan
2 Xu, Zhi-Qin John
2 Yang, Chao
2 Yang, Xu
2 Yip, Nung Kwan
2 Yu, Haijun
2 Zang, Yaohua
2 Zhang, Xuanxi
2 Zhang, Yaoyu
1 Bai, Zhaojun
1 Beck, Christian
1 Bertozzi, Andrea Louise
1 Burger, Martin
1 Caffarelli, Luis Ángel
1 Caflisch, Russ
1 Cai, Zhiqiang
1 Chan, Tony Fan-Cheong
1 Chazelle, Bernard
1 Chen, Long
1 Chen, Nan
1 Chen, Shiyi
1 Chen, Weijie
1 Chen, Zhengting
1 Chen, Zhiming
1 Cheng, Li-Tien
1 Chi, Xurong
1 Dai, Yu-Hong
1 Fefferman, Charles Louis
1 Friesecke, Gero
1 Gao, Weiguo
1 Gimbutas, Zydrunas
1 Han, Weimin
1 Hang, Liangkai
1 Hou, Thomas Yizhao
1 Hu, Dan
1 Huang, Zhongyi
1 Keller, Gerta
1 Khanin, Konstantin M.
1 Khouider, Boualem
1 Klein, Rupert
1 Kohn, Robert Vita
1 Kramer, Peter Roland
1 Li, Shangzhi
1 Lin, Ling
1 Lions, Pierre-Louis
1 Liu, Yunxian
1 Luo, Tao
1 Luo, Yixin
1 Malek-Madani, Reza
1 Mazel, Alexander E.
...and 51 more Co-Authors
all top 5

Serials

22 Journal of Computational Physics
13 Communications on Pure and Applied Mathematics
13 Communications in Mathematical Sciences
9 Communications in Computational Physics
7 Physics of Fluids
6 Communications in Mathematical Physics
6 Journal of Statistical Physics
6 Science China. Mathematics
5 Nonlinearity
5 SIAM Journal on Numerical Analysis
5 Proceedings of the National Academy of Sciences of the United States of America
4 Journal of Computational Mathematics
4 Physica D
4 Notices of the American Mathematical Society
4 Journal of Machine Learning Research (JMLR)
4 Communications in Mathematics and Statistics
4 Research in the Mathematical Sciences
3 Archive for Rational Mechanics and Analysis
3 Acta Mathematicae Applicatae Sinica. English Series
3 Methods and Applications of Analysis
3 Discrete and Continuous Dynamical Systems
3 Annals of Applied Mathematics
2 Journal of Fluid Mechanics
2 Russian Mathematical Surveys
2 Mathematics of Computation
2 Chinese Annals of Mathematics. Series B
2 Journal of Nonlinear Science
2 Acta Mathematica Sinica. English Series
1 Computer Physics Communications
1 International Journal for Numerical Methods in Fluids
1 Journal of Mathematical Physics
1 Journal of the Mechanics and Physics of Solids
1 Physics of Fluids, A
1 ACM Transactions on Mathematical Software
1 Memoirs of the American Mathematical Society
1 Nonlinear Analysis. Theory, Methods & Applications. Series A: Theory and Methods
1 Studies in Applied Mathematics
1 Mathematica Numerica Sinica
1 Applied Numerical Mathematics
1 Constructive Approximation
1 Communications in Applied Numerical Methods
1 Journal of the American Mathematical Society
1 Asymptotic Analysis
1 Journal of Scientific Computing
1 European Journal of Applied Mathematics
1 Communications in Partial Differential Equations
1 Journal of Non-Newtonian Fluid Mechanics
1 SIAM Journal on Applied Mathematics
1 SIAM Journal on Scientific Computing
1 Calculus of Variations and Partial Differential Equations
1 European Series in Applied and Industrial Mathematics (ESAIM): Proceedings
1 Annals of Mathematics. Second Series
1 Discrete and Continuous Dynamical Systems. Series B
1 Physical Review E. Third Series
1 Multiscale Modeling & Simulation
1 Acta Numerica
1 Oberwolfach Reports
1 Graduate Studies in Mathematics
1 IAS/Park City Mathematics Series
1 East Asian Journal on Applied Mathematics
1 The Journal of Chemical Physics
1 Pure and Applied Functional Analysis
1 Communications on Applied Mathematics and Computation
1 SN Partial Differential Equations and Applications

Publications by Year

Citations contained in zbMATH Open

182 Publications have been cited 7,112 times in 4,741 Documents Cited by Year
Solving high-dimensional partial differential equations using deep learning. Zbl 1416.35137
Han, Jiequn; Jentzen, Arnulf; E, Weinan
470
2018
The heterogeneous multiscale methods. Zbl 1093.35012
E, Weinan; Engquist, Bjorn
459
2003
The deep Ritz method: a deep learning-based numerical algorithm for solving variational problems. Zbl 1392.35306
E, Weinan; Yu, Bing
420
2018
Deep learning-based numerical methods for high-dimensional parabolic partial differential equations and backward stochastic differential equations. Zbl 1382.65016
E, Weinan; Han, Jiequn; Jentzen, Arnulf
294
2017
Onsager’s conjecture on the energy conservation for solutions of Euler’s equation. Zbl 0818.35085
Constantin, Peter; E, Weinan; Titi, Edriss S.
289
1994
Heterogeneous multiscale methods: a review. Zbl 1164.65496
E, Weinan; Engquist, Bjorn; Li, Xiantao; Ren, Weiqing; Vanden-Eijnden, Eric
222
2007
Generalized variational principles, global weak solutions and behavior with random initial data for systems of conservation laws arising in adhesion particle dynamics. Zbl 0852.35097
E, Weinan; Rykov, Yu. G.; Sinai, Ya. G.
209
1996
The heterogeneous multiscale method. Zbl 1255.65224
Abdulle, Assyr; E, Weinan; Engquist, Björn; Vanden-Eijnden, Eric
198
2012
Blowup of solutions of the unsteady Prandtl’s equation. Zbl 0908.35099
E, Weinan; Engquist, Bjorn
146
1997
Invariant measures for Burgers equation with stochastic forcing. Zbl 0972.35196
E, Weinan; Khanin, K.; Mazel, A.; Sinai, Ya.
143
2000
A proposal on machine learning via dynamical systems. Zbl 1380.37154
E, Weinan
129
2017
Minimum action method for the study of rare events. Zbl 1050.60068
E, Weinan; Ren, Weiqing; Vanden-Eijnden, Eric
128
2004
Analysis of the heterogeneous multiscale method for elliptic homogenization problems. Zbl 1060.65118
E, Weinan; Ming, Pingbing; Zhang, Pingwen
128
2005
Machine learning approximation algorithms for high-dimensional fully nonlinear partial differential equations and second-order backward stochastic differential equations. Zbl 1442.91116
Beck, Christian; E, Weinan; Jentzen, Arnulf
126
2019
Projection method. I: Convergence and numerical boundary layers. Zbl 0842.76052
E, Weinan; Liu, Jian-Guo
122
1995
Principles of multiscale modeling. Zbl 1238.00010
E, Weinan
116
2011
Boundary layer theory and the zero-viscosity limit of the Navier-Stokes equation. Zbl 0961.35101
E, Weinan
108
2000
Gibbsian dynamics and ergodicity for the stochastically forced Navier-Stokes equation. Zbl 0994.60065
E, Weinan; Mattingly, J. C.; Sinai, Ya.
97
2001
Cauchy-Born rule and the stability of crystalline solids: Static problems. Zbl 1106.74019
E, Weinan; Ming, Pingbing
84
2007
Analysis of multiscale methods for stochastic differential equations. Zbl 1080.60060
E, Weinan; Liu, Di; Vanden-Eijnden, Eric
83
2005
Small-scale structures in Boussinesq convection. Zbl 0822.76087
E, Weinan; Shu, Chi-Wang
81
1994
Vorticity boundary condition and related isssues for finite difference schemes. Zbl 0847.76050
E, Weinan; Liu, Jian-Guo
79
1996
On multilevel Picard numerical approximations for high-dimensional nonlinear parabolic partial differential equations and high-dimensional nonlinear backward stochastic differential equations. Zbl 1418.65149
E, Weinan; Hutzenthaler, Martin; Jentzen, Arnulf; Kruse, Thomas
71
2019
Boundary conditions for the moving contact line problem. Zbl 1146.76513
Ren, Weiqing; E, Weinan
65
2007
Numerical methods for the Landau–Lifshitz equation. Zbl 0988.65079
E, Weinan; Wang, Xiao-Ping
65
2000
Essentially compact schemes for unsteady viscous incompressible flows. Zbl 0853.76045
E, Weinan; Liu, Jian-Guo
64
1996
Gauge method for viscous incompressible flows. Zbl 1160.76329
E, Weinan; Liu, Jian-Guo
63
2003
Multiscale modeling and computation. Zbl 1032.65013
E, Weinan; Engquist, Bjorn
63
2003
Dynamics of vortices in Ginzburg-Landau theories with applications to superconductivity. Zbl 0814.34039
E, Weinan
61
1994
Ergodicity for the Navier-Stokes equation with degenerate random forcing: finite-dimensional approximation. Zbl 1024.76012
E, Weinan; Mattingly, Jonathan C.
57
2001
Towards a theory of transition paths. Zbl 1101.82016
E, Weinan; Vanden-Eijnden, Eric
56
2006
Homogenization of linear and nonlinear transport equations. Zbl 0794.35014
E, Weinan
53
1992
A continuum and molecular dynamics hybrid method for micro- and nano-fluid flow. Zbl 1059.76060
Nie, X. B.; Chen, S. Y.; E, Weinan; Robbins, M. O.
48
2004
A mean-field optimal control formulation of deep learning. Zbl 1421.49021
E, Weinan; Han, Jiequn; Li, Qianxiao
48
2019
The gentlest ascent dynamics. Zbl 1237.37052
E, Weinan; Zhou, Xiang
47
2011
A Gauss-Seidel projection method for micromagnetics simulations. Zbl 1012.82002
Wang, Xiao-Ping; García-Cervera, Carlos J.; E, Weinan
47
2001
Maximum principle based algorithms for deep learning. Zbl 1467.68156
Li, Qianxiao; Chen, Long; Tai, Cheng; E, Weinan
46
2018
A dynamic atomistic–continuum method for the simulation of crystalline materials. Zbl 1013.82022
E, Weinan; Huang, Zhongyi
45
2002
Algorithms for solving high dimensional PDEs: from nonlinear Monte Carlo to machine learning. Zbl 1490.60202
E, Weinan; Han, Jiequn; Jentzen, Arnulf
44
2022
On the crystallization of 2D hexagonal lattices. Zbl 1180.82191
E, Weinan; Li, Dong
43
2009
Well-posedness for the dumbbell model of polymeric fluids. Zbl 1060.35169
E, Weinan; Li, Tiejun; Zhang, Pingwen
42
2004
Exponential convergence of the deep neural network approximation for analytic functions. Zbl 1475.65007
E, Weinan; Wang, Qingcan
42
2018
A priori estimates of the population risk for two-layer neural networks. Zbl 1427.68277
E, Weinan; Ma, Chao; Wu, Lei
41
2019
Nested stochastic simulation algorithms for chemical kinetic systems with multiple time scales. Zbl 1162.80003
E, Weinan; Liu, Di; Vanden-Eijnden, Eric
40
2007
The local microscale problem in the multiscale modeling of strongly heterogeneous media: Effects of boundary conditions and cell size. Zbl 1158.74541
Yue, Xingye; E, Weinan
40
2007
Analysis of the heterogeneous multiscale method for ordinary differential equations. Zbl 1088.65552
E, Weinan
40
2003
Finite difference heterogeneous multi-scale method for homogenization problems. Zbl 1034.65067
Abdulle, Assyr; E, Weinan
40
2003
Heterogeneous multiscale method for the modeling of complex fluids and micro-fluidics. Zbl 1143.76541
Ren, Weiqing; E, Weinan
38
2005
Multiscale modeling of the dynamics of solids at finite temperature. Zbl 1120.74313
Li, Xiantao; E, Weinan
37
2005
Continuum models for the contact line problem. Zbl 1308.76082
Ren, Weiqing; Hu, Dan; E, Weinan
37
2010
Solving many-electron Schrödinger equation using deep neural networks. Zbl 1457.81010
Han, Jiequn; Zhang, Linfeng; E, Weinan
35
2019
Adaptive local basis set for Kohn-Sham density functional theory in a discontinuous Galerkin framework. I: Total energy calculation. Zbl 1251.82008
Lin, Lin; Lu, Jianfeng; Ying, Lexing; E, Weinan
34
2012
Fast algorithm for extracting the diagonal of the inverse matrix with application to the electronic structure analysis of metallic systems. Zbl 1182.65072
Lin, Lin; Lu, Jianfeng; Ying, Lexing; Car, Roberto; E, Weinan
34
2009
The Barron space and the flow-induced function spaces for neural network models. Zbl 1490.65020
E, Weinan; Ma, Chao; Wu, Lei
34
2022
Aubry-Mather theory and periodic solutions of the forced Burgers equation. Zbl 0916.35099
E, Weinan
30
1999
A numerical resolution study of high order essentially non-oscillatory schemes applied to incompressible flow. Zbl 0790.76055
E, Weinan; Shu, Chi-Wang
30
1994
Statistical properties of shocks in Burgers turbulence. Zbl 0844.35144
Avellaneda, Marco; E, Weinan
29
1995
Self-induced stochastic resonance in excitable systems. Zbl 1109.34040
Muratov, Cyrill B.; Vanden-Eijnden, Eric; E, Weinan
28
2005
Stochastic modified equations and dynamics of stochastic gradient algorithms. I: Mathematical foundations. Zbl 1484.62106
Li, Qianxiao; Tai, Cheng; E, Weinan
28
2019
SelInv – an algorithm for selected inversion of a sparse symmetric matrix. Zbl 1365.65069
Lin, Lin; Yang, Chao; Meza, Juan C.; Lu, Jianfeng; Ying, Lexing; E, Weinan
28
2011
The heterogeneous multi-scale method for homogenization problems. Zbl 1086.65521
E, Weinan; Engquist, Björn
27
2005
Uniformly accurate machine learning-based hydrodynamic models for kinetic equations. Zbl 1431.76100
Han, Jiequn; Ma, Chao; Ma, Zheng; E, Weinan
27
2019
Multilevel Picard iterations for solving smooth semilinear parabolic heat equations. Zbl 1476.65273
E, Weinan; Hutzenthaler, Martin; Jentzen, Arnulf; Kruse, Thomas
26
2021
Cauchy-Born rule and the stability of crystalline solids: dynamic problems. Zbl 1138.35063
E, Weinan; Ming, Pingbing
25
2007
Effectiveness of implicit methods for stiff stochastic differential equations. Zbl 1199.65010
Li, Tiejun; Abdulle, Assyr; E, Weinan
25
2008
Projection method. III: Spatial discretization on the staggered grid. Zbl 1058.76043
E, Weinan; Liu, Jian-Guo
25
2002
Machine learning from a continuous viewpoint. I. Zbl 1472.68136
E, Weinan; Ma, Chao; Wu, Lei
25
2020
Projection method. II: Godunov-Ryabenki analysis. Zbl 0920.76056
E, Weinan; Liu, Jian-Guo
24
1996
Study of noise-induced transitions in the Lorenz system using the minimum action method. Zbl 1202.34104
Zhou, Xiang; E, Weinan
24
2010
Finite difference methods for 3D viscous incompressible flows in the vorticity-vector potential formulation on nonstaggered grids. Zbl 0901.76046
E, Weinan; Liu, Jian-Guo
23
1997
Nonlinear continuum theory of smectic-\(A\) liquid crystals. Zbl 0891.76009
E, Weinan
22
1997
Generalized flows, intrinsic stochasticity, and turbulent transport. Zbl 0967.76038
E, Weinan; Vanden Eijnden, Eric
22
2000
Convergence of spectral methods for Burgers’ equation. Zbl 0764.65057
E, Weinan
22
1992
Machine learning and computational mathematics. Zbl 1473.00035
E, Weinan
22
2020
The electronic structure of smoothly deformed crystals: Wannier functions and the Cauchy-Born Rule. Zbl 1253.74025
E, Weinan; Lu, Jianfeng
21
2011
Derivation of continuum models for the moving contact line problem based on thermodynamic principles. Zbl 1414.76019
Ren, Weiqing; E, Weinan
21
2011
A molecular kinetic theory of inhomogeneous liquid crystal flow and the small Deborah number limit. Zbl 1131.76010
E, Weinan; Zhang, Pingwen
21
2006
Some recent progress in multiscale modeling. Zbl 1419.74252
E, Weinan; Li, Xiantao; Vanden-Eijnden, Eric
21
2004
Convergence of Fourier methods for the Navier-Stokes equations. Zbl 0776.76021
E, Weinan
21
1993
A general strategy for designing seamless multiscale methods. Zbl 1280.76038
E, Weinan; Ren, Weiqing; Vanden-Eijnden, Eric
21
2009
Model reduction with memory and the machine learning of dynamical systems. Zbl 1473.35450
Ma, Chao; Wang, Jianchun; E, Weinan
21
2019
Deep potential: a general representation of a many-body potential energy surface. Zbl 1488.81038
Han, Jiequn; Zhang, Linfeng; Car, Roberto; E, Weinan
19
2018
Study of the noise-induced transition and the exploration of the phase space for the Kuramoto-Sivashinsky equation using the minimum action method. Zbl 1185.82044
Wan, X.; Zhou, X.; E, W.
18
2010
The initial-value problem for measure-valued solutions of a canonical \(2 \times 2\) system with linearly degenerate fields. Zbl 0784.35059
E, Weinan; Kohn, Robert V.
18
1991
The Kohn-Sham equation for deformed crystals. Zbl 1435.74001
E, Weinan; Lu, Jianfeng
17
2013
Finite difference schemes for incompressible flows in the velocity-impulse density formulation. Zbl 0870.76048
E, Weinan; Liu, Jian-Guo
17
1997
Homogenization of scalar conservation laws with oscillatory forcing terms. Zbl 0755.35068
E, Weinan
17
1992
Energy landscapes and rare events. Zbl 1023.65004
E, Weinan; Ren, Weiqing; Vanden-Eijnden, Eric
17
2002
Metastability, conformation dynamics, and transition pathways in complex systems. Zbl 1141.82312
E, Weinan; Vanden-Eijnden, Eric
16
2004
Continuum theory of epitaxial crystal growth. I. Zbl 1074.76504
E, Weinan; Yip, Nung Kwan
16
2001
Electronic structure of smoothly deformed crystals: Cauchy-Born rule for the nonlinear tight-binding model. Zbl 1277.81117
E, Weinan; Lu, Jianfeng
15
2010
Statistical theory for the stochastic Burgers equation in the inviscid limit. Zbl 1037.76013
E, Weinan; Vanden Eijnden, Eric
15
2000
Gibbsian dynamics and invariant measures for stochastic dissipative PDEs. Zbl 1023.60057
E, Weinan; Liu, Di
15
2002
Large time behavior and homogenization of solutions of two-dimensional conservation laws. Zbl 0797.35114
Engquist, Bjorn; E, Weinan
15
1993
Contact line dynamics on heterogeneous surfaces. Zbl 1308.76212
Ren, Weiqing; E, Weinan
15
2011
Representation formulas and pointwise properties for Barron functions. Zbl 1482.41013
E, Weinan; Wojtowytsch, Stephan
15
2022
A comparative analysis of optimization and generalization properties of two-layer neural network and random feature models under gradient descent dynamics. Zbl 1453.68163
E, Weinan; Ma, Chao; Wu, Lei
15
2020
A fast parallel algorithm for selected inversion of structured sparse matrices with application to 2D electronic structure calculations. Zbl 1230.65039
Lin, Lin; Yang, Chao; Lu, Jianfeng; Ying, Lexing; E, Weinan
14
2011
Simple finite element method in vorticity formulation for incompressible flows. Zbl 0977.76048
Liu, Jian-Guo; E, Weinan
14
2001
Thermodynamically driven incompressible fluid mixtures. Zbl 1110.76307
Otto, Felix; E, Weinan
14
1997
The random feature method for time-dependent problems. Zbl 1527.65084
Chen, Jing-Run; E, Weinan; Luo, Yi-Xin
2
2023
Dynamical systems and optimal control approach to deep learning. Zbl 1507.68277
E, Weinan; Han, Jiequn; Li, Qianxiao
2
2023
Algorithms for solving high dimensional PDEs: from nonlinear Monte Carlo to machine learning. Zbl 1490.60202
E, Weinan; Han, Jiequn; Jentzen, Arnulf
44
2022
The Barron space and the flow-induced function spaces for neural network models. Zbl 1490.65020
E, Weinan; Ma, Chao; Wu, Lei
34
2022
Representation formulas and pointwise properties for Barron functions. Zbl 1482.41013
E, Weinan; Wojtowytsch, Stephan
15
2022
MOD-Net: a machine learning approach via model-operator-data network for solving PDEs. Zbl 1497.35088
Zhang, Lulu; Luo, Tao; Zhang, Yaoyu; E, Weinan; Xu, Zhi-Qin John; Ma, Zheng
9
2022
Approximation and optimization theory for linear continuous-time recurrent neural networks. Zbl 07625195
Li, Zhong; Han, Jiequn; E, Weinan; Li, Qianxiao
4
2022
Generalization error of GAN from the discriminator’s perspective. Zbl 1527.62075
Yang, Hongkang; E, Weinan
1
2022
Multilevel Picard iterations for solving smooth semilinear parabolic heat equations. Zbl 1476.65273
E, Weinan; Hutzenthaler, Martin; Jentzen, Arnulf; Kruse, Thomas
26
2021
Kolmogorov width decay and poor approximators in machine learning: shallow neural networks, random feature models and neural tangent kernels. Zbl 1538.68042
E, Weinan; Wojtowytsch, Stephan
9
2021
The dawning of a new era in applied mathematics. Zbl 1471.00008
E, Weinan
8
2021
Connections between deep learning and partial differential equations. Zbl 1479.35002
Burger, M.; E, W.; Ruthotto, L.; Osher, S. J.
2
2021
Machine learning from a continuous viewpoint. I. Zbl 1472.68136
E, Weinan; Ma, Chao; Wu, Lei
25
2020
Machine learning and computational mathematics. Zbl 1473.00035
E, Weinan
22
2020
A comparative analysis of optimization and generalization properties of two-layer neural network and random feature models under gradient descent dynamics. Zbl 1453.68163
E, Weinan; Ma, Chao; Wu, Lei
15
2020
Rademacher complexity and the generalization error of residual networks. Zbl 1467.62158
E, Weinan; Ma, Chao; Wang, Qingcan
4
2020
DP-GEN: a concurrent learning platform for the generation of reliable deep learning based potential energy models. Zbl 1522.81011
Zhang, Yuzhi; Wang, Haidi; Chen, Weijie; Zeng, Jinzhe; Zhang, Linfeng; Wang, Han; E, Weinan
3
2020
The generalization error of the minimum-norm solutions for over-parameterized neural networks. Zbl 1524.68273
E, Weinan; Ma, Chao; Wu, Lei
1
2020
Machine learning approximation algorithms for high-dimensional fully nonlinear partial differential equations and second-order backward stochastic differential equations. Zbl 1442.91116
Beck, Christian; E, Weinan; Jentzen, Arnulf
126
2019
On multilevel Picard numerical approximations for high-dimensional nonlinear parabolic partial differential equations and high-dimensional nonlinear backward stochastic differential equations. Zbl 1418.65149
E, Weinan; Hutzenthaler, Martin; Jentzen, Arnulf; Kruse, Thomas
71
2019
A mean-field optimal control formulation of deep learning. Zbl 1421.49021
E, Weinan; Han, Jiequn; Li, Qianxiao
48
2019
A priori estimates of the population risk for two-layer neural networks. Zbl 1427.68277
E, Weinan; Ma, Chao; Wu, Lei
41
2019
Solving many-electron Schrödinger equation using deep neural networks. Zbl 1457.81010
Han, Jiequn; Zhang, Linfeng; E, Weinan
35
2019
Stochastic modified equations and dynamics of stochastic gradient algorithms. I: Mathematical foundations. Zbl 1484.62106
Li, Qianxiao; Tai, Cheng; E, Weinan
28
2019
Uniformly accurate machine learning-based hydrodynamic models for kinetic equations. Zbl 1431.76100
Han, Jiequn; Ma, Chao; Ma, Zheng; E, Weinan
27
2019
Model reduction with memory and the machine learning of dynamical systems. Zbl 1473.35450
Ma, Chao; Wang, Jianchun; E, Weinan
21
2019
Applied stochastic analysis. Zbl 1430.60002
E, Weinan; Li, Tiejun; Vanden-Eijnden, Eric
13
2019
Machine learning: mathematical theory and scientific applications. Zbl 1439.68019
E, Weinan
2
2019
Solving high-dimensional partial differential equations using deep learning. Zbl 1416.35137
Han, Jiequn; Jentzen, Arnulf; E, Weinan
470
2018
The deep Ritz method: a deep learning-based numerical algorithm for solving variational problems. Zbl 1392.35306
E, Weinan; Yu, Bing
420
2018
Maximum principle based algorithms for deep learning. Zbl 1467.68156
Li, Qianxiao; Chen, Long; Tai, Cheng; E, Weinan
46
2018
Exponential convergence of the deep neural network approximation for analytic functions. Zbl 1475.65007
E, Weinan; Wang, Qingcan
42
2018
Deep potential: a general representation of a many-body potential energy surface. Zbl 1488.81038
Han, Jiequn; Zhang, Linfeng; Car, Roberto; E, Weinan
19
2018
Deep learning-based numerical methods for high-dimensional parabolic partial differential equations and backward stochastic differential equations. Zbl 1382.65016
E, Weinan; Han, Jiequn; Jentzen, Arnulf
294
2017
A proposal on machine learning via dynamical systems. Zbl 1380.37154
E, Weinan
129
2017
Noisy Hegselmann-Krause systems: phase transition and the \(2R\)-conjecture. Zbl 1393.82013
Wang, Chu; Li, Qianxiao; E, Weinan; Chazelle, Bernard
10
2017
Optimal convergence rate of the universal estimation error. Zbl 1361.62024
E, Weinan; Wang, Yao
1
2017
Renormalized powers of Ornstein-Uhlenbeck processes and well-posedness of stochastic Ginzburg-Landau equations. Zbl 1342.60094
E, Weinan; Jentzen, Arnulf; Shen, Hao
13
2016
Multiscale adaptive representation of signals. I: The basic framework. Zbl 1391.94406
Tai, Cheng; E, Weinan
3
2016
A thermodynamic study of the two-dimensional pressure-driven channel flow. Zbl 1333.65141
E, Weinan; Wang, Jianchun
1
2016
On the distinguished limits of the Navier slip model of the moving contact line problem. Zbl 1327.76019
Ren, Weiqing; Trinh, Philippe H.; E, Weinan
11
2015
Model the nonlinear instability of wall-bounded shear flows as a rare event: a study on two-dimensional Poiseuille flow. Zbl 1316.35246
Wan, Xiaoliang; Yu, Haijun; E, Weinan
8
2015
The free action of nonequilibrium dynamics. Zbl 1327.82060
Li, Qianxiao; E, Weinan
1
2015
The Kohn-Sham equation for deformed crystals. Zbl 1435.74001
E, Weinan; Lu, Jianfeng
17
2013
Asymptotic analysis of quantum dynamics in crystals: the Bloch-Wigner transform, Bloch dynamics and Berry phase. Zbl 1278.81084
E, Weinan; Lu, Jian-feng; Yang, Xu
6
2013
Optimization-based string method for finding minimum energy path. Zbl 1373.37062
Samanta, Amit; E, Weinan
6
2013
Mean field limit of a dynamical model of polymer systems. Zbl 1301.60071
E, Weinan; Shen, Hao
5
2013
Efficient iterative method for solving the Dirac-Kohn-Sham density functional theory. Zbl 1349.65168
Lin, Lin; Shao, Sihong; E, Weinan
1
2013
The heterogeneous multiscale method. Zbl 1255.65224
Abdulle, Assyr; E, Weinan; Engquist, Björn; Vanden-Eijnden, Eric
198
2012
Adaptive local basis set for Kohn-Sham density functional theory in a discontinuous Galerkin framework. I: Total energy calculation. Zbl 1251.82008
Lin, Lin; Lu, Jianfeng; Ying, Lexing; E, Weinan
34
2012
Optimized local basis set for Kohn-Sham density functional theory. Zbl 1250.82002
Lin, Lin; Lu, Jianfeng; Ying, Lexing; E, Weinan
7
2012
Subcritical bifurcation in spatially extended systems. Zbl 1275.60054
E, Weinan; Zhou, Xiang; Cheng, Xiuyuan
4
2012
Stability and the continuum limit of the spin-polarized Thomas-Fermi-Dirac-von Weizsäcker model. Zbl 1278.82054
E, Weinan; Lu, Jianfeng
1
2012
Principles of multiscale modeling. Zbl 1238.00010
E, Weinan
116
2011
The gentlest ascent dynamics. Zbl 1237.37052
E, Weinan; Zhou, Xiang
47
2011
SelInv – an algorithm for selected inversion of a sparse symmetric matrix. Zbl 1365.65069
Lin, Lin; Yang, Chao; Meza, Juan C.; Lu, Jianfeng; Ying, Lexing; E, Weinan
28
2011
The electronic structure of smoothly deformed crystals: Wannier functions and the Cauchy-Born Rule. Zbl 1253.74025
E, Weinan; Lu, Jianfeng
21
2011
Derivation of continuum models for the moving contact line problem based on thermodynamic principles. Zbl 1414.76019
Ren, Weiqing; E, Weinan
21
2011
Contact line dynamics on heterogeneous surfaces. Zbl 1308.76212
Ren, Weiqing; E, Weinan
15
2011
A fast parallel algorithm for selected inversion of structured sparse matrices with application to 2D electronic structure calculations. Zbl 1230.65039
Lin, Lin; Yang, Chao; Lu, Jianfeng; Ying, Lexing; E, Weinan
14
2011
Effective Maxwell equations from time-dependent density functional theory. Zbl 1210.81030
E, Weinan; Lu, Jianfeng; Yang, Xu
5
2011
The heterogeneous multiscale methods with application to combustion. Zbl 1380.76098
E, Weinan; Engquist, Björn; Sun, Yi
2
2011
Continuum models for the contact line problem. Zbl 1308.76082
Ren, Weiqing; Hu, Dan; E, Weinan
37
2010
Study of noise-induced transitions in the Lorenz system using the minimum action method. Zbl 1202.34104
Zhou, Xiang; E, Weinan
24
2010
Study of the noise-induced transition and the exploration of the phase space for the Kuramoto-Sivashinsky equation using the minimum action method. Zbl 1185.82044
Wan, X.; Zhou, X.; E, W.
18
2010
Electronic structure of smoothly deformed crystals: Cauchy-Born rule for the nonlinear tight-binding model. Zbl 1277.81117
E, Weinan; Lu, Jianfeng
15
2010
Localized bases of eigensubspaces and operator compression. Zbl 1205.15017
E, Weinan; Li, Tiejun; Lu, Jianfeng
14
2010
A multiscale coupling method for the modeling of dynamics of solids with application to brittle cracks. Zbl 1423.74958
Li, Xiantao; Yang, Jerry Z.; E, Weinan
13
2010
A numerical method for the study of nucleation of ordered phases. Zbl 1329.82041
Lin, Ling; Cheng, Xiuyuan; E, Weinan; Shi, An-Chang; Zhang, Pingwen
10
2010
On the crystallization of 2D hexagonal lattices. Zbl 1180.82191
E, Weinan; Li, Dong
43
2009
Fast algorithm for extracting the diagonal of the inverse matrix with application to the electronic structure analysis of metallic systems. Zbl 1182.65072
Lin, Lin; Lu, Jianfeng; Ying, Lexing; Car, Roberto; E, Weinan
34
2009
A general strategy for designing seamless multiscale methods. Zbl 1280.76038
E, Weinan; Ren, Weiqing; Vanden-Eijnden, Eric
21
2009
Pole-based approximation of the Fermi-Dirac function. Zbl 1188.41007
Lin, Lin; Lu, Jianfeng; Ying, Lexing; E, Weinan
13
2009
Orbital minimization with localization. Zbl 1170.46313
Gao, Weiguo; E, Weinan
2
2009
Effectiveness of implicit methods for stiff stochastic differential equations. Zbl 1199.65010
Li, Tiejun; Abdulle, Assyr; E, Weinan
25
2008
The Andersen thermostat in molecular dynamics. Zbl 1148.82019
E, Weinan; Li, Dong
12
2008
Optimal partition and effective dynamics of complex networks. Zbl 1205.68031
E, Weinan; Li, Tiejun; Vanden-Eijnden, Eric
12
2008
Breakdown of homogenization for the random Hamilton-Jacobi equations. Zbl 1207.70018
E, Weinan; Wehr, Jan; Xin, Jack
1
2008
Sequential multiscale modeling using sparse representation. Zbl 1364.76156
Garcia-Cervera, Carlos J.; Ren, Weiqing; Lu, Jianfeng; E, Weinan
1
2008
Heterogeneous multiscale methods: a review. Zbl 1164.65496
E, Weinan; Engquist, Bjorn; Li, Xiantao; Ren, Weiqing; Vanden-Eijnden, Eric
222
2007
Cauchy-Born rule and the stability of crystalline solids: Static problems. Zbl 1106.74019
E, Weinan; Ming, Pingbing
84
2007
Boundary conditions for the moving contact line problem. Zbl 1146.76513
Ren, Weiqing; E, Weinan
65
2007
Nested stochastic simulation algorithms for chemical kinetic systems with multiple time scales. Zbl 1162.80003
E, Weinan; Liu, Di; Vanden-Eijnden, Eric
40
2007
The local microscale problem in the multiscale modeling of strongly heterogeneous media: Effects of boundary conditions and cell size. Zbl 1158.74541
Yue, Xingye; E, Weinan
40
2007
Cauchy-Born rule and the stability of crystalline solids: dynamic problems. Zbl 1138.35063
E, Weinan; Ming, Pingbing
25
2007
A discontinuous Galerkin implementation of a domain decomposition method for kinetic-hydrodynamic coupling multiscale problems in gas dynamics and device simulations. Zbl 1343.76041
Chen, Shanqin; E, Weinan; Liu, Yunxian; Shu, Chi-Wang
10
2007
The elastic continuum limit of the tight binding model. Zbl 1136.74003
E, Weinan; Lu, Jianfeng
6
2007
Seamless multiscale modeling via dynamics on fiber bundles. Zbl 1133.65029
E, Weinan; Lu, Jianfeng
6
2007
A sub-linear scaling algorithm for computing the electronic structure of materials. Zbl 1133.35429
García-Cervera, Carlos J.; Lu, Jianfeng; E, Weinan
5
2007
Towards a theory of transition paths. Zbl 1101.82016
E, Weinan; Vanden-Eijnden, Eric
56
2006
A molecular kinetic theory of inhomogeneous liquid crystal flow and the small Deborah number limit. Zbl 1131.76010
E, Weinan; Zhang, Pingwen
21
2006
Variational boundary conditions for molecular dynamics simulations of solids at low temperature. Zbl 1114.74326
Li, Xiantao; E, Weinan
14
2006
Simulations of 3-D domain wall structures in thin films. Zbl 1099.35153
Wang, Xiao-Ping; Wang, Ke; E, Weinan
3
2006
Analysis of the heterogeneous multiscale method for elliptic homogenization problems. Zbl 1060.65118
E, Weinan; Ming, Pingbing; Zhang, Pingwen
128
2005
Analysis of multiscale methods for stochastic differential equations. Zbl 1080.60060
E, Weinan; Liu, Di; Vanden-Eijnden, Eric
83
2005
Heterogeneous multiscale method for the modeling of complex fluids and micro-fluidics. Zbl 1143.76541
Ren, Weiqing; E, Weinan
38
2005
Multiscale modeling of the dynamics of solids at finite temperature. Zbl 1120.74313
Li, Xiantao; E, Weinan
37
2005
Self-induced stochastic resonance in excitable systems. Zbl 1109.34040
Muratov, Cyrill B.; Vanden-Eijnden, Eric; E, Weinan
28
2005
The heterogeneous multi-scale method for homogenization problems. Zbl 1086.65521
E, Weinan; Engquist, Björn
27
2005
Analysis of the local quasicontinuum method. Zbl 1188.74019
E, Weinan; Ming, Pingbing
12
2005
...and 82 more Documents
all top 5

Cited by 6,222 Authors

73 E, Weinan
52 Lu, Jianfeng
48 Chung, Tsz Shun Eric
46 Abdulle, Assyr
38 Jentzen, Arnulf
37 Efendiev, Yalchin R.
36 Vanden-Eijnden, Eric
35 Liu, Jianguo
31 Wang, Cheng
27 Karniadakis, George Em
26 Cui, Junzhi
26 Lin, Lin
26 Ortner, Christoph
24 Chen, Jingrun
24 Zhang, Pingwen
23 Leung, Wingtat
23 Ren, Weiqing
22 Ying, Lexing
21 Hou, Thomas Yizhao
21 Shen, Jie
21 Yang, Xiaofeng
20 Masmoudi, Nader
20 Yang, Haizhao
20 Zhang, Lei
19 Du, Qiang
19 Duan, Jinqiao
19 Li, Xiantao
19 Mishra, Siddhartha
19 Schwab, Christoph
18 Hutzenthaler, Martin
18 Vicol, Vlad C.
17 Ming, Pingbing
17 Titi, Edriss Saleh
17 Zhang, Zhifei
16 Engquist, Bjorn E.
16 Eyink, Gregory L.
16 Han, Jiequn
16 Kevrekidis, Ioannis George
16 Schütte, Christof
16 Wang, Xiaoming
16 Yang, Hanchun
16 Zhang, Lei
15 Constantin, Peter
15 Gao, Yuan
15 Jiang, Lijian
15 Ma, Qiang
15 Yang, Jerry Zhijian
15 Zhang, Zhiwen
14 Lelièvre, Tony
14 Liu, Cheng-Jie
14 Liu, Wing Kam
14 Stefanelli, Ulisse
14 Stuart, Andrew M.
14 Székelyhidi, László jun.
14 Wu, Jiahong
14 Yang, Zhiqiang
14 Zhang, Yanyan
14 Zhang, Yu
13 De Lellis, Camillo
13 Jin, Shi
13 Li, Qianxiao
13 Liu, Chun
13 Liu, Wei
13 Luskin, Mitchell
13 Majda, Andrew J.
13 Osher, Stanley Joel
13 Rykov, Yurii G.
13 Samaey, Giovanni
13 Vasilyeva, Maria V.
13 Wang, Yanqing
13 Yamazaki, Kazuo
13 Yan, Zhenya
13 Yang, Tong
12 Bakhtin, Yuri Yu.
12 Cameron, Maria Kourkina
12 Friedrich, Manuel
12 Grafke, Tobias
12 Mattingly, Jonathan Christopher
12 Ohlberger, Mario
12 Owhadi, Houman
12 Pavliotis, Grigorios A.
12 Sun, Yi
12 Tang, Shaoqiang
12 Zhou, Tao
11 Bétermin, Laurent
11 Isett, Philip
11 Kuksin, Sergeĭ B.
11 Lai, Mingchih
11 Li, Shihu
11 Nersesyan, Vahagn
11 Sun, Xiaobin
11 Valentin, Frédéric
11 Wan, Xiaoliang
11 Ye, Yulin
11 Yue, Xingye
11 Zhang, Zhen
11 Zhou, Xiang
10 De Rosa, Luigi
10 Degond, Pierre
10 Dong, Suchuan
...and 6,122 more Authors
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Cited in 442 Serials

511 Journal of Computational Physics
212 Computer Methods in Applied Mechanics and Engineering
128 Multiscale Modeling & Simulation
123 Journal of Scientific Computing
110 Journal of Differential Equations
107 Physica D
106 Archive for Rational Mechanics and Analysis
101 SIAM Journal on Scientific Computing
95 Journal of Computational and Applied Mathematics
87 Communications in Computational Physics
72 Communications in Mathematical Physics
69 Computers & Mathematics with Applications
56 Journal of Statistical Physics
55 SIAM Journal on Mathematical Analysis
54 Communications on Pure and Applied Mathematics
54 International Journal for Numerical Methods in Engineering
49 Journal of Fluid Mechanics
49 Mathematics of Computation
48 Journal of Mathematical Analysis and Applications
46 Journal of Mathematical Physics
44 Nonlinearity
42 Computers and Fluids
42 Applied Numerical Mathematics
42 Computational Mechanics
41 Journal of Nonlinear Science
40 SIAM Journal on Numerical Analysis
38 Applied Mathematics and Computation
36 Mathematical Methods in the Applied Sciences
33 Stochastic Processes and their Applications
33 Discrete and Continuous Dynamical Systems. Series B
33 European Series in Applied and Industrial Mathematics (ESAIM): Mathematical Modelling and Numerical Analysis
32 M\(^3\)AS. Mathematical Models & Methods in Applied Sciences
32 Chaos
31 Physics of Fluids
30 Nonlinear Analysis. Theory, Methods & Applications. Series A: Theory and Methods
28 Journal of Mathematical Fluid Mechanics
26 Journal of Functional Analysis
26 Numerische Mathematik
26 Calculus of Variations and Partial Differential Equations
26 Science China. Mathematics
26 Research in the Mathematical Sciences
25 Computer Physics Communications
24 Communications in Nonlinear Science and Numerical Simulation
23 Annales de l’Institut Henri Poincaré. Analyse Non Linéaire
22 Advances in Computational Mathematics
22 Discrete and Continuous Dynamical Systems
21 ZAMP. Zeitschrift für angewandte Mathematik und Physik
20 Applicable Analysis
20 International Journal for Numerical Methods in Fluids
20 SIAM Journal on Applied Mathematics
20 Nonlinear Analysis. Real World Applications
18 Applied Mathematics and Optimization
17 Applied Mathematics Letters
17 Communications in Partial Differential Equations
17 Journal de Mathématiques Pures et Appliquées. Neuvième Série
17 Comptes Rendus. Mathématique. Académie des Sciences, Paris
17 Discrete and Continuous Dynamical Systems. Series S
17 Stochastic and Partial Differential Equations. Analysis and Computations
17 East Asian Journal on Applied Mathematics
16 Mathematics and Computers in Simulation
16 Proceedings of the American Mathematical Society
16 Probability Theory and Related Fields
16 The Annals of Applied Probability
15 The Annals of Probability
15 Chinese Annals of Mathematics. Series B
15 Neural Networks
15 Analysis and Applications (Singapore)
15 Acta Numerica
15 Journal of Physics A: Mathematical and Theoretical
14 Advances in Mathematics
14 BIT
14 Transactions of the American Mathematical Society
14 Applied Mathematical Modelling
14 SN Partial Differential Equations and Applications
13 Numerical Methods for Partial Differential Equations
13 SIAM Journal on Applied Dynamical Systems
13 Communications on Applied Mathematics and Computation
12 Journal of the Mechanics and Physics of Solids
12 Acta Applicandae Mathematicae
12 Mathematical Problems in Engineering
12 Foundations of Computational Mathematics
12 Stochastics and Dynamics
12 Communications on Pure and Applied Analysis
12 Numerical Mathematics: Theory, Methods and Applications
12 Annals of PDE
11 Inverse Problems
11 Quarterly of Applied Mathematics
11 SIAM Journal on Control and Optimization
11 European Journal of Applied Mathematics
11 SIAM Review
11 Computational and Applied Mathematics
11 Computational Geosciences
11 Oberwolfach Reports
11 Analysis & PDE
11 SIAM Journal on Financial Mathematics
10 Japan Journal of Industrial and Applied Mathematics
10 European Journal of Mechanics. A. Solids
10 Journal of the European Mathematical Society (JEMS)
10 Journal of Machine Learning Research (JMLR)
10 Journal of Hyperbolic Differential Equations
...and 342 more Serials
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Cited in 53 Fields

2,211 Partial differential equations (35-XX)
1,982 Numerical analysis (65-XX)
1,607 Fluid mechanics (76-XX)
793 Probability theory and stochastic processes (60-XX)
744 Computer science (68-XX)
523 Mechanics of deformable solids (74-XX)
521 Statistical mechanics, structure of matter (82-XX)
265 Dynamical systems and ergodic theory (37-XX)
251 Calculus of variations and optimal control; optimization (49-XX)
181 Biology and other natural sciences (92-XX)
165 Ordinary differential equations (34-XX)
133 Systems theory; control (93-XX)
127 Statistics (62-XX)
120 Quantum theory (81-XX)
114 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
107 Optics, electromagnetic theory (78-XX)
102 Approximations and expansions (41-XX)
85 Operations research, mathematical programming (90-XX)
80 Mechanics of particles and systems (70-XX)
75 Classical thermodynamics, heat transfer (80-XX)
75 Geophysics (86-XX)
40 Functional analysis (46-XX)
38 Linear and multilinear algebra; matrix theory (15-XX)
38 Real functions (26-XX)
36 Global analysis, analysis on manifolds (58-XX)
35 Operator theory (47-XX)
30 Harmonic analysis on Euclidean spaces (42-XX)
28 Information and communication theory, circuits (94-XX)
26 Integral equations (45-XX)
18 General and overarching topics; collections (00-XX)
17 Differential geometry (53-XX)
14 Measure and integration (28-XX)
12 Combinatorics (05-XX)
12 Astronomy and astrophysics (85-XX)
9 Special functions (33-XX)
9 Difference and functional equations (39-XX)
7 Potential theory (31-XX)
7 Relativity and gravitational theory (83-XX)
6 Convex and discrete geometry (52-XX)
5 History and biography (01-XX)
5 Functions of a complex variable (30-XX)
3 Number theory (11-XX)
2 Algebraic geometry (14-XX)
2 Several complex variables and analytic spaces (32-XX)
2 Manifolds and cell complexes (57-XX)
1 Mathematical logic and foundations (03-XX)
1 Order, lattices, ordered algebraic structures (06-XX)
1 Category theory; homological algebra (18-XX)
1 Group theory and generalizations (20-XX)
1 Topological groups, Lie groups (22-XX)
1 Abstract harmonic analysis (43-XX)
1 Integral transforms, operational calculus (44-XX)
1 General topology (54-XX)

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