| Testing Session Information | |
| ======================================================================================================================== | |
| Session name: SwinLSTM_in12_out12 | |
| Testing Session Start Time: 2025-06-08_14-00-32 | |
| Inputs: ['F10.7', 'Dst', 'ap', 'AE', 'pc', 'SW Temp', 'SW Density', 'SW Speed', 'SW Long Angle', 'SW Lat Angle', 'Flow Pressure', 'E Field', 'Scalar B', 'BZ (GSM)', 'Year', 'Day of Year', 'Hour'] | |
| Overall Metrics: | |
| RMSE(TECU): 2.6572 ± 1.4930 | |
| R²: 0.9462 ± 0.0194 | |
| SSIM: 0.9584 ± 0.0228 | |
| Per-Horizon Metrics: | |
| RMSE per step: [np.float32(1.5235), np.float32(2.24), np.float32(2.5264), np.float32(2.636), np.float32(2.7138), np.float32(2.7478), np.float32(2.7649), np.float32(2.7912), np.float32(2.8014), np.float32(2.8109), np.float32(2.8353), np.float32(2.8921)] | |
| RMSE_std per step: [np.float32(0.7765), np.float32(1.1742), np.float32(1.3682), np.float32(1.4611), np.float32(1.5344), np.float32(1.5715), np.float32(1.6105), np.float32(1.6599), np.float32(1.6895), np.float32(1.7242), np.float32(1.7611), np.float32(1.7927)] | |
| R² per step: [np.float64(0.9809), np.float64(0.9594), np.float64(0.948), np.float64(0.944), np.float64(0.9415), np.float64(0.9393), np.float64(0.9394), np.float64(0.9396), np.float64(0.939), np.float64(0.9396), np.float64(0.9395), np.float64(0.9361)] | |
| R²_std per step: [np.float64(0.0091), np.float64(0.0183), np.float64(0.0242), np.float64(0.0265), np.float64(0.0278), np.float64(0.03), np.float64(0.0299), np.float64(0.0293), np.float64(0.0304), np.float64(0.03), np.float64(0.0302), np.float64(0.0326)] | |
| SSIM per step: [np.float64(0.9817), np.float64(0.9648), np.float64(0.9585), np.float64(0.9566), np.float64(0.9549), np.float64(0.9547), np.float64(0.9548), np.float64(0.9545), np.float64(0.955), np.float64(0.9555), np.float64(0.9553), np.float64(0.9544)] | |
| SSIM_std per step: [np.float64(0.0102), np.float64(0.0194), np.float64(0.0228), np.float64(0.0242), np.float64(0.0255), np.float64(0.0256), np.float64(0.026), np.float64(0.0271), np.float64(0.0274), np.float64(0.0278), np.float64(0.0285), np.float64(0.0284)] | |
| very_weak: | |
| Overall Metrics: | |
| RMSE(TECU): 1.4360 | |
| RMSE_std: 0.2204 | |
| R²: 0.9365 | |
| R²_std: 0.0158 | |
| SSIM: 0.9758 | |
| SSIM_std: 0.0048 | |
| RMSE per step: [0.8965, 1.2725, 1.4139, 1.4701, 1.4963, 1.5068, 1.5038, 1.4896, 1.4777, 1.4687, 1.4619, 1.4993] | |
| RMSE std per step: [0.2053, 0.2573, 0.2742, 0.2847, 0.2924, 0.3, 0.3063, 0.3094, 0.3117, 0.3158, 0.3188, 0.3178] | |
| R² per step: [0.9745, 0.9489, 0.9367, 0.9313, 0.9287, 0.9275, 0.9277, 0.9291, 0.9303, 0.9312, 0.9319, 0.9283] | |
| R² std per step: [0.0102, 0.0181, 0.0232, 0.0260, 0.0275, 0.0285, 0.0289, 0.0283, 0.0279, 0.0279, 0.0280, 0.0291] | |
| SSIM per step: [0.9888, 0.9790, 0.9750, 0.9737, 0.9730, 0.9728, 0.9731, 0.9739, 0.9746, 0.9752, 0.9758, 0.9747] | |
| SSIM std per step: [0.0039, 0.0058, 0.0063, 0.0066, 0.0068, 0.0070, 0.0071, 0.0071, 0.0071, 0.0071, 0.0071, 0.0071] | |
| weak: | |
| Overall Metrics: | |
| RMSE(TECU): 1.6606 | |
| RMSE_std: 0.6721 | |
| R²: 0.9401 | |
| R²_std: 0.0156 | |
| SSIM: 0.9723 | |
| SSIM_std: 0.0119 | |
| RMSE per step: [1.0155, 1.4560, 1.6223, 1.6855, 1.7179, 1.7358, 1.7393, 1.7297, 1.7212, 1.7157, 1.7090, 1.7451] | |
| RMSE std per step: [0.435, 0.62, 0.6746, 0.6975, 0.7151, 0.7289, 0.7395, 0.7501, 0.761, 0.7695, 0.7723, 0.7751] | |
| R² per step: [0.9772, 0.9531, 0.9409, 0.9358, 0.9332, 0.9317, 0.9315, 0.9326, 0.9336, 0.9342, 0.9348, 0.9318] | |
| R² std per step: [0.0094, 0.0172, 0.0223, 0.0249, 0.0264, 0.0277, 0.0280, 0.0275, 0.0272, 0.0271, 0.0272, 0.0283] | |
| SSIM per step: [0.9873, 0.9764, 0.9720, 0.9705, 0.9696, 0.9691, 0.9691, 0.9698, 0.9705, 0.9712, 0.9719, 0.9707] | |
| SSIM std per step: [0.0067, 0.0115, 0.0127, 0.0132, 0.0135, 0.0136, 0.0137, 0.0139, 0.0142, 0.0145, 0.0145, 0.0144] | |
| moderate: | |
| Overall Metrics: | |
| RMSE(TECU): 3.3269 | |
| RMSE_std: 0.8616 | |
| R²: 0.9520 | |
| R²_std: 0.0196 | |
| SSIM: 0.9470 | |
| SSIM_std: 0.0171 | |
| RMSE per step: [1.9749, 2.8432, 3.1724, 3.3036, 3.3750, 3.4157, 3.4434, 3.4691, 3.4980, 3.5263, 3.5466, 3.6076] | |
| RMSE std per step: [0.5378, 0.7422, 0.8662, 0.9321, 0.9736, 1.0059, 1.0331, 1.0579, 1.081, 1.1031, 1.1259, 1.1366] | |
| R² per step: [0.9827, 0.9642, 0.9553, 0.9515, 0.9493, 0.9481, 0.9472, 0.9464, 0.9455, 0.9446, 0.9440, 0.9421] | |
| R² std per step: [0.0077, 0.0154, 0.0210, 0.0240, 0.0261, 0.0277, 0.0290, 0.0300, 0.0307, 0.0316, 0.0330, 0.0343] | |
| SSIM per step: [0.9750, 0.9547, 0.9477, 0.9452, 0.9438, 0.9432, 0.9430, 0.9428, 0.9425, 0.9424, 0.9426, 0.9413] | |
| SSIM std per step: [0.0091, 0.0152, 0.0184, 0.0199, 0.0207, 0.0214, 0.0218, 0.0223, 0.0226, 0.0230, 0.0233, 0.0234] | |
| intense: | |
| Overall Metrics: | |
| RMSE(TECU): 4.4754 | |
| RMSE_std: 1.5377 | |
| R²: 0.9579 | |
| R²_std: 0.0180 | |
| SSIM: 0.9355 | |
| SSIM_std: 0.0253 | |
| RMSE per step: [2.5087, 3.6345, 4.1387, 4.3624, 4.4933, 4.5801, 4.6483, 4.7148, 4.7820, 4.8413, 4.9039, 5.0174] | |
| RMSE std per step: [0.9536, 1.2088, 1.4153, 1.5389, 1.6172, 1.6755, 1.7281, 1.7744, 1.8171, 1.8605, 1.9086, 1.9564] | |
| R² per step: [0.9860, 0.9716, 0.9633, 0.9592, 0.9565, 0.9548, 0.9534, 0.9520, 0.9507, 0.9495, 0.9483, 0.9460] | |
| R² std per step: [0.0095, 0.0126, 0.0169, 0.0199, 0.0222, 0.0238, 0.0254, 0.0267, 0.0277, 0.0288, 0.0303, 0.0317] | |
| SSIM per step: [0.9712, 0.9470, 0.9371, 0.9335, 0.9319, 0.9311, 0.9305, 0.9299, 0.9293, 0.9290, 0.9288, 0.9272] | |
| SSIM std per step: [0.0141, 0.0217, 0.0266, 0.0287, 0.0297, 0.0303, 0.0308, 0.0313, 0.0316, 0.0320, 0.0323, 0.0326] | |
| Storm Analysis Results: | |
| ====================================================================================================================================================== | |
| Storm Date Dst(nT) Full (RMSE ± std / R² ± std / SSIM ± std) Main (RMSE ± std / R² ± std / SSIM ± std) | |
| ------------------------------------------------------------------------------------------------------------------------------------------------------ | |
| 1 2001-03-31 08:00 -387.0 7.61 ± 2.19 / 0.94 ± 0.03 / 0.89 ± 0.04 8.45 ± 2.27 / 0.93 ± 0.04 / 0.89 ± 0.04 | |
| 2 2001-11-06 06:00 -292.0 7.02 ± 1.62 / 0.94 ± 0.03 / 0.89 ± 0.04 8.67 ± 1.76 / 0.91 ± 0.03 / 0.86 ± 0.03 | |
| 3 2001-04-12 00:00 -236.0 5.90 ± 1.78 / 0.95 ± 0.03 / 0.91 ± 0.04 7.61 ± 1.33 / 0.92 ± 0.02 / 0.89 ± 0.02 | |
| 4 2001-11-24 16:00 -221.0 5.54 ± 1.06 / 0.95 ± 0.02 / 0.92 ± 0.02 6.47 ± 0.78 / 0.94 ± 0.01 / 0.89 ± 0.01 | |
| 5 2001-10-21 22:00 -180.0 7.05 ± 1.31 / 0.95 ± 0.02 / 0.90 ± 0.02 6.38 ± 0.99 / 0.96 ± 0.01 / 0.90 ± 0.02 | |
| 6 2001-10-03 14:00 -166.0 6.09 ± 0.88 / 0.96 ± 0.01 / 0.91 ± 0.02 6.66 ± 0.25 / 0.96 ± 0.00 / 0.89 ± 0.01 | |
| 7 2001-10-28 10:00 -149.0 6.87 ± 1.04 / 0.95 ± 0.02 / 0.90 ± 0.02 6.82 ± 0.78 / 0.95 ± 0.01 / 0.89 ± 0.02 | |
| 8 2001-03-20 16:00 -146.0 5.27 ± 1.28 / 0.96 ± 0.02 / 0.92 ± 0.03 7.20 ± 0.15 / 0.93 ± 0.00 / 0.87 ± 0.01 | |
| 9 2012-03-09 08:00 -145.0 4.42 ± 0.63 / 0.94 ± 0.01 / 0.92 ± 0.01 4.93 ± 0.54 / 0.93 ± 0.01 / 0.91 ± 0.01 | |
| 10 2012-07-15 16:00 -139.0 3.23 ± 0.95 / 0.90 ± 0.05 / 0.94 ± 0.03 4.84 ± 0.35 / 0.84 ± 0.02 / 0.91 ± 0.01 | |
| 11 2012-10-01 04:00 -122.0 4.60 ± 0.95 / 0.94 ± 0.02 / 0.93 ± 0.03 5.30 ± 0.81 / 0.92 ± 0.02 / 0.91 ± 0.02 | |
| 12 2012-04-24 04:00 -120.0 4.41 ± 0.71 / 0.94 ± 0.02 / 0.93 ± 0.02 4.95 ± 0.54 / 0.93 ± 0.01 / 0.91 ± 0.01 | |
| 13 2001-04-18 06:00 -114.0 4.16 ± 0.74 / 0.97 ± 0.01 / 0.94 ± 0.02 4.29 ± 0.83 / 0.96 ± 0.01 / 0.94 ± 0.01 | |
| 14 2012-10-09 08:00 -109.0 3.61 ± 0.66 / 0.94 ± 0.02 / 0.94 ± 0.02 5.01 ± 0.35 / 0.90 ± 0.01 / 0.90 ± 0.01 | |
| 15 2001-11-01 10:00 -106.0 6.69 ± 0.79 / 0.95 ± 0.01 / 0.90 ± 0.02 7.42 ± 0.85 / 0.94 ± 0.01 / 0.87 ± 0.02 | |
| 16 2012-11-14 06:00 -103.0 4.55 ± 1.27 / 0.93 ± 0.03 / 0.92 ± 0.03 6.09 ± 0.74 / 0.90 ± 0.02 / 0.89 ± 0.02 | |
| ======================== Per-Horizon Breakdown ======================== | |
| Storm 1: 2001-03-31 08:00 (Dst: -387.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.7110, 5.7039, 6.7292, 7.2527, 7.5542, 7.7555, 7.9141, 8.0533, 8.1775, 8.2947, 8.4523, 8.6920] | |
| RMSE_std : [1.4217, 1.7801, 2.0744, 2.3233, 2.5361, 2.7260, 2.8764, 2.9415, 2.9649, 2.9756, 2.9804, 2.9730] | |
| R² : [0.9844, 0.9651, 0.9516, 0.9434, 0.9379, 0.9336, 0.9301, 0.9272, 0.9250, 0.9230, 0.9203, 0.9162] | |
| R²_std : [0.0165, 0.0216, 0.0276, 0.0338, 0.0412, 0.0500, 0.0575, 0.0594, 0.0585, 0.0585, 0.0589, 0.0587] | |
| SSIM : [0.9584, 0.9168, 0.8970, 0.8893, 0.8859, 0.8846, 0.8835, 0.8825, 0.8817, 0.8811, 0.8803, 0.8781] | |
| SSIM_std : [0.0222, 0.0351, 0.0431, 0.0483, 0.0523, 0.0556, 0.0582, 0.0599, 0.0616, 0.0633, 0.0647, 0.0655] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.8011, 4.1076, 4.6270, 4.7965, 5.1392, 5.8197, 6.6180, 7.8230, 9.5325, 11.4571, 13.1471, 14.2885] | |
| RMSE_std : [0.1791, 0.4117, 0.4626, 0.3788, 0.8345, 1.9222, 2.6554, 3.2170, 4.0571, 4.4379, 4.1029, 3.1178] | |
| R² : [0.9909, 0.9802, 0.9747, 0.9731, 0.9699, 0.9620, 0.9531, 0.9387, 0.9121, 0.8709, 0.8291, 0.8065] | |
| R²_std : [0.0010, 0.0035, 0.0051, 0.0053, 0.0089, 0.0229, 0.0320, 0.0400, 0.0622, 0.0950, 0.1093, 0.0915] | |
| SSIM : [0.9753, 0.9514, 0.9421, 0.9391, 0.9351, 0.9259, 0.9117, 0.8863, 0.8514, 0.8139, 0.7811, 0.7555] | |
| SSIM_std : [0.0017, 0.0032, 0.0036, 0.0047, 0.0121, 0.0296, 0.0435, 0.0614, 0.0819, 0.0905, 0.0836, 0.0663] | |
| Storm 2: 2001-11-06 06:00 (Dst: -292.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.6662, 5.4246, 6.2719, 6.6721, 6.9191, 7.0934, 7.2470, 7.4133, 7.5946, 7.7696, 7.9538, 8.1929] | |
| RMSE_std : [1.0567, 1.2185, 1.4613, 1.6327, 1.7485, 1.8375, 1.9362, 2.0404, 2.1690, 2.2761, 2.3382, 2.3321] | |
| R² : [0.9833, 0.9648, 0.9528, 0.9463, 0.9418, 0.9386, 0.9355, 0.9321, 0.9281, 0.9242, 0.9202, 0.9154] | |
| R²_std : [0.0110, 0.0159, 0.0216, 0.0260, 0.0297, 0.0323, 0.0356, 0.0397, 0.0451, 0.0502, 0.0547, 0.0567] | |
| SSIM : [0.9556, 0.9135, 0.8949, 0.8887, 0.8861, 0.8849, 0.8838, 0.8821, 0.8802, 0.8787, 0.8776, 0.8752] | |
| SSIM_std : [0.0187, 0.0298, 0.0383, 0.0420, 0.0440, 0.0455, 0.0469, 0.0481, 0.0494, 0.0504, 0.0507, 0.0500] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.9854, 4.6357, 5.3595, 5.7910, 6.2115, 6.7032, 7.4299, 8.6627, 10.0029, 11.4153, 12.7281, 13.7144] | |
| RMSE_std : [0.1523, 0.1495, 0.3237, 0.3540, 0.4782, 0.9744, 1.6968, 2.8539, 3.3691, 3.4341, 3.1364, 2.5746] | |
| R² : [0.9885, 0.9720, 0.9625, 0.9564, 0.9507, 0.9425, 0.9303, 0.9090, 0.8800, 0.8394, 0.8002, 0.7707] | |
| R²_std : [0.0015, 0.0025, 0.0053, 0.0065, 0.0057, 0.0150, 0.0275, 0.0491, 0.0692, 0.0906, 0.0971, 0.0889] | |
| SSIM : [0.9662, 0.9315, 0.9163, 0.9060, 0.8957, 0.8827, 0.8685, 0.8420, 0.8145, 0.7927, 0.7750, 0.7603] | |
| SSIM_std : [0.0039, 0.0032, 0.0077, 0.0174, 0.0244, 0.0319, 0.0389, 0.0609, 0.0671, 0.0634, 0.0557, 0.0431] | |
| Storm 3: 2001-04-12 00:00 (Dst: -236.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.9618, 4.5529, 5.3482, 5.7186, 5.9110, 6.0240, 6.1198, 6.2382, 6.3622, 6.4689, 6.5371, 6.6001] | |
| RMSE_std : [1.2040, 1.2558, 1.3478, 1.5071, 1.6958, 1.8728, 2.0418, 2.2026, 2.3534, 2.4943, 2.5993, 2.6329] | |
| R² : [0.9866, 0.9704, 0.9593, 0.9529, 0.9488, 0.9459, 0.9432, 0.9401, 0.9368, 0.9338, 0.9317, 0.9300] | |
| R²_std : [0.0163, 0.0189, 0.0220, 0.0262, 0.0313, 0.0368, 0.0425, 0.0484, 0.0539, 0.0585, 0.0616, 0.0626] | |
| SSIM : [0.9677, 0.9349, 0.9181, 0.9108, 0.9072, 0.9051, 0.9033, 0.9014, 0.8998, 0.8985, 0.8976, 0.8967] | |
| SSIM_std : [0.0190, 0.0254, 0.0303, 0.0337, 0.0375, 0.0416, 0.0451, 0.0487, 0.0519, 0.0547, 0.0568, 0.0576] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.8541, 4.0143, 4.4257, 4.5137, 5.0299, 5.9762, 6.9826, 7.9095, 8.8905, 9.9808, 11.0372, 11.7980] | |
| RMSE_std : [1.0853, 0.6834, 0.5012, 0.3989, 1.1961, 2.2156, 2.7831, 2.9151, 2.6564, 2.1905, 1.4954, 1.1536] | |
| R² : [0.9877, 0.9774, 0.9722, 0.9706, 0.9628, 0.9484, 0.9328, 0.9192, 0.9018, 0.8773, 0.8497, 0.8247] | |
| R²_std : [0.0105, 0.0070, 0.0048, 0.0048, 0.0173, 0.0335, 0.0427, 0.0443, 0.0435, 0.0475, 0.0508, 0.0563] | |
| SSIM : [0.9702, 0.9458, 0.9373, 0.9347, 0.9255, 0.9079, 0.8891, 0.8709, 0.8518, 0.8294, 0.8054, 0.7843] | |
| SSIM_std : [0.0133, 0.0076, 0.0073, 0.0053, 0.0196, 0.0411, 0.0506, 0.0555, 0.0530, 0.0461, 0.0354, 0.0317] | |
| Storm 4: 2001-11-24 16:00 (Dst: -221.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.0014, 4.4461, 5.1449, 5.4809, 5.6367, 5.7237, 5.7890, 5.8571, 5.9214, 5.9639, 6.0230, 6.1496] | |
| RMSE_std : [0.8988, 0.9357, 1.1240, 1.2137, 1.2627, 1.3133, 1.3639, 1.4100, 1.4187, 1.4065, 1.3885, 1.3730] | |
| R² : [0.9841, 0.9660, 0.9540, 0.9476, 0.9445, 0.9427, 0.9413, 0.9397, 0.9383, 0.9374, 0.9362, 0.9336] | |
| R²_std : [0.0108, 0.0155, 0.0224, 0.0251, 0.0260, 0.0266, 0.0279, 0.0292, 0.0297, 0.0298, 0.0304, 0.0314] | |
| SSIM : [0.9632, 0.9326, 0.9183, 0.9121, 0.9097, 0.9089, 0.9083, 0.9080, 0.9079, 0.9082, 0.9084, 0.9066] | |
| SSIM_std : [0.0158, 0.0212, 0.0251, 0.0271, 0.0281, 0.0287, 0.0292, 0.0294, 0.0289, 0.0285, 0.0279, 0.0268] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [3.3467, 4.3502, 4.7208, 4.8936, 5.3811, 5.8435, 6.1058, 6.6611, 7.3301, 8.0962, 8.6848, 8.8595] | |
| RMSE_std : [0.9296, 0.4943, 0.5224, 0.5339, 0.9829, 1.2377, 1.3830, 1.6247, 1.6274, 1.3398, 0.8651, 0.7799] | |
| R² : [0.9814, 0.9703, 0.9649, 0.9619, 0.9532, 0.9444, 0.9396, 0.9299, 0.9178, 0.9023, 0.8903, 0.8871] | |
| R²_std : [0.0120, 0.0071, 0.0073, 0.0077, 0.0164, 0.0211, 0.0233, 0.0265, 0.0281, 0.0271, 0.0219, 0.0200] | |
| SSIM : [0.9577, 0.9332, 0.9244, 0.9173, 0.9040, 0.8925, 0.8861, 0.8744, 0.8608, 0.8500, 0.8455, 0.8483] | |
| SSIM_std : [0.0165, 0.0096, 0.0110, 0.0146, 0.0296, 0.0333, 0.0351, 0.0378, 0.0320, 0.0199, 0.0133, 0.0137] | |
| Storm 5: 2001-10-21 22:00 (Dst: -180.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.7588, 5.4434, 6.2158, 6.6084, 6.8585, 7.0387, 7.1961, 7.3829, 7.5947, 7.8179, 8.0664, 8.3742] | |
| RMSE_std : [1.1419, 1.1768, 1.3575, 1.4900, 1.6197, 1.7074, 1.7677, 1.8342, 1.8965, 1.9274, 1.9623, 2.0048] | |
| R² : [0.9838, 0.9678, 0.9581, 0.9527, 0.9489, 0.9461, 0.9436, 0.9405, 0.9368, 0.9330, 0.9285, 0.9228] | |
| R²_std : [0.0122, 0.0137, 0.0170, 0.0195, 0.0223, 0.0242, 0.0255, 0.0273, 0.0293, 0.0312, 0.0335, 0.0363] | |
| SSIM : [0.9568, 0.9185, 0.9025, 0.8967, 0.8939, 0.8922, 0.8906, 0.8887, 0.8868, 0.8852, 0.8830, 0.8793] | |
| SSIM_std : [0.0194, 0.0253, 0.0299, 0.0315, 0.0331, 0.0340, 0.0348, 0.0351, 0.0352, 0.0352, 0.0354, 0.0360] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [3.6120, 4.6759, 5.0169, 5.0345, 5.0287, 5.0086, 5.3405, 6.0883, 6.9054, 7.6869, 8.5700, 9.5251] | |
| RMSE_std : [0.6045, 0.4761, 0.4457, 0.2622, 0.1616, 0.0941, 1.0608, 2.0478, 2.4650, 2.5343, 2.4092, 1.9438] | |
| R² : [0.9865, 0.9777, 0.9743, 0.9741, 0.9744, 0.9749, 0.9715, 0.9631, 0.9536, 0.9428, 0.9295, 0.9130] | |
| R²_std : [0.0048, 0.0042, 0.0044, 0.0030, 0.0020, 0.0010, 0.0111, 0.0229, 0.0283, 0.0313, 0.0327, 0.0305] | |
| SSIM : [0.9552, 0.9233, 0.9159, 0.9176, 0.9185, 0.9192, 0.9096, 0.8922, 0.8752, 0.8573, 0.8387, 0.8208] | |
| SSIM_std : [0.0113, 0.0096, 0.0129, 0.0077, 0.0058, 0.0057, 0.0301, 0.0502, 0.0563, 0.0555, 0.0506, 0.0388] | |
| Storm 6: 2001-10-03 14:00 (Dst: -166.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.3812, 4.9961, 5.7249, 6.0147, 6.1261, 6.2128, 6.3031, 6.3922, 6.4888, 6.5809, 6.6716, 6.7911] | |
| RMSE_std : [0.6670, 0.8131, 1.0095, 1.1035, 1.1846, 1.2585, 1.3145, 1.3316, 1.3181, 1.3211, 1.3216, 1.3258] | |
| R² : [0.9870, 0.9721, 0.9632, 0.9591, 0.9571, 0.9555, 0.9539, 0.9524, 0.9508, 0.9492, 0.9476, 0.9454] | |
| R²_std : [0.0055, 0.0084, 0.0122, 0.0144, 0.0165, 0.0180, 0.0193, 0.0198, 0.0200, 0.0206, 0.0210, 0.0220] | |
| SSIM : [0.9603, 0.9242, 0.9091, 0.9045, 0.9038, 0.9033, 0.9024, 0.9017, 0.9014, 0.9010, 0.9006, 0.8990] | |
| SSIM_std : [0.0117, 0.0183, 0.0229, 0.0245, 0.0253, 0.0262, 0.0269, 0.0272, 0.0270, 0.0268, 0.0267, 0.0265] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [3.3957, 5.6161, 6.6237, 6.9951, 7.0758, 7.1159, 7.0730, 6.8637, 6.7033, 6.7624, 7.0458, 7.2950] | |
| RMSE_std : [0.3875, 0.9296, 1.0649, 0.9226, 0.8313, 0.7456, 0.6908, 0.4995, 0.2472, 0.2947, 0.4977, 0.5120] | |
| R² : [0.9889, 0.9699, 0.9580, 0.9526, 0.9512, 0.9498, 0.9491, 0.9513, 0.9532, 0.9529, 0.9496, 0.9464] | |
| R²_std : [0.0020, 0.0082, 0.0110, 0.0093, 0.0075, 0.0063, 0.0073, 0.0062, 0.0038, 0.0029, 0.0063, 0.0072] | |
| SSIM : [0.9545, 0.8995, 0.8766, 0.8714, 0.8733, 0.8773, 0.8814, 0.8880, 0.8919, 0.8895, 0.8825, 0.8770] | |
| SSIM_std : [0.0103, 0.0245, 0.0272, 0.0236, 0.0248, 0.0266, 0.0234, 0.0134, 0.0076, 0.0105, 0.0125, 0.0095] | |
| Storm 7: 2001-10-28 10:00 (Dst: -149.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.7100, 5.4785, 6.3117, 6.6821, 6.9059, 7.0596, 7.1898, 7.3029, 7.4161, 7.4961, 7.5588, 7.6491] | |
| RMSE_std : [0.9048, 0.9604, 1.1124, 1.2242, 1.3106, 1.3697, 1.4075, 1.4321, 1.4686, 1.5206, 1.5810, 1.6107] | |
| R² : [0.9841, 0.9666, 0.9557, 0.9503, 0.9469, 0.9444, 0.9423, 0.9405, 0.9386, 0.9373, 0.9361, 0.9345] | |
| R²_std : [0.0095, 0.0116, 0.0153, 0.0179, 0.0198, 0.0211, 0.0222, 0.0231, 0.0244, 0.0259, 0.0277, 0.0288] | |
| SSIM : [0.9571, 0.9165, 0.9003, 0.8954, 0.8928, 0.8909, 0.8892, 0.8876, 0.8859, 0.8845, 0.8834, 0.8817] | |
| SSIM_std : [0.0148, 0.0228, 0.0272, 0.0279, 0.0279, 0.0281, 0.0285, 0.0287, 0.0289, 0.0294, 0.0302, 0.0307] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [3.3185, 4.7124, 5.4071, 5.6677, 5.8824, 6.1299, 6.4978, 7.0216, 7.6518, 8.2834, 8.8572, 9.3914] | |
| RMSE_std : [0.3707, 0.2050, 0.2240, 0.3291, 0.3372, 0.5274, 1.0402, 1.5659, 1.6604, 1.6961, 1.5806, 1.1615] | |
| R² : [0.9877, 0.9756, 0.9678, 0.9643, 0.9612, 0.9585, 0.9553, 0.9498, 0.9422, 0.9339, 0.9263, 0.9191] | |
| R²_std : [0.0029, 0.0021, 0.0030, 0.0046, 0.0050, 0.0064, 0.0107, 0.0171, 0.0191, 0.0214, 0.0217, 0.0177] | |
| SSIM : [0.9655, 0.9327, 0.9179, 0.9113, 0.9046, 0.8969, 0.8856, 0.8732, 0.8583, 0.8441, 0.8325, 0.8254] | |
| SSIM_std : [0.0045, 0.0034, 0.0068, 0.0068, 0.0104, 0.0184, 0.0286, 0.0355, 0.0358, 0.0345, 0.0282, 0.0197] | |
| Storm 8: 2001-03-20 16:00 (Dst: -146.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.6239, 3.9819, 4.6678, 5.0216, 5.2558, 5.4214, 5.5431, 5.6409, 5.7276, 5.8103, 5.8917, 6.0288] | |
| RMSE_std : [0.7974, 0.9523, 1.2012, 1.3680, 1.4747, 1.5451, 1.5809, 1.6117, 1.6354, 1.6649, 1.7008, 1.7034] | |
| R² : [0.9883, 0.9744, 0.9649, 0.9593, 0.9555, 0.9527, 0.9507, 0.9491, 0.9478, 0.9464, 0.9450, 0.9428] | |
| R²_std : [0.0080, 0.0103, 0.0153, 0.0188, 0.0212, 0.0227, 0.0235, 0.0242, 0.0248, 0.0257, 0.0270, 0.0278] | |
| SSIM : [0.9713, 0.9434, 0.9287, 0.9222, 0.9187, 0.9167, 0.9152, 0.9141, 0.9132, 0.9124, 0.9115, 0.9091] | |
| SSIM_std : [0.0136, 0.0192, 0.0258, 0.0299, 0.0323, 0.0337, 0.0346, 0.0352, 0.0357, 0.0364, 0.0373, 0.0380] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [3.3895, 5.1936, 6.0924, 6.6724, 7.0068, 7.0801, 7.1738, 7.4642, 7.9162, 8.4438, 8.7902, 8.9497] | |
| RMSE_std : [1.1112, 0.9170, 0.7006, 0.4427, 0.4887, 0.5078, 0.4077, 0.3738, 0.4602, 0.4449, 0.2447, 0.3781] | |
| R² : [0.9836, 0.9647, 0.9533, 0.9453, 0.9399, 0.9376, 0.9343, 0.9262, 0.9145, 0.9007, 0.8911, 0.8866] | |
| R²_std : [0.0100, 0.0091, 0.0079, 0.0061, 0.0072, 0.0064, 0.0040, 0.0071, 0.0117, 0.0121, 0.0075, 0.0124] | |
| SSIM : [0.9564, 0.9153, 0.8915, 0.8773, 0.8691, 0.8669, 0.8636, 0.8553, 0.8452, 0.8362, 0.8324, 0.8316] | |
| SSIM_std : [0.0216, 0.0236, 0.0211, 0.0114, 0.0047, 0.0050, 0.0050, 0.0089, 0.0095, 0.0047, 0.0048, 0.0104] | |
| Storm 9: 2012-03-09 08:00 (Dst: -145.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.7369, 3.8375, 4.2640, 4.4361, 4.5129, 4.5389, 4.5440, 4.5515, 4.5936, 4.6441, 4.6856, 4.7498] | |
| RMSE_std : [0.5347, 0.7377, 0.8117, 0.8661, 0.8806, 0.8599, 0.8772, 0.9300, 1.0078, 1.0734, 1.0995, 1.1030] | |
| R² : [0.9746, 0.9499, 0.9383, 0.9333, 0.9310, 0.9305, 0.9305, 0.9300, 0.9284, 0.9266, 0.9254, 0.9235] | |
| R²_std : [0.0093, 0.0184, 0.0227, 0.0260, 0.0274, 0.0266, 0.0263, 0.0277, 0.0307, 0.0342, 0.0367, 0.0380] | |
| SSIM : [0.9586, 0.9275, 0.9166, 0.9131, 0.9117, 0.9115, 0.9120, 0.9121, 0.9117, 0.9109, 0.9103, 0.9086] | |
| SSIM_std : [0.0129, 0.0190, 0.0203, 0.0205, 0.0206, 0.0202, 0.0208, 0.0219, 0.0230, 0.0240, 0.0250, 0.0250] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.8487, 3.9550, 4.2476, 4.4577, 4.6514, 4.7008, 4.6847, 4.7558, 5.1601, 5.7180, 6.0608, 6.2956] | |
| RMSE_std : [0.3834, 0.4768, 0.3300, 0.3304, 0.3500, 0.2956, 0.3409, 0.4315, 0.9310, 1.4678, 1.6762, 1.4981] | |
| R² : [0.9688, 0.9411, 0.9345, 0.9320, 0.9296, 0.9331, 0.9373, 0.9373, 0.9272, 0.9119, 0.9005, 0.8936] | |
| R²_std : [0.0089, 0.0138, 0.0126, 0.0131, 0.0160, 0.0128, 0.0082, 0.0083, 0.0255, 0.0404, 0.0460, 0.0409] | |
| SSIM : [0.9562, 0.9209, 0.9138, 0.9111, 0.9104, 0.9160, 0.9211, 0.9220, 0.9109, 0.8969, 0.8847, 0.8772] | |
| SSIM_std : [0.0088, 0.0124, 0.0137, 0.0158, 0.0178, 0.0120, 0.0080, 0.0065, 0.0253, 0.0348, 0.0419, 0.0401] | |
| Storm 10: 2012-07-15 16:00 (Dst: -139.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [1.7140, 2.5611, 2.9264, 3.0930, 3.2052, 3.2884, 3.3587, 3.4237, 3.4707, 3.5018, 3.5248, 3.5760] | |
| RMSE_std : [0.4322, 0.7423, 0.9312, 1.0267, 1.0867, 1.1553, 1.2241, 1.2678, 1.2680, 1.2564, 1.2762, 1.2901] | |
| R² : [0.9735, 0.9395, 0.9195, 0.9090, 0.9017, 0.8959, 0.8905, 0.8854, 0.8817, 0.8792, 0.8767, 0.8726] | |
| R²_std : [0.0124, 0.0329, 0.0474, 0.0554, 0.0604, 0.0660, 0.0724, 0.0780, 0.0807, 0.0820, 0.0865, 0.0913] | |
| SSIM : [0.9760, 0.9542, 0.9444, 0.9406, 0.9381, 0.9361, 0.9342, 0.9325, 0.9316, 0.9311, 0.9307, 0.9292] | |
| SSIM_std : [0.0088, 0.0180, 0.0240, 0.0275, 0.0294, 0.0313, 0.0335, 0.0356, 0.0365, 0.0368, 0.0373, 0.0376] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [1.6498, 2.4638, 3.0084, 3.5605, 4.2894, 5.1160, 5.6096, 5.6956, 5.7064, 5.7196, 5.7090, 5.5874] | |
| RMSE_std : [0.5768, 0.8654, 0.9629, 0.9152, 0.8771, 1.2559, 1.4282, 1.4818, 1.2809, 1.0053, 0.9708, 0.9192] | |
| R² : [0.9773, 0.9508, 0.9289, 0.9056, 0.8726, 0.8305, 0.7972, 0.7849, 0.7781, 0.7728, 0.7649, 0.7539] | |
| R²_std : [0.0127, 0.0280, 0.0369, 0.0380, 0.0405, 0.0611, 0.0770, 0.0820, 0.0675, 0.0376, 0.0254, 0.0243] | |
| SSIM : [0.9769, 0.9565, 0.9420, 0.9311, 0.9175, 0.9026, 0.8922, 0.8885, 0.8850, 0.8786, 0.8707, 0.8679] | |
| SSIM_std : [0.0103, 0.0180, 0.0214, 0.0193, 0.0129, 0.0224, 0.0287, 0.0291, 0.0256, 0.0186, 0.0130, 0.0123] | |
| Storm 11: 2012-10-01 04:00 (Dst: -122.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.6136, 3.8151, 4.2835, 4.5289, 4.6871, 4.7659, 4.7990, 4.8162, 4.8309, 4.8571, 4.9011, 5.0016] | |
| RMSE_std : [0.5557, 0.8576, 1.0035, 1.0900, 1.1702, 1.2412, 1.2869, 1.3239, 1.3736, 1.4351, 1.4873, 1.5003] | |
| R² : [0.9794, 0.9558, 0.9440, 0.9369, 0.9319, 0.9291, 0.9277, 0.9268, 0.9259, 0.9245, 0.9227, 0.9193] | |
| R²_std : [0.0074, 0.0166, 0.0220, 0.0250, 0.0284, 0.0315, 0.0328, 0.0336, 0.0351, 0.0374, 0.0391, 0.0393] | |
| SSIM : [0.9655, 0.9374, 0.9280, 0.9239, 0.9211, 0.9198, 0.9192, 0.9191, 0.9190, 0.9188, 0.9185, 0.9167] | |
| SSIM_std : [0.0111, 0.0216, 0.0264, 0.0285, 0.0304, 0.0320, 0.0330, 0.0336, 0.0343, 0.0349, 0.0356, 0.0357] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.4653, 3.5259, 3.8606, 4.0373, 4.2243, 4.4621, 4.7796, 5.1702, 5.8392, 6.6414, 7.4085, 7.9553] | |
| RMSE_std : [0.2470, 0.3113, 0.2695, 0.2481, 0.3031, 0.4120, 0.4744, 0.8228, 1.3711, 1.6940, 1.7342, 1.4746] | |
| R² : [0.9807, 0.9605, 0.9532, 0.9499, 0.9465, 0.9413, 0.9346, 0.9260, 0.9103, 0.8882, 0.8625, 0.8424] | |
| R²_std : [0.0041, 0.0071, 0.0063, 0.0058, 0.0059, 0.0084, 0.0092, 0.0174, 0.0328, 0.0462, 0.0557, 0.0521] | |
| SSIM : [0.9690, 0.9449, 0.9380, 0.9324, 0.9254, 0.9177, 0.9096, 0.8994, 0.8834, 0.8652, 0.8495, 0.8382] | |
| SSIM_std : [0.0040, 0.0065, 0.0078, 0.0128, 0.0168, 0.0190, 0.0165, 0.0212, 0.0327, 0.0362, 0.0352, 0.0291] | |
| Storm 12: 2012-04-24 04:00 (Dst: -120.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.5177, 3.7393, 4.2489, 4.4490, 4.5436, 4.6019, 4.6219, 4.6151, 4.6068, 4.6199, 4.6292, 4.6543] | |
| RMSE_std : [0.4770, 0.6807, 0.8219, 0.8882, 0.9177, 0.9492, 0.9926, 1.0344, 1.0964, 1.1481, 1.2003, 1.2172] | |
| R² : [0.9808, 0.9575, 0.9445, 0.9389, 0.9363, 0.9346, 0.9340, 0.9341, 0.9341, 0.9334, 0.9327, 0.9318] | |
| R²_std : [0.0061, 0.0140, 0.0213, 0.0251, 0.0257, 0.0259, 0.0267, 0.0273, 0.0294, 0.0323, 0.0350, 0.0361] | |
| SSIM : [0.9661, 0.9362, 0.9249, 0.9212, 0.9196, 0.9189, 0.9189, 0.9193, 0.9196, 0.9195, 0.9195, 0.9185] | |
| SSIM_std : [0.0109, 0.0188, 0.0222, 0.0244, 0.0256, 0.0263, 0.0272, 0.0279, 0.0288, 0.0291, 0.0295, 0.0295] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.3922, 3.4479, 3.8048, 3.8795, 3.8763, 4.0825, 4.4926, 4.9659, 5.5916, 6.1169, 6.5789, 7.0600] | |
| RMSE_std : [0.3271, 0.5291, 0.6104, 0.6587, 0.5784, 0.6434, 1.0979, 1.4380, 1.6284, 1.5836, 1.1858, 0.6544] | |
| R² : [0.9828, 0.9656, 0.9589, 0.9572, 0.9576, 0.9524, 0.9422, 0.9315, 0.9177, 0.9060, 0.8930, 0.8726] | |
| R²_std : [0.0038, 0.0079, 0.0100, 0.0114, 0.0096, 0.0130, 0.0238, 0.0312, 0.0359, 0.0353, 0.0271, 0.0310] | |
| SSIM : [0.9713, 0.9491, 0.9413, 0.9418, 0.9411, 0.9331, 0.9184, 0.9047, 0.8883, 0.8735, 0.8598, 0.8485] | |
| SSIM_std : [0.0042, 0.0076, 0.0093, 0.0105, 0.0114, 0.0253, 0.0403, 0.0457, 0.0461, 0.0412, 0.0263, 0.0087] | |
| Storm 13: 2001-04-18 06:00 (Dst: -114.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.3450, 3.4644, 3.9548, 4.1459, 4.2240, 4.2577, 4.2835, 4.3265, 4.3718, 4.4163, 4.4657, 4.5787] | |
| RMSE_std : [0.6213, 0.6608, 0.8253, 0.9490, 1.0040, 1.0335, 1.0426, 1.0384, 1.0594, 1.0874, 1.1044, 1.1200] | |
| R² : [0.9889, 0.9766, 0.9693, 0.9660, 0.9645, 0.9637, 0.9632, 0.9624, 0.9614, 0.9604, 0.9595, 0.9576] | |
| R²_std : [0.0071, 0.0085, 0.0122, 0.0150, 0.0165, 0.0176, 0.0181, 0.0184, 0.0192, 0.0201, 0.0207, 0.0209] | |
| SSIM : [0.9758, 0.9537, 0.9443, 0.9411, 0.9401, 0.9398, 0.9397, 0.9393, 0.9391, 0.9388, 0.9386, 0.9372] | |
| SSIM_std : [0.0100, 0.0130, 0.0176, 0.0205, 0.0222, 0.0231, 0.0234, 0.0233, 0.0235, 0.0237, 0.0237, 0.0237] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [1.9573, 2.8069, 2.9636, 2.9238, 2.9756, 3.1350, 3.5134, 4.1503, 4.8645, 5.5426, 6.1822, 6.7261] | |
| RMSE_std : [0.1187, 0.1029, 0.1389, 0.1084, 0.2252, 0.3616, 0.7618, 1.4497, 1.8640, 1.8369, 1.6612, 1.3214] | |
| R² : [0.9918, 0.9832, 0.9812, 0.9817, 0.9810, 0.9789, 0.9738, 0.9641, 0.9521, 0.9397, 0.9262, 0.9149] | |
| R²_std : [0.0009, 0.0013, 0.0020, 0.0016, 0.0027, 0.0047, 0.0105, 0.0220, 0.0302, 0.0319, 0.0319, 0.0267] | |
| SSIM : [0.9810, 0.9627, 0.9599, 0.9616, 0.9608, 0.9587, 0.9520, 0.9391, 0.9234, 0.9080, 0.8933, 0.8823] | |
| SSIM_std : [0.0018, 0.0027, 0.0024, 0.0015, 0.0044, 0.0066, 0.0146, 0.0298, 0.0410, 0.0431, 0.0389, 0.0301] | |
| Storm 14: 2012-10-09 08:00 (Dst: -109.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.0994, 3.0391, 3.4034, 3.5812, 3.6647, 3.7027, 3.7455, 3.7794, 3.8019, 3.8489, 3.8927, 3.9561] | |
| RMSE_std : [0.3761, 0.6369, 0.8023, 0.8340, 0.8356, 0.8503, 0.8818, 0.9097, 0.9149, 0.9014, 0.9344, 0.9721] | |
| R² : [0.9810, 0.9598, 0.9494, 0.9443, 0.9419, 0.9410, 0.9397, 0.9387, 0.9381, 0.9369, 0.9356, 0.9338] | |
| R²_std : [0.0057, 0.0154, 0.0218, 0.0228, 0.0227, 0.0233, 0.0248, 0.0261, 0.0266, 0.0264, 0.0275, 0.0288] | |
| SSIM : [0.9719, 0.9492, 0.9412, 0.9373, 0.9352, 0.9344, 0.9338, 0.9333, 0.9329, 0.9319, 0.9307, 0.9285] | |
| SSIM_std : [0.0071, 0.0139, 0.0177, 0.0194, 0.0204, 0.0214, 0.0225, 0.0232, 0.0234, 0.0234, 0.0247, 0.0268] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.4782, 3.8676, 4.4396, 4.6979, 4.8018, 4.9115, 5.2325, 5.4599, 5.6382, 5.7230, 5.7507, 5.7520] | |
| RMSE_std : [0.2349, 0.5992, 0.7197, 0.6355, 0.7723, 0.7636, 0.7115, 0.7414, 0.7025, 0.4503, 0.4862, 0.4174] | |
| R² : [0.9723, 0.9315, 0.9116, 0.9069, 0.9083, 0.9079, 0.9003, 0.8960, 0.8913, 0.8862, 0.8809, 0.8740] | |
| R²_std : [0.0053, 0.0251, 0.0340, 0.0266, 0.0205, 0.0155, 0.0158, 0.0204, 0.0241, 0.0187, 0.0177, 0.0161] | |
| SSIM : [0.9627, 0.9298, 0.9186, 0.9115, 0.9077, 0.9065, 0.9016, 0.8945, 0.8869, 0.8810, 0.8766, 0.8713] | |
| SSIM_std : [0.0079, 0.0123, 0.0104, 0.0107, 0.0157, 0.0179, 0.0187, 0.0213, 0.0212, 0.0151, 0.0161, 0.0155] | |
| Storm 15: 2001-11-01 10:00 (Dst: -106.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [3.5405, 5.2942, 6.1058, 6.4860, 6.7237, 6.9069, 7.0559, 7.1606, 7.2424, 7.3051, 7.3640, 7.4777] | |
| RMSE_std : [0.7907, 0.7108, 0.7930, 0.8980, 1.0164, 1.1236, 1.1991, 1.2398, 1.2578, 1.2652, 1.2640, 1.2787] | |
| R² : [0.9859, 0.9694, 0.9593, 0.9539, 0.9501, 0.9471, 0.9445, 0.9428, 0.9414, 0.9405, 0.9396, 0.9376] | |
| R²_std : [0.0080, 0.0089, 0.0112, 0.0132, 0.0152, 0.0170, 0.0184, 0.0191, 0.0192, 0.0191, 0.0190, 0.0194] | |
| SSIM : [0.9574, 0.9158, 0.8991, 0.8941, 0.8920, 0.8909, 0.8903, 0.8898, 0.8895, 0.8894, 0.8894, 0.8883] | |
| SSIM_std : [0.0142, 0.0195, 0.0237, 0.0254, 0.0265, 0.0276, 0.0282, 0.0283, 0.0278, 0.0273, 0.0266, 0.0256] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.9920, 4.4276, 5.2856, 5.8163, 6.2489, 6.7781, 7.3869, 8.1150, 8.8248, 9.3694, 9.7828, 10.0447] | |
| RMSE_std : [0.3542, 0.4762, 0.7145, 0.7578, 0.8049, 0.9404, 1.1177, 1.2816, 1.3554, 1.3781, 1.1904, 0.8591] | |
| R² : [0.9901, 0.9785, 0.9694, 0.9635, 0.9580, 0.9507, 0.9414, 0.9298, 0.9183, 0.9096, 0.9037, 0.9011] | |
| R²_std : [0.0023, 0.0047, 0.0082, 0.0091, 0.0101, 0.0129, 0.0168, 0.0208, 0.0233, 0.0239, 0.0206, 0.0153] | |
| SSIM : [0.9685, 0.9374, 0.9166, 0.9015, 0.8867, 0.8704, 0.8564, 0.8426, 0.8315, 0.8274, 0.8247, 0.8253] | |
| SSIM_std : [0.0055, 0.0113, 0.0277, 0.0325, 0.0343, 0.0342, 0.0308, 0.0229, 0.0121, 0.0111, 0.0086, 0.0085] | |
| Storm 16: 2012-11-14 06:00 (Dst: -103.0 nT) | |
| ── FullPeriod Per-Horizon Metrics ── | |
| RMSE : [2.4853, 3.6361, 4.1090, 4.3275, 4.4652, 4.5598, 4.6512, 4.7458, 4.8507, 4.9413, 5.0086, 5.1173] | |
| RMSE_std : [0.6071, 1.0126, 1.3110, 1.4864, 1.5836, 1.6439, 1.6850, 1.7179, 1.7280, 1.7324, 1.7242, 1.6772] | |
| R² : [0.9792, 0.9553, 0.9424, 0.9359, 0.9315, 0.9285, 0.9257, 0.9230, 0.9201, 0.9176, 0.9159, 0.9132] | |
| R²_std : [0.0081, 0.0205, 0.0310, 0.0372, 0.0413, 0.0447, 0.0471, 0.0487, 0.0496, 0.0503, 0.0501, 0.0489] | |
| SSIM : [0.9656, 0.9358, 0.9239, 0.9188, 0.9156, 0.9138, 0.9124, 0.9112, 0.9101, 0.9092, 0.9088, 0.9073] | |
| SSIM_std : [0.0107, 0.0222, 0.0299, 0.0337, 0.0358, 0.0376, 0.0390, 0.0399, 0.0402, 0.0404, 0.0403, 0.0396] | |
| ── MainPhase Per-Horizon Metrics ── | |
| RMSE : [2.4758, 3.3972, 3.8537, 3.9188, 4.0696, 4.6533, 5.4433, 6.5058, 7.4335, 8.0091, 8.6314, 8.9008] | |
| RMSE_std : [0.3207, 0.4062, 0.6399, 0.5380, 0.5819, 1.2670, 1.6717, 2.0081, 2.0385, 1.8541, 1.3377, 0.8837] | |
| R² : [0.9763, 0.9560, 0.9447, 0.9461, 0.9461, 0.9344, 0.9169, 0.8914, 0.8669, 0.8497, 0.8293, 0.8181] | |
| R²_std : [0.0068, 0.0144, 0.0253, 0.0193, 0.0132, 0.0282, 0.0378, 0.0454, 0.0479, 0.0455, 0.0342, 0.0151] | |
| SSIM : [0.9644, 0.9385, 0.9285, 0.9249, 0.9168, 0.9033, 0.8891, 0.8720, 0.8564, 0.8441, 0.8329, 0.8267] | |
| SSIM_std : [0.0066, 0.0103, 0.0127, 0.0138, 0.0209, 0.0307, 0.0349, 0.0340, 0.0331, 0.0318, 0.0227, 0.0118] | |