Articles

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  151 47

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

  Zhiqiang Cai, Junpyo Choi, Min Liu

  609-628

  https://doi.org/10.4208/ijnam2024-1024

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  13008 1017

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

  Zheng Chen, Seulip Lee, Lin Mu

  629-651

  https://doi.org/10.4208/ijnam2024-1025

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  13219 1004

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

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

  652-673

  https://doi.org/10.4208/ijnam2024-1026

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  12764 983

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

  Qingguang Guan

  674-696

  https://doi.org/10.4208/ijnam2024-1027

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  12878 972

• Deep Surrogate Model for Learning Green’s Function Associated with Linear Reaction-Diffusion Operator

  Junqing Jia, Lili Ju, Xiaoping Zhang

  697-715

  https://doi.org/10.4208/ijnam2024-1028

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  12850 986

• Parametric Model Reduction with Convolutional Neural Networks

  Yumeng Wang, Shiping Zhou, Yanzhi Zhang

  716-738

  https://doi.org/10.4208/ijnam2024-1029

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  12927 1021

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

  Zezhong Zhang, Feng Bao, Guannan Zhang

  739-763

  https://doi.org/10.4208/ijnam2024-1030

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  12748 995

• 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

  764-792

  https://doi.org/10.4208/ijnam2024-1031

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  13152 1050