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} }