Search Results

• Convergence of Gradient Method for Double Parallel Feedforward Neural Network

  J. Wang, W. Wu, Z. Li & L. Li

  2011-08-01

  33324 2674 Pages:484-495

• A Novel Deep Neural Network Algorithm for the Helmholtz Scattering Problem in the Unbounded Domain

  Andy L Yang

  2023-09-19

  24772 2146 Pages:724-738

• A Deep Learning Galerkin Method for the Second-Order Linear Elliptic Equations

  ​Jian Li, Wen Zhang, Jing Yue

  2021-05-25

  42788 2661 Pages:427-441

• Improving the Expressive Power of Deep Neural Networks Through Integral Activation Transform

  Zezhong Zhang, Feng Bao, Guannan Zhang

  2024-10-08

  12877 1085 Pages:739-763

• Least-Squares Neural Network (LSNN) Method for Linear Advection-Reaction Equation: Non-Constant Jumps

  Zhiqiang Cai, Junpyo Choi, Min Liu

  2024-10-08

  13159 1062 Pages:609-628

• Deep Neural Network for Solving Differential Equations Motivated by Legendre-Galerkin Approximation

  Bryce Chudomelka, Youngjoon Hong, John Morgan, Hyunwoo Kim, Jinyoung Park

  2024-10-08

  12936 1031 Pages:652-673

• Parametric Model Reduction with Convolutional Neural Networks

  Yumeng Wang, Shiping Zhou, Yanzhi Zhang

  2024-10-08

  13073 1098 Pages:716-738

• From Obstacle Problems to Neural Insights: Feedforward Neural Network Modeling of Ice Thickness

  Kapil Chawla, William Holmes, Roger Temam

  2024-11-22

  13553 1315 Pages:1-20

• A Mesh-Less, Ray-Based Deep Neural Network Method for the Helmholtz Equation with High Frequency

  Andy L Yang, Feng Gu

  2022-06-22

  37744 2671 Pages:587-601

• Comparative Studies on Mesh-Free Deep Neural Network Approach Versus Finite Element Method for Solving Coupled Nonlinear Hyperbolic/Wave Equations

  Xingwen Zhu, Mingyan He, Pengtao Sun

  2022-08-22

  297311 2817 Pages:603-629

• Fractional Order Learning Methods for Nonlinear System Identification Based on Fuzzy Neural Network

  Jie Ding, Sen Xu, Zhijie Li

  2023-09-19

  24509 2111 Pages:709-723

• How Can Deep Neural Networks Fail Even with Global Optima?

  Qingguang Guan

  2024-10-08

  13026 1009 Pages:674-696

• Numerical Approximations of the Allen-Cahn-Ohta-Kawasaki Equation with Modified Physics-Informed Neural Networks (PINNs)

  Jingjing Xu, Jia Zhao, Yanxiang Zhao

  2023-09-19

  25058 2204 Pages:693-708

• Automated Detection and Characterization of Singularities in Functions Using Neural Networks-From FFT Signals

  Zheng Chen, Seulip Lee, Lin Mu

  2024-10-08

  13372 1043 Pages:629-651

• An Asymptotic Expansion-Based Deep Neural Network for Solving Singularly Perturbed Problems with Exponential Boundary Layers

  Shuiqian Xu, Jiangxing Wang, Yiduo Zhang, Xiaofeng Yang

  2025-12-28

  961 112 Pages:163-183

• Stability Criteria and Multiple Bifurcation Analysis for Some Nonlinear Continuous-Time Coupled Systems with Multiple Delays

  Z. Wang, M. Peng & X. Yang

  2011-08-01

  31461 2726 Pages:705-720

• Choice of Interior Penalty Coefficient for Interior Penalty Discontinuous Galerkin Method for Biot’s System by Employing Machine Learning

  Sanghyun Lee, Teeratorn Kadeethum, Hamidreza M. Nick

  2024-10-08

  13293 1113 Pages:764-792