Open Access
Table 1
Summary of our inputs for the LSTM dataset used for training, validation, and testing.
Theoretical SN Ia models | W7, N100, Sub-Ch, merger |
Empirical SN Ia model | SNEMO15 |
Light curve coverage | ∼3.4 to 70.0 rest-frame days |
after explosion | |
Absolute mag (rest-frame u) | −17.9 to −19.7 |
Absolute mag (rest-frame g) | −18.7 to −19.7 |
Time delay | 0 to 150 days |
Detection of first image | At latest 5 days after peak |
Cadence | 1,2,3 days ± 4 hours |
Missing data points | 0–50% |
Band / filter | LSST i band2 |
Mean single-epoch 5σ depth | 24.5 mag |
Noise calculation | See Appendix A |
max. σi(tk) | 2 mag |
Moon phase | Random |
Source redshift zs | 0.17–1.34 following OM10 |
Source and lens redshift | (0.77, 0.30), (0.97, 0.47), |
(zs, zd) only for microlensing | (0.53, 0.13), (0.94, 0.20), |
(0.60, 0.42) | |
(0.37, 0.35), (0.27, 0.24), | |
(κ,γ) | (0.46, 0.48), (0.69, 0.7), |
(0.90, 0.90), (0.52, 0.53) | |
s | 0.4, 0.6, 0.8 |
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