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Optimal Power Flow on GridFM-datakit 2000-GOC
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68.28
Average Constraint Violation (Sij(+), x10^-4 p.u.)
HH-MPNN
66.1712
80.4056
94.64
108.8744
Oct 8, 2025
Average Constraint Violation (Sij(+), x10^-4 p.u.)
Average Constraint Violation (Sji(-), x10^-4 p.u.)
Average Constraint Violation (Pb, x10^-4 p.u.)
Average Constraint Violation (Qb, x10^-4 p.u.)
Max Constraint Violation (Sij(+), p.u.)
Max Constraint Violation (Sji(-), p.u.)
Max Constraint Violation (Pb, p.u.)
Max Constraint Violation (Qb, p.u.)
Optimality Gap (%)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Average Constraint Violation (Sij(+), x10^-4 p.u.)
Average Constraint Violation (Sji(-), x10^-4 p.u.)
Average Constraint Violation (Pb, x10^-4 p.u.)
Average Constraint Violation (Qb, x10^-4 p.u.)
Max Constraint Violation (Sij(+), p.u.)
Max Constraint Violation (Sji(-), p.u.)
Max Constraint Violation (Pb, p.u.)
Max Constraint Violation (Qb, p.u.)
Optimality Gap (%)
HH-MPNN
Mode=Zero-shot
2025.10
68.28
68.81
39.65
198
30.2
30.14
100.73
41.86
39
FNN
Mode=Zero-shot
2025.10
74
75
27
140
39.38
39.39
151.58
59.54
57
CNN
Mode=Zero-shot
2025.10
121
121
57
254
37.7
37.7
114.24
27.9
2
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