Open Access
Table 1.
Summary of the percentage of absorption lines with a discrepancy between true physical parameters and CNN predictions exceeding σ90 (90% percentile derived from simulated test data).
Sno. | Lines | Data | Δb > σ90b[median N] | ΔN > σ90N[median b] | Δb > σ90b & ΔN > σ90N | |||
---|---|---|---|---|---|---|---|---|
S/N < 20 | S/N > 20 | S/N < 20 | S/N > 20 | S/N < 20 | S/N > 20 | |||
1 | Single | D16 | 12.8% [13.35] | 14.8% [12.70] | 9.4% [32.50] | 2.4% [34.60] | 5.0% | 0.3% |
2 | Single | D16 mock | 6.2% [13.24] | 7.5% [12.77] | 2.8% [28.70] | 0.5% [18.80] | 0.4% | 0.0% |
3 | Single | VIPER | 14.1% [13.22] | 13.0% [12.74] | 7.6% [29.17] | 2.7% [34.71] | 3.5% | 0.4% |
4 | Single | VIPER mock | 6.6% [13.16] | 5.2% [12.64] | 5.2% [24.32] | 0.0% | 0.0% | 0.0% |
5 | Double C1 | D16 | 33.8% [13.34] | 25.0% [12.84] | 11.0% [35.90] | 5.3% [29.80] | 4.4% | 2.6% |
6 | Double C1 | D16 mock | 8.0% [13.16] | 8.0% [12.82] | 4.0% [24.80] | 0.0% | 0.0% | 0.0% |
7 | Double C1 | VIPER | 25.5% [13.23] | 23.5% [12.76] | 11.5% [25.20] | 8.6% [27.34] | 4.5% | 4.9% |
8 | Double C1 | VIPER mock | 11.5% [13.28] | 9.3% [12.55] | 4.1% [26.21] | 2.7% [38.12] | 0.0% | 1.3% |
9 | Double C2 | D16 | 19.9% [13.32] | 26.3% [12.78] | 14.0% [32.70] | 6.6% [38.40] | 5.1% | 3.9% |
10 | Double C2 | D16 mock | 5.6% [13.18] | 4.0% [12.71] | 7.2% [22.50] | 1.3% [36.40] | 0.0% | 0.0% |
11 | Double C2 | VIPER | 26.1% [13.08] | 29.6% [12.54] | 12.7% [30.49] | 11.1% [27.78] | 3.8% | 4.9% |
12 | Double C2 | VIPER mock | 15.5% [12.98] | 16.0% [12.99] | 5.4% [27.36] | 4.0% [20.10] | 0.7% | 2.7% |
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