PEDS datasets and figure data
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下载链接:
https://zenodo.org/record/10011957
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资源简介:
Datasets:
y_fisher25.csv: reaction-diffusion equation; the thermal flux corresponding to structures with 25 holes
X_fisher25.csv: reaction-diffusion equation; the side lengths of the 25 holes in the structures
y_fisher16.csv: reaction-diffusion equation; the thermal flux corresponding to structures with 16 holes
X_fisher16.csv: reaction-diffusion equation; the side lengths of the 16 holes in the structures
y_fourier25.csv: diffusion equation; the thermal flux corresponding to structures with 25 holes
X_fourier25.csv: diffusion equation; the side lengths of the 25 holes in the structures
y_fourier16.csv: diffusion equation; the thermal flux corresponding to structures with 16 holes
X_fourier16.csv: diffusion equation; the side lengths of the 16 holes in the structures
y_maxwell10.csv: Helmholtz equation; the complex transmission through the 10-layered structure
X_maxwell10.csv: Helmholtz equation; the side lengths of the 10 holes in each layer of the structure followed by a one-hot encoding of the frequency [0.5, 0.75, 1]
Figure data:
nb_trainingpoints_Fig1.csv: number of training points in the dataset–x-coordinates (Fig 1, S1, and S2)
baseline_alFig1.csv: error of the baseline ensemble using a dataset that was generated using active learning (Fig 1, S1, and S2)
baseline_noalFig1.csv: error of the baseline ensemble using a dataset that was sampled uniformly at random (Fig 1, S1, and S2)
baseline_single_noalFig1.csv: error of the baseline (single model) using a dataset that was sampled uniformly at random (Fig 1, S1, and S2)
PEDS_alFig1.csv: error of the PEDS ensemble using a dataset that was generated using active learning (Fig 1, S1, and S2)
PEDS_noalFig1.csv: error of the PEDS ensemble using a dataset that was sampled uniformly at random (Fig 1, S1, and S2)
PEDS_single_noalFig1.csv: error of the PEDS (single model) using a dataset that was sampled uniformly at random (Fig 1, S1, and S2)
SM10_ALFigS1.csv: error of the space mapping ensemble with a resolution of 10 using a dataset that was generated using active learning (Fig S1)
SM10_noALFigS1.csv: error of the space mapping ensemble with a resolution of 10 using a dataset that was sampled uniformly at random (Fig S1)
SM10_single_noALFigS1.csv: error of the space mapping (single model) with a resolution of 10 using a dataset that was sampled uniformly at random (Fig S1)
SM20_single_noalFigS2.csv: error of the space mapping (single model) with a resolution of 20 using a dataset that was sampled uniformly at random (Fig S2)
SM20_ALFigS2.csv: error of the space mapping ensemble with a resolution of 20 using a dataset that was generated using active learning (Fig S2)
SM20_noALFigS2.csv: error of the space mapping ensemble with a resolution of 20 using a dataset that was sampled uniformly at random (Fig S2)
resolutionFigS4.csv: resolution of the middle fidelity model–x-coordinate (Fig. S4)
error_midfidFigS4.csv: error of the middle fidelity model (Fig. S4)
创建时间:
2023-10-17



