欢迎来到最优传热路径预测数据集(Optimal heat transfer path prediction data,OHTPD)主页。
传热结构优化设计任务
该基准针对平面热源组件布局的体-点传热结构拓扑优化问题(如图1所示),解决多组件热传导拓扑优化难题。

- 基于图像回归的多组件热传导拓扑优化深度学习框架

针对不同发热组件的数量、位置(输入),可近实时生成最优传热路径的设计方案(输出)。
引用
最优传热路径基准
@article{zhang2021,
Author = {Zeyu Zhang and Yu Li and Weien Zhou and Xiaoqian Chen and Wen Yao and Yong Zhao},
Title = {TONR: An exploration for a novel way combining neural network with topology optimization},
Journal = {Computer Methods in Applied Mechanics and Engineering},
volume = {386},
Year = {2021}
}
@article{luo2021,
Author = {Jiaxiang Luo and Yu Li and Wenen Zhou and Zhiqiang Gong and Zeyu Zhang and Wen Yao},
Title = {An Improved Data-Driven Topology Optimization Method Using Feature Pyramid Networks with Physical Constraints},
Journal = {CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES},
volume = {128},
number = {3},
pages = {823-848},
Year = {2021}
}