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Benchmarks
Parameter Estimation on Morris-Lecar SNIC 5% noise (test)
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0.8
gL Relative Error
UKF
-1.748
15.451
32.65
49.849
Feb 27, 2026
gL Relative Error
gK Relative Error
gCa Relative Error
phi Relative Error
V1 Relative Error
V2 Relative Error
V3 Relative Error
V4 Relative Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
gL Relative Error
gK Relative Error
gCa Relative Error
phi Relative Error
V1 Relative Error
V2 Relative Error
V3 Relative Error
V4 Relative Error
UKF
Initial Guess Strategy...
2026.02
0.8
0.1
0.5
0.2
1.3
0.2
0.1
0.1
4D-Var
Initial Guess Strategy...
2026.02
1.8
1.1
1.1
1.2
5.3
0.4
3
0.1
4D-Var
Initial Guess Strategy...
2026.02
2.3
0.2
1.6
2.3
8.1
0.2
1.7
0.5
PINN
Initial Guess Strategy...
2026.02
5.3
0.6
1.8
1.8
5
0.3
0.6
4.7
PINN
Initial Guess Strategy...
2026.02
5.8
0.9
1.9
1.9
4.8
0.3
0.9
5.1
PINN
Initial Guess Strategy...
2026.02
5.9
1
1.9
1.9
4.8
0.4
1
5.2
UKF
Initial Guess Strategy...
2026.02
64.5
8.4
2.9
63
3.1
2.2
81.6
70.5
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