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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。

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  • 基于图像回归的多组件热传导拓扑优化深度学习框架

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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}
}