温度场预测基准

欢迎来到热源布局预测数据集(Heat-Source Layout Dataset, HSLD)主页。

热源布局温度场预测任务

热源布局温度场预测任务是在一个给定边界条件的传热问题中，针对任意变化的热源组件布局，实现整体温度场的快速准确预测，为热源组件布局优化设计提供高效代理模型工具。

给定边界条件的传热问题	热源组件布局方案	对应温度场分布

• 基于图像的建模

学习热源布局到温度场的映射关系

引用

温度场重建基准

@article{chen2021,
    Author = {Xianqi Chen and Xiaoyu Zhao and Zhiqiang Gong and Jun Zhang and Weien Zhou and Xiaoqian Chen and Wen Yao},
    Title = {A Deep Neural Network Surrogate Modeling Benchmark for Temperature Field Prediction of Heat Source Layout},
    Journal = {Science China-Physics, Mechanics & Astronomy},
    Year = {2021}
}
        

@article{zhao2021,
    Author = {Xiaoyu Zhao and Zhiqiang Gong and Jun Zhang and Wen Yao and Xiaoqian Chen},
    Title = {A surrogate model with data augmentation and deep transfer learning for temperature field prediction of heat source layout},
    Journal = {Structural and Multidisciplinary Optimization},
    Year = {2021}
}