Table 1.
Performance metrics R [−] and ubRMSD [m3/m3] of OL, DAσ°, DATB and DAσ°,TB for surface (sfmc) and root-zone (rzmc) soil moisture. Average metrics for 9-km core sites and sparse networks are followed by the metrics for individual sites/networks. N is the number of grid cells (for core sites) or point measurements (for sparse networks). Nin situ is the number of 3-hourly in situ measurements used for validation. Nσ° and NTB are the numbers of assimilated Sentinel-1 σ° and SMAP TB observations, respectively. SCAN stands for the U.S. Natural Resources Conservation Service Soil Climate Analysis Network, USCRN for the U.S. Climate Reference Network, and SMOSMANIA for the SMOS-Meteorological Automatic Network Integrated Application.
R[−] | ubRMSD [m3/m3] | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ||||||||||||||
sfmc (0–5 cm) | N | Nin situ | Nσ° | NTB | OL | DAσ° | DATB | DAσ°,TB | CI | OL | DAσ° | DATB | DAσ°,TB | CI |
Core sites | 16 | 2686 | 75 | 540 | 0.58 | 0.63 | 0.66 | 0.70 | ±0.04 | 0.052 | 0.050 | 0.048 | 0.046 | ±0.006 |
REMEDHUS | 2 | 2667 | 127 | 545 | 0.59 | 0.61 | 0.53 | 0.60 | ±0.14 | 0.032 | 0.034 | 0.037 | 0.035 | ±0.011 |
Yanco | 2 | 3913 | 42 | 628 | 0.84 | 0.86 | 0.92 | 0.93 | ±0.07 | 0.079 | 0.074 | 0.049 | 0.049 | ±0.030 |
Twente1 | 1 | 2611 | 148 | 307 | 0.66 | 0.81 | 0.52 | 0.62 | ±0.17 | 0.081 | 0.076 | 0.083 | 0.080 | ±0.053 |
Little Washita | 1 | 2646 | 78 | 501 | 0.70 | 0.73 | 0.80 | 0.79 | ±0.07 | 0.041 | 0.040 | 0.035 | 0.035 | ±0.010 |
Fort Cobb | 2 | 4083 | 78 | 520 | 0.64 | 0.63 | 0.74 | 0.74 | ±0.08 | 0.043 | 0.043 | 0.038 | 0.037 | ±0.007 |
South Fork | 2 | 3161 | 45 | 486 | 0.10 | 0.44 | 0.62 | 0.67 | ±0.11 | 0.069 | 0.060 | 0.052 | 0.050 | ±0.012 |
Valencia | 1 | 1754 | 94 | 605 | 0.39 | 0.42 | 0.49 | 0.51 | ±0.16 | 0.026 | 0.025 | 0.024 | 0.024 | ±0.006 |
Niger2 | 1 | 1066 | 42 | 595 | 0.28 | 0.23 | 0.47 | 0.54 | ±0.17 | 0.038 | 0.040 | 0.049 | 0.045 | ±0.006 |
Benin2 | 1 | 1821 | 85 | 607 | 0.68 | 0.71 | 0.74 | 0.76 | ±0.13 | 0.063 | 0.062 | 0.056 | 0.056 | ±0.024 |
TxSON | 2 | 2177 | 22 | 711 | 0.75 | 0.77 | 0.83 | 0.82 | ±0.13 | 0.045 | 0.044 | 0.039 | 0.039 | ±0.014 |
HOBE3 | 1 | 1080 | 134 | 248 | 0.82 | 0.82 | 0.73 | 0.83 | ±0.13 | 0.044 | 0.046 | 0.051 | 0.046 | ±0.026 |
Sparse networks | 201 | 3488 | 49 | 580 | 0.59 | 0.61 | 0.66 | 0.68 | ±0.04 | 0.059 | 0.057 | 0.054 | 0.053 | ±0.005 |
SCAN4 | 27 | 3472 | 33 | 544 | 0.57 | 0.57 | 0.64 | 0.64 | ±0.04 | 0.057 | 0.056 | 0.056 | 0.055 | ±0.006 |
USCRN5 | 25 | 3288 | 36 | 509 | 0.58 | 0.60 | 0.66 | 0.66 | ±0.04 | 0.058 | 0.057 | 0.053 | 0.053 | ±0.005 |
Oklahoma Mesonet6 | 93 | 3825 | 47 | 585 | 0.54 | 0.56 | 0.67 | 0.67 | ±0.09 | 0.064 | 0.062 | 0.058 | 0.057 | ±0.013 |
OzNet7 | 42 | 3405 | 39 | 655 | 0.78 | 0.79 | 0.84 | 0.85 | ±0.12 | 0.077 | 0.073 | 0.062 | 0.061 | ±0.031 |
SMOSMANIA8 | 14 | 1887 | 142 | 512 | 0.55 | 0.61 | 0.62 | 0.66 | ±0.14 | 0.048 | 0.045 | 0.045 | 0.042 | ±0.014 |
| ||||||||||||||
rzmc (0–100 cm) | ||||||||||||||
| ||||||||||||||
Core sites | 7 | 2705 | 52 | 562 | 0.53 | 0.65 | 0.73 | 0.75 | ±0.18 | 0.034 | 0.033 | 0.027 | 0.028 | ±0.008 |
Little Washita | 1 | 1999 | 78 | 501 | 0.81 | 0.87 | 0.84 | 0.85 | ±0.17 | 0.032 | 0.031 | 0.027 | 0.027 | ±0.012 |
Fort Cobb | 2 | 3418 | 78 | 520 | 0.68 | 0.64 | 0.68 | 0.70 | ±0.26 | 0.028 | 0.030 | 0.031 | 0.030 | ±0.009 |
South Fork | 2 | 3122 | 45 | 486 | 0.02 | 0.38 | 0.57 | 0.61 | ±0.32 | 0.043 | 0.038 | 0.030 | 0.030 | ±0.009 |
TxSON | 2 | 1927 | 22 | 711 | 0.85 | 0.84 | 0.90 | 0.90 | ±0.37 | 0.032 | 0.033 | 0.023 | 0.024 | ±0.023 |
Sparse networks | 161 | 3534 | 51 | 574 | 0.64 | 0.62 | 0.64 | 0.64 | ±0.10 | 0.046 | 0.045 | 0.046 | 0.046 | ±0.015 |
SCAN | 23 | 3335 | 35 | 537 | 0.65 | 0.63 | 0.63 | 0.62 | ±0.11 | 0.041 | 0.042 | 0.043 | 0.042 | ±0.014 |
USCRN | 22 | 3175 | 37 | 518 | 0.64 | 0.62 | 0.64 | 0.63 | ±0.11 | 0.046 | 0.046 | 0.043 | 0.043 | ±0.008 |
Oklahoma Mesonet | 85 | 3947 | 47 | 587 | 0.62 | 0.60 | 0.64 | 0.64 | ±0.36 | 0.057 | 0.057 | 0.056 | 0.056 | ±0.075 |
OzNet | 18 | 3527 | 39 | 667 | 0.75 | 0.77 | 0.81 | 0.81 | ±0.66 | 0.029 | 0.031 | 0.054 | 0.049 | ±0.176 |
SMOSMANIA | 13 | 1799 | 145 | 520 | 0.50 | 0.55 | 0.52 | 0.57 | ±0.47 | 0.040 | 0.038 | 0.039 | 0.037 | ±0.094 |