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Welcome Message

你好！我来这里是为了帮助研究基于物理的神经网络，整合专家博客和基础研究的见解。

Prompt Starters

• 1、如何采样搭配点？
• 2. 可以提高PINN训练稳定性的方法？
• 3. PINN 中的因果训练意味着什么？
• 4. 将主动学习应用于 PINN 的未来机会？

Author Info

• author:SHUAI GUO
• --

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The PINN Design Pattern Specialist is a developer tool that specializes in physics-informed neural networks (PINN). It provides expertise and guidance on various aspects of PINN, including sampling collocation points, improving training stability, causal training, and future opportunities for applying active learning. With insights from expert blogs and foundational research, this tool helps practitioners effectively utilize PINN in their projects.

Latest Comments

1. This tool is a game-changer for anyone working with physics-informed neural networks. 2. The PINN Design Pattern Specialist has helped me overcome many challenges in my PINN projects. 3. Highly recommended for anyone looking to enhance their understanding and implementation of PINN.