Table 2 The datasets generated by computer simulations of a noisy qubit for training and assessing the performance of the proposed machine-learning algorithm.
From: Characterization and control of open quantum systems beyond quantum noise spectroscopy
Category | Name | Pulse shape | Noise | Control | # Training | # Testing |
|---|---|---|---|---|---|---|
1 | CPMG_G_X_28 | Gaussian | (z) | (x) | 2100 | 700 |
1 | CPMG_S_X_28 | Square | (z) | (x) | 2100 | 700 |
2 | CPMG_G_XY_7 | Gaussian | (x, z) | (x, y) | 3625 | 1225 |
2 | CPMG_G_XY_pi_7 | Gaussian | (x, z) | (x, y) | 3625 | 1225 |
3 | CPMG_G_XY_7_nl | Gaussian | − | (x, y) | 3625 | 1225 |
3 | CPMG_G_XY_pi_7_nl | Gaussian | − | (x, y) | 3625 | 1225 |
