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Flow field prediction on HCSG tube bundle 0.4 m/s inlet velocity (test)
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4.765
Point-wise Metric P1
MLP-AE L-DeepONet
4.69392
5.17371
5.6535
6.13329
May 28, 2026
Point-wise Metric P1
Point-wise Metric P2
Point-wise Metric P3
Point-wise Metric P4
Point-wise Metric P5
Point-wise Metric P6
Mean Point-wise Error
Updated 5d ago
Evaluation Results
Method
Method
Links
Point-wise Metric P1
Point-wise Metric P2
Point-wise Metric P3
Point-wise Metric P4
Point-wise Metric P5
Point-wise Metric P6
Mean Point-wise Error
MLP-AE L-DeepONet
Sakoe–Chiba band radiu...
2026.05
4.765
4.725
4.013
5.026
5.271
5.152
4.825
CAE L-DeepONet
Sakoe–Chiba band radiu...
2026.05
5.856
5.194
6.725
5.335
7.843
5.786
6.123
MscaleFNO
Sakoe–Chiba band radiu...
2026.05
5.892
6.702
6.077
6.077
7.428
6.539
6.453
FNO
Sakoe–Chiba band radiu...
2026.05
6.542
5.934
5.257
4.916
6.872
6.48
6
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