Fontanelli, Giacomo; Azar, Ramin; Villa, Paolo: Dynamic data measured on CROP-X BIOPAR crop fields in year 2016 [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.894985 (dataset in review), In: Fontanelli, G et al.: CROP-X BIOPAR dataset for assessing sensitivity of X-band SAR backscatter to summer crop biophysical parameters from 2014 to 2016 [dataset publication series]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.894986 (dataset in review)
Related to:
Fontanelli, Giacomo; Montomoli, Francesco; Azar, Ramin; Macelloni, Giovanni; Villa, Paolo (2021): Assessing Interactions Between Crop Biophysical Parameters and X-Band Backscattering Using Empirical Data and Model Sensitivity Analysis. IEEE Transactions on Geoscience and Remote Sensing, 1-12, https://doi.org/10.1109/TGRS.2021.3119146
Further details:
Coverage:
Latitude: 45.250000 * Longitude: 8.570000
Date/Time Start: 2016-05-21T00:00:00 * Date/Time End: 2016-09-08T00:00:00
Event(s):
Comment:
Empty fields= not measured
-9999 =before seeding
Parameter(s):
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0) (License comes into effect after moratorium ends)
Size:
1328 data points
Data
| 1 ID (Field ID) | 2 Date/Time | 3 Pheno stage (BBCH code) | 4 Plant h [cm] | 5 Std dev [±] (of plant height) | 6 Stems [#] (number per plant) | 7 Std dev [±] (of number of stems per plant) | 8 Stem diam [cm] | 9 Std dev [±] (of stems diameter) | 10 Leaves [#] (number per stem per plant) | 11 Std dev [±] (of number of leaves per stem ...) | 12 Leaf l [cm] | 13 Std dev [±] (of leaf length) | 14 Leaf w [cm] | 15 Std dev [±] (of leaf width) | 16 PAI [m2/m2] | 17 Std dev [±] (of PAI) | 18 ALA [deg] (degrees with respect to horiz...) | 19 Std dev [±] (of ALA) | 20 Biom wm [g/m2] | 21 Biom dm [g/m2] | 22 PWC [g/m2] (on mass basis per area) | 23 PWC [%] (content in mass %) | 24 Soil moisture [%] (content in volume %) | 25 Status (of flooding) | 26 Sigma0 HH [dB] (X-band coefficient of SAR bac...) | 27 Std dev [±] (of sigma0 HH (dB)) | 28 Sigma0 VV [dB] (X-band coefficient of SAR bac...) | 29 Std dev [±] (of sigma0 VV (dB)) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 2016-05-21 | 16 | 47.73 | 8.80 | 1.00 | 0.00 | 1.30 | 0.12 | 5.47 | 0.64 | 36.80 | 5.32 | 6.20 | 1.26 | 0.69 | 0.18 | 58.0 | 480 | 50 | 430 | 90.26 | 8.82 | dry soil | -10.412603320 | 1.000330717 | -9.937256887 | 0.979668788 | |
| 26 | 2016-05-21 | 16 | 51.73 | 7.79 | 1.00 | 0.00 | 1.28 | 0.04 | 6.00 | 0.65 | 39.20 | 5.68 | 6.60 | 0.99 | 0.82 | 0.01 | 54.0 | 5.66 | 500 | 50 | 440 | 89.65 | 9.66 | dry soil | -9.476610489 | 0.586868827 | -9.999546847 | 0.593110822 |
| 384 | 2016-05-21 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 27.29 | dry soil | -5.883870678 | 1.087858655 | -6.927472002 | 1.247191271 |
| 333 | 2016-05-21 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | dry soil | -8.307427073 | 0.897555651 | -9.945522523 | 0.878502254 | |
| 320 | 2016-05-21 | 10 | 2.00 | -9999.00 | 1.00 | -9999.00 | -9999.00 | -9999.00 | 3.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 22.02 | dry soil | -9.474525991 | 0.866328521 | -11.131435200 | 0.701561310 | |
| 283 | 2016-05-21 | 12 | 8.07 | 2.12 | 1.00 | 0.00 | 0.10 | 0.00 | 3.00 | 6.73 | 2.15 | 0.40 | 0.00 | 0.08 | 0.00 | 66.0 | 20 | 0 | 10 | 75.90 | 35.94 | field not flooded (soil saturated by water) | -10.774297340 | 1.509655473 | -10.452804450 | 1.480930003 | ||
| 282 | 2016-05-21 | 12 | 1.00 | 0.00 | 0.10 | 3.00 | 6.73 | 2.15 | 0.40 | 0.00 | 0.07 | 0.05 | 68.0 | 2.83 | 20 | 0 | 10 | 77.78 | 27.30 | field not flooded (soil saturated by water) | -8.138008013 | 1.495733760 | -8.201344629 | 1.659631054 | ||||
| 29 | 2016-05-21 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 11.48 | dry soil | -11.796190200 | 0.738861277 | -11.298441840 | 0.790858180 |
| 28 | 2016-05-21 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 22.19 | dry soil | -9.833822789 | 0.507842075 | -9.711238723 | 0.605350733 |
| 11b | 2016-05-21 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 10.33 | dry soil | -10.251157890 | 0.506490007 | -9.882543205 | 0.539718704 |
| 27 | 2016-06-01 | 20 | 89.20 | 11.82 | 1.00 | 0.00 | 2.59 | 0.20 | 6.67 | 0.72 | 54.47 | 4.91 | 8.40 | 1.18 | 2.83 | 0.03 | 64.5 | 6.36 | 2240 | 180 | 2060 | 92.03 | 22.26 | dry soil | -8.900131091 | 0.805432784 | -8.305995105 | 0.940176520 |
| 26 | 2016-06-01 | 20 | 96.47 | 19.79 | 1.00 | 0.00 | 2.76 | 0.23 | 6.53 | 0.74 | 57.40 | 9.63 | 8.87 | 1.13 | 2.60 | 0.15 | 57.0 | 7.07 | 1780 | 170 | 1610 | 90.55 | 16.44 | dry soil | -6.585832542 | 0.535553969 | -6.638629235 | 0.623381682 |
| 384 | 2016-06-01 | 9 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 36.76 | dry soil | -5.358036581 | 0.515416870 | -5.912075839 | 0.701926824 |
| 333 | 2016-06-01 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 29.67 | dry soil | -6.520462594 | 0.766409327 | -7.696605945 | 0.891769586 |
| 320 | 2016-06-01 | 13 | 10.93 | 1.91 | 1.00 | 0.00 | 0.20 | 0.00 | 3.33 | 0.62 | 9.20 | 0.77 | 0.50 | 0.00 | 0.18 | 0.08 | 68.0 | 2.83 | 40 | 10 | 30 | 75.87 | 39.05 | field not flooded (soil saturated by water) | -7.667416235 | 0.845265922 | -8.821984086 | 0.911539492 |
| 283 | 2016-06-01 | 13 | 9.93 | 2.52 | 1.00 | 0.00 | 0.20 | 0.00 | 3.20 | 0.77 | 8.13 | 2.47 | 0.50 | 0.00 | 0.46 | 0.16 | 73.0 | 1.41 | 50 | 10 | 30 | 72.37 | 42.01 | field not flooded (soil saturated by water) | -8.017597210 | 1.063029335 | -7.437712351 | 1.039503862 |
| 282 | 2016-06-01 | 13 | 7.87 | 2.56 | 1.00 | 0.00 | 0.20 | 0.00 | 3.20 | 0.68 | 6.80 | 1.86 | 0.50 | 0.00 | 0.21 | 68.0 | 60 | 20 | 40 | 70.26 | 33.65 | dry soil | -7.016537572 | 0.944367885 | -6.980367155 | 0.880879896 | ||
| 29 | 2016-06-01 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 22.86 | dry soil | -9.407279176 | 0.772913756 | -8.402921325 | 0.687450189 |
| 28 | 2016-06-01 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 29.56 | dry soil | -7.253533364 | 0.654204463 | -6.430234097 | 0.730019265 |
| 11b | 2016-06-01 | 0 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.00 | -9999.0 | -9999.00 | -9999 | -9999 | -9999 | -9999.00 | 21.55 | dry soil | -6.829181961 | 0.709561876 | -5.741139916 | 0.488392786 |
| 27 | 2016-07-15 | 65 | 346.00 | 17.29 | 1.00 | 0.00 | 2.29 | 0.13 | 10.60 | 0.70 | 83.50 | 4.74 | 10.00 | 0.00 | 3.99 | 0.11 | 45.0 | 7.07 | 10260 | 2070 | 8180 | 79.81 | 14.73 | dry soil | -7.201038041 | 0.493552566 | -7.414878683 | 0.648665255 |
| 26 | 2016-07-15 | 67 | 317.00 | 15.67 | 1.00 | 0.00 | 2.45 | 0.15 | 10.60 | 1.17 | 85.60 | 4.27 | 9.40 | 0.52 | 4.24 | 0.26 | 58.0 | 10280 | 1550 | 8730 | 84.96 | 22.74 | dry soil | -8.638632949 | 0.443797837 | -8.841392424 | 0.374536684 | |
| 384 | 2016-07-15 | 23 | 54.80 | 5.55 | 3.30 | 0.82 | 0.56 | 0.08 | 3.00 | 0.00 | 32.30 | 1.83 | 1.12 | 0.20 | 4.31 | 0.15 | 76.0 | 5.66 | 1180 | 250 | 980 | 82.63 | field completely flooded | -9.765363257 | 0.473044850 | -10.516252220 | 0.617531426 | |
| 333 | 2016-07-15 | 22 | 46.50 | 5.50 | 1.70 | 0.48 | 0.45 | 0.10 | 3.00 | 0.00 | 28.20 | 4.29 | 0.73 | 0.16 | 4.75 | 0.27 | 74.0 | 1700 | 230 | 1390 | 81.55 | field completely flooded | -7.337139994 | 0.593406991 | -7.269725052 | 0.558264806 | ||
| 320 | 2016-07-15 | 30 | 49.40 | 5.10 | 3.50 | 0.53 | 0.67 | 0.10 | 3.00 | 0.00 | 31.80 | 3.12 | 1.33 | 0.24 | 4.75 | 0.12 | 77.0 | 1.41 | 2600 | 470 | 2110 | 81.13 | field completely flooded | -8.024779861 | 0.487685499 | -7.738131774 | 0.576840532 | |
| 283 | 2016-07-15 | 23 | 59.00 | 7.42 | 2.30 | 0.48 | 0.45 | 0.10 | 3.00 | 0.00 | 36.90 | 5.49 | 0.99 | 0.14 | 3.79 | 0.28 | 72.0 | 2.83 | 1710 | 290 | 1430 | 83.50 | field completely flooded | -7.123389046 | 1.321692210 | -13.342377400 | 1.063692182 | |
| 282 | 2016-07-15 | 24 | 52.50 | 4.40 | 3.30 | 0.95 | 0.59 | 0.08 | 3.00 | 0.00 | 36.80 | 3.74 | 0.94 | 0.10 | 4.46 | 0.11 | 72.0 | 2.83 | 2050 | 480 | 1710 | 83.29 | field completely flooded | -6.900647677 | 1.296523438 | -12.894664490 | 1.116114297 | |
| 29 | 2016-07-15 | 55 | 62.50 | 2.51 | 1.00 | 0.00 | 0.73 | 0.11 | 5.00 | 0.00 | 11.20 | 0.92 | 8.30 | 0.48 | 3.09 | 0.03 | 30.0 | 2.83 | 1650 | 160 | 1500 | 90.54 | 15.96 | dry soil | -6.664645771 | 0.932638820 | -12.396394920 | 0.816605833 |
| 28 | 2016-07-15 | 23 | 36.30 | 3.95 | 1.00 | 0.00 | 4.20 | 0.63 | 10.00 | 1.05 | 7.20 | 1.03 | 3.05 | 0.38 | 36.0 | 2.83 | 1080 | 110 | 970 | 89.81 | 20.17 | dry soil | -5.424327857 | 0.786097002 | -12.341595490 | 0.866709534 | ||
| 11b | 2016-07-15 | 51 | 35.40 | 4.35 | 1.00 | 0.00 | 3.50 | 0.85 | 8.10 | 1.10 | 6.00 | 1.05 | 2.22 | 0.07 | 43.0 | 1.41 | 1650 | 120 | 1530 | 92.69 | 26.11 | dry soil | -4.679233312 | 0.756350528 | -11.368660950 | 1.040419585 | ||
| 27 | 2016-08-06 | 83 | 337.50 | 31.05 | 1.00 | 0.00 | 2.60 | 0.28 | 10.40 | 0.84 | 83.00 | 4.32 | 10.00 | 0.00 | 5.48 | 42.0 | 10990 | 2710 | 8280 | 75.31 | 26.07 | dry soil | -8.083444626 | 0.551281991 | -7.948999803 | 0.497427966 | ||
| 26 | 2016-08-06 | 83 | 318.00 | 18.89 | 1.00 | 0.00 | 2.36 | 0.21 | 10.10 | 0.99 | 79.20 | 3.43 | 10.10 | 0.32 | 4.37 | 40.0 | 7860 | 1990 | 5870 | 74.65 | 24.51 | dry soil | -8.830105899 | 0.604888582 | -9.361346594 | 0.673849502 | ||
| 384 | 2016-08-06 | 53 | 74.93 | 9.26 | 1.53 | 0.74 | 0.61 | 0.09 | 3.00 | 0.00 | 32.60 | 3.56 | 1.10 | 0.14 | 4.57 | 0.37 | 79.0 | 1.41 | 5070 | 980 | 4090 | 80.75 | field completely flooded | -9.347373085 | 0.680525420 | -10.136163340 | 0.593742019 | |
| 333 | 2016-08-06 | 47 | 69.40 | 5.19 | 2.07 | 0.96 | 0.63 | 0.07 | 3.00 | 0.00 | 30.80 | 2.96 | 0.80 | 0.00 | 6.37 | 0.38 | 79.0 | 1.41 | 4580 | 980 | 3600 | 78.66 | field completely flooded | -7.659692026 | 0.618745100 | -7.760769173 | 0.670642861 | |
| 320 | 2016-08-06 | 55 | 68.33 | 6.72 | 2.47 | 1.06 | 0.73 | 0.10 | 3.00 | 0.00 | 31.87 | 3.72 | 1.11 | 0.13 | 5.73 | 0.26 | 77.0 | 1.41 | 5190 | 1010 | 4180 | 80.60 | field flooded with few dry patches | -8.098882407 | 0.531056811 | -7.952658529 | 0.559891060 | |
| 283 | 2016-08-06 | 51 | 70.00 | 7.85 | 2.67 | 0.72 | 0.63 | 0.07 | 3.00 | 0.00 | 34.07 | 5.99 | 1.01 | 0.03 | 4.77 | 1.03 | 67.0 | 1.41 | 4310 | 880 | 3430 | 79.55 | field completely flooded | -10.682993000 | 1.088818396 | -14.173391790 | 0.981202336 | |
| 282 | 2016-08-06 | 51 | 68.67 | 6.23 | 2.87 | 0.52 | 0.65 | 0.13 | 3.00 | 0.00 | 30.47 | 5.62 | 1.04 | 0.12 | 4.79 | 0.67 | 68.0 | 5.66 | 4360 | 950 | 3410 | 78.29 | field completely flooded | -10.806787670 | 1.233100116 | -14.573348250 | 0.928191872 | |
| 29 | 2016-08-06 | 74 | 71.53 | 22.79 | 1.00 | 0.00 | 5.90 | 0.88 | 11.87 | 1.19 | 8.73 | 0.96 | 3.59 | 0.31 | 20.0 | 3740 | 550 | 3190 | 85.27 | 28.62 | dry soil | -11.251730680 | 0.924297975 | -15.363841170 | 0.747340868 | |||
| 28 | 2016-08-06 | 71 | 94.00 | 7.25 | 1.00 | 0.00 | 0.74 | 0.12 | 7.60 | 1.26 | 11.60 | 1.55 | 8.80 | 1.15 | 4.53 | 0.33 | 31.0 | 1.41 | 2400 | 340 | 2060 | 85.85 | 32.66 | dry soil | -13.429341990 | 0.986295744 | -18.741805390 | 0.847443892 |
| 11b | 2016-08-06 | 71 | 91.13 | 7.63 | 1.00 | 0.00 | 0.74 | 0.05 | 5.10 | 0.32 | 11.07 | 0.70 | 7.00 | 0.85 | 4.73 | 0.42 | 35.0 | 7.07 | 2480 | 440 | 2040 | 82.19 | 11.05 | dry soil | -11.677113160 | 1.124936048 | -17.151904500 | 0.983956075 |
| 27 | 2016-09-08 | 87 | 345.00 | 10.80 | 1.00 | 0.00 | 2.87 | 3.70 | 0.67 | 82.50 | 7.55 | 9.60 | 0.52 | 3.26 | 72.0 | 9190 | 4180 | 5020 | 54.56 | 11.14 | dry soil | -8.044553047 | 0.707166547 | -8.696842471 | 0.521480336 | |||
| 26 | 2016-09-08 | 87 | 320.00 | 22.11 | 1.00 | 0.00 | 2.55 | 0.15 | 4.10 | 0.32 | 80.50 | 6.22 | 9.30 | 0.67 | 3.71 | 72.0 | 6940 | 3110 | 3820 | 55.11 | 21.61 | dry soil | -10.678428950 | 0.744911579 | -12.013533570 | 0.868276751 | ||
| 384 | 2016-09-08 | 77 | 86.10 | 3.73 | 0.80 | 3.00 | 0.00 | 26.00 | 3.40 | 1.34 | 0.15 | 4.08 | 66.0 | 4620 | 1540 | 3080 | 66.58 | field completely flooded | -10.072752340 | 0.802137476 | -11.056488390 | 0.531033762 | ||||||
| 333 | 2016-09-08 | 77 | 85.00 | 4.14 | 0.65 | 0.05 | 3.00 | 0.00 | 26.20 | 3.52 | 1.26 | 0.14 | 4.33 | 64.0 | 4570 | 1280 | 3290 | 72.06 | field completely flooded | -8.020126830 | 0.469764955 | -7.440650795 | 0.442992788 | |||||
| 320 | 2016-09-08 | 89 | 82.00 | 4.00 | 0.80 | 3.00 | 0.00 | 22.00 | 4.47 | 1.34 | 0.08 | 3.27 | 56.0 | 3570 | 1420 | 2150 | 60.11 | 43.23 | field partially flooded | -7.953191653 | 0.439096707 | -7.335355797 | 0.502532549 | |||||
| 283 | 2016-09-08 | 77 | 70.00 | 2.87 | 0.65 | 0.05 | 3.00 | 0.00 | 26.70 | 4.06 | 1.25 | 0.21 | 3.16 | 43.0 | 4760 | 1580 | 3180 | 66.82 | field partially flooded | -10.137420960 | 0.560747871 | -10.373016870 | 0.465164859 | |||||
| 282 | 2016-09-08 | 77 | 66.60 | 4.50 | 0.64 | 3.00 | 0.00 | 23.90 | 4.23 | 1.25 | 0.20 | 3.22 | 54.0 | 2710 | 1170 | 1540 | 56.72 | field not flooded (soil saturated by water) | -10.224086550 | 0.496376173 | -10.576561440 | 0.378817377 | ||||||
| 29 | 2016-09-08 | 77 | 54.50 | 1.58 | 1.00 | 0.00 | 1.00 | 0.00 | 5.90 | 0.88 | 11.00 | 0.47 | 8.00 | 0.82 | 5.01 | 54.0 | 2620 | 660 | 1960 | 74.95 | 16.93 | dry soil | -10.537386820 | 0.583416386 | -10.449644320 | 0.423345815 | ||
| 28 | 2016-09-08 | 79 | 75.80 | 16.25 | 1.00 | 0.00 | 1.00 | 0.00 | 7.60 | 1.26 | 11.80 | 0.63 | 8.10 | 0.32 | 5.01 | 46.0 | 3090 | 650 | 2440 | 79.09 | 24.06 | dry soil | -11.596125840 | 0.472866344 | -11.610728690 | 0.404078410 | ||
| 11b | 2016-09-08 | 77 | 71.00 | 20.25 | 1.00 | 0.00 | 1.00 | 0.00 | 5.10 | 0.32 | 11.00 | 0.82 | 7.30 | 0.48 | 3.84 | 52.0 | 2030 | 610 | 1420 | 69.80 | 0.22 | dry soil | -11.106348910 | 0.407374155 | -11.044868280 | 0.452647638 |