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### Description
Interest is rising in Physics-Informed Neural Networks (PINNs) as a mesh-free alternative to traditional numerical solvers for partial differential equations (PDEs). However, PINNs of…
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您好，
在拜读了您的I-PINN论文之后，我深受启发。有幸发现您还做了H-PINN，这是硬约束相关的么？ 请问您将它发Arxiv了么？
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**The objective**
Hello,
I've been trying to use the library for the last couple of days but I'm encountering difficulties with my problem.
I'm trying to model pandemic dynamics through a SEIR mod…
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Hi,
From the code it seems that PINN samples 30% of ground truth data from the solution domain and use them to supervise training. If I understand correctly, the original PINN does not require supe…
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## タイトル: 物理情報に基づくニューラルネットワークを用いた乳幼児の脳血流PINN解析：灌流MRIデータの活用
## リンク: https://arxiv.org/abs/2410.19759
## 概要:
動脈スピン標識（ASL）磁気共鳴画像法（MRI）は脳血流測定を可能にし、早産児や周産期合併症後の神経学的課題の検出と管理に不可欠です。しかし、乳児におけるASLを用いた脳血流（CB…
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**Is your feature request related to a problem? Please describe.**
A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
**Describe the solution you'd like**…
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I greatly appreciate the algorithm you provided for solving the elliptical boundary problem; it has been very helpful to me. Recently, I've encountered difficulties applying your algorithm to other pr…
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Hi,
I downloaded the dataset for the 1D Navier-Stokes Compressible Equation., and I have several questions about the PINN PDE that is implemented in [pinn](https://github.com/pdebench/PDEBench/tree/…
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Dear Professor,
In the code you provided, the value of Z ranges from 0 to 1, while in the actual data, Z ranges from 0 to -1. This discrepancy in standards appears to cause a misalignment in the re…
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**Describe the bug**
Preface: For me this is not necessarily a bug but a lack in documentation, the fact that I didn't understand where to put those files, doesn't mean necessarily is there a bug.
…