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Thermal Field Prediction on Lunar Rover Thermal Simulation (test)

0.0033Average RMSEPIML
0.0031340.0040140.0048940.005773May 26, 2026

Evaluation results

MethodLinks
PIMLNumber of Hidden Layers=5, Nodes Per Layer=1024, Learning Rate=10−3, Number of Training Samples=1000, Number of Testing Samples=200, Number of Epochs=500, Activation Function=Leaky ReLU, Number of Outputs=522026.050.0033
ANNNumber of Hidden Layers=5, Nodes Per Layer=1024, Learning Rate=10−3, Number of Training Samples=1000, Number of Testing Samples=200, Number of Epochs=500, Activation Function=Leaky ReLU, Number of Outputs=147682026.050.0054
LFModel Type=Low-Fidelity physics model2026.050.0065