HSLD benchmark

Welcome to Heat-Source Layout Dataset (HSLD) benchmark.

Temperature field prediction of heat source layout

Heat source layout benchmark services for the satellite design of heat sources and achieves the real-time temperature field prediction. It can reduce the computational complexity from common numerical simulation methods.

Boundary conditions	Heat source layout scheme	Temperature field

• Image-based modelling

learning maps from heat-source layout to temperature field

Citing

@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}
}