AGENT SKILL

physics-informed-neural-networks

PINNs, scientific machine learning, and embedding physics into neural networks

License 许可
MIT
所属仓库
NeuralBlitz/Mito
最近更新
2026-04-21
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01 前言 Front Matter

name
physics-informed-neural-networks
license
MIT
metadata
{ "audience": "researchers", "category": "machine-learning" }
description
PINNs, scientific machine learning, and embedding physics into neural networks
compatibility
opencode

03 SKILL.md 正文

What I do

  • Build physics-informed neural networks
  • Embed PDEs and physical laws into ML
  • Solve inverse problems
  • Combine simulation with data

When to use me

When combining physics with machine learning.

Key Concepts

  • PINN architecture
  • Physics loss terms
  • PDE constraints
  • Forward and inverse problems
  • Domain knowledge integration
  • Scientific ML
  • Surrogate modeling

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