[WeeklyReport] xusuyong2024.05.11~2024.05.24 (#298)

Co-authored-by: HydrogenSulfate <490868991@qq.com>

WeeklyReports/Hackathon_6th/12_xusuyong/[WeeklyReport]2024.05.11~2024.05.24.md

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+### 姓名
+
+徐苏勇
+
+Github ID：[xusuyong](https://github.com/xusuyong)
+
+### 实习项目
+
+[科学计算领域拓展专项（DeePMD-kit、光学案例）](https://github.com/PaddlePaddle/community/blob/master/hackathon/hackathon_6th/%E3%80%90Hackathon%206th%E3%80%91%E9%A3%9E%E6%A1%A8%E6%8A%A4%E8%88%AA%E8%AE%A1%E5%88%92%E9%9B%86%E8%AE%AD%E8%90%A5%E9%A1%B9%E7%9B%AE%E5%90%88%E9%9B%86.md#%E9%A1%B9%E7%9B%AE%E5%8D%81%E4%BA%8C%E7%A7%91%E5%AD%A6%E8%AE%A1%E7%AE%97%E9%A2%86%E5%9F%9F%E6%8B%93%E5%B1%95%E4%B8%93%E9%A1%B9deepmd-kit%E5%85%89%E5%AD%A6%E6%A1%88%E4%BE%8B)
+
+### 本周工作
+
+1. **修改NTK weight的PR**
+
+	* 精度读文献 [When and why PINNs fail to train: A neural tangent kernel perspective](https://doi.org/10.1016/j.jcp.2021.110768)和[An Expert's Guide to Training Physics-informed Neural Networks](https://arxiv.org/abs/2308.08468)，参考作者开源的jax框架代码，比较paddle和jax的区别，使用paddlescience复现。合并PR。
+
+   相关PR：[Add allen cahn sota](https://github.com/PaddlePaddle/PaddleScience/pull/879)
+
+2. **问题疑惑与解答**
+
+
+### 下周工作
+将jaxpi的部分重点案例接入PaddleScience，以及添加curriculum训练策略
+
+### 导师点评
+工作正常推进