Citation:

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:

Dataset description from CROP-X Biopar analysis

Measurement description of dynamic data from CROP-X Biopar analysis

Coverage:

Latitude: 45.250000 * Longitude: 8.570000

Date/Time Start: 2014-05-15T00:00:00 * Date/Time End: 2014-09-24T00:00:00

Event(s):

CROP-X_Biopar * Latitude: 45.250000 * Longitude: 8.570000 * Location: Europe, Italy * Comment: Upper left corner = 45.26N, 8.54E; Bottom right corner = 45.24N, 8.60E

Comment:

Empty fields= not measured

-9999 =before seeding

Parameter(s):

#	Name	Short Name	Unit	Principal Investigator	Comment
1	Identification	ID		Fontanelli, Giacomo	Field ID
2	DATE/TIME	Date/Time		Fontanelli, Giacomo	Geocode
3	Phenological stage	Pheno stage		Fontanelli, Giacomo	BBCH code
4	Plant height	Plant h	cm	Fontanelli, Giacomo
5	Standard deviation	Std dev	±	Fontanelli, Giacomo	of plant height
6	Number of stems	Stems	#	Fontanelli, Giacomo	number per plant
7	Standard deviation	Std dev	±	Fontanelli, Giacomo	of number of stems per plant
8	Stem diameter	Stem diam	cm	Fontanelli, Giacomo
9	Standard deviation	Std dev	±	Fontanelli, Giacomo	of stems diameter
10	Number of leaves	Leaves	#	Fontanelli, Giacomo	number per stem per plant
11	Standard deviation	Std dev	±	Fontanelli, Giacomo	of number of leaves per stem per plant
12	Leaf length	Leaf l	cm	Fontanelli, Giacomo
13	Standard deviation	Std dev	±	Fontanelli, Giacomo	of leaf length
14	Leaf width	Leaf w	cm	Fontanelli, Giacomo
15	Standard deviation	Std dev	±	Fontanelli, Giacomo	of leaf width
16	Plant area index	PAI	m²/m²	Fontanelli, Giacomo
17	Standard deviation	Std dev	±	Fontanelli, Giacomo	of PAI
18	Leaf angle, average	ALA	deg	Fontanelli, Giacomo	degrees with respect to horizontal
19	Standard deviation	Std dev	±	Fontanelli, Giacomo	of ALA
20	Biomass, wet mass per area	Biom wm	g/m²	Fontanelli, Giacomo
21	Biomass, dry mass per area	Biom dm	g/m²	Fontanelli, Giacomo
22	Plant water content	PWC	g/m²	Fontanelli, Giacomo	on mass basis per area
23	Plant water content	PWC	%	Fontanelli, Giacomo	content in mass %
24	Soil moisture	Soil moisture	%	Fontanelli, Giacomo	content in volume %
25	Status	Status		Fontanelli, Giacomo	of flooding
26	X-band Sigma0, HH polarization	Sigma0 HH	dB	Fontanelli, Giacomo	X-band coefficient of SAR backscatter (sigma0) in HH polarization
27	Standard deviation	Std dev	±	Fontanelli, Giacomo	of sigma0 HH (dB)
28	X-band Sigma0, HV polarization	Sigma0 HV	dB	Fontanelli, Giacomo	X-band coefficient of SAR backscatter (sigma0) in HV polarization
29	Standard deviation	Std dev	±	Fontanelli, Giacomo	of sigma0 HV (dB)

License:

Creative Commons Attribution 4.0 International (CC-BY-4.0) (License comes into effect after moratorium ends)

Size:

1163 data points

Data

Download dataset as tab-delimited text — use the following character encoding:

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 HV [dB] (X-band coefficient of SAR bac...)	29 Std dev [±] (of sigma0 HV (dB))
29	2014-05-15	16	37.93	6.18	1.00	0.00	1.73	0.25	6.60	0.77	37.33	5.63	5.93	0.98	0.51	0.07	30.00	6.93	420	80	340	81.84	12.46		-11.320235100	0.317185040	-19.98328086	0.296829377
26	2014-05-15	15	23.31	7.54	1.00	0.00	1.10	0.30	5.63	0.72	27.00	5.54	4.31	0.98	0.22	0.02	32.67	6.11	130	20	110	85.02	7.22		-8.423244775	1.189676060	-15.60471523	0.714221134
5	2014-05-15	13	13.21	2.75	1.00	0.00	0.44	0.10	3.50	0.52	13.93	1.90	2.32	0.54					10	0	10	73.33	12.69		-8.814473618	0.495185603	-16.80965072	0.455467698
4	2014-05-15	14			1.00	0.00													80	20	60	79.18			-10.700665140	0.440463540	-19.30274995	0.446264806
373	2014-05-15	13	5.91	1.14	1.00	0.00			2.85	0.53	7.63	1.80	0.40	0.09	0.05	0.04	42.33	11.59					15.82	dry soil	-18.601039030	0.791965940	-21.25957196	0.574005719
338	2014-05-15	12	3.96	0.89	1.00	0.00			2.13	0.35	4.07	1.27	0.31	0.05	0.00	0.00	70.67	10.07					18.02	dry soil	-9.244979583	0.631702128	-16.31048340	0.523760043
283	2014-06-17	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	-9999.00	-9999.00	-9999	-9999	-9999	-9999.00	-9999.00	dry soil	-10.060696040	1.169848535	-19.83862421	0.630300026
118	2014-06-17	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	-9999.00	-9999.00	-9999	-9999	-9999	-9999.00	-9999.00	field flooded with few dry patches	-12.358816320	0.805079441	-19.43285670	0.691790849
286	2014-06-17	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	-9999.00	-9999.00	-9999	-9999	-9999	-9999.00	-9999.00		-11.141395530	0.598945776	-19.24361810	0.600064626
28	2014-06-17	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	-9999.00	-9999.00	-9999	-9999	-9999	-9999.00	-9999.00		-12.221590710	0.401908561	-18.74425797	0.375513045
29	2014-06-17	37	270.00	10.00	1.00	0.00	3.75	0.35	13.00	0.58	98.57	6.83	9.29	0.64	5.74	0.39	56.67	8.08	7590	830	6760	89.08	25.78		-6.543140706	0.860511096	-14.83313561	0.437136425
26	2014-06-17	36	218.00	4.47	1.00	0.00	3.63	0.25	11.80	0.45	94.60	4.28	10.70	1.20	4.76	0.34	57.33	3.06	7760	760	7000	90.20	25.49		-4.746177412	0.556487904	-14.50143709	0.574788236
5	2014-06-17	35	167.14	18.90	1.00	0.76	3.17	0.41	11.83	0.98	68.00	10.85	8.50	1.55	4.73	0.49	56.67	13.01	4920	520	4400	89.44	22.69		-7.765281193	0.491898988	-15.45794881	0.527361267
4	2014-06-17	36	213.57	15.74	1.00	0.45	3.07	0.45	12.00	2.52	83.57	6.90	8.93	0.93	4.44	0.15	58.67	1.15	6870	750	6120	89.06	19.95		-8.068475631	0.555071430	-15.37717215	0.444177806
373	2014-06-17	26	26.54	4.91	6.27	1.35	0.56	0.36	3.35	0.63	19.69	3.59	0.75	0.08	2.62	0.29	69.33	6.11	470	160	310	65.00		field not flooded (soil saturated by water)	-6.088602473	0.986248185	-14.03792354	0.591164235
338	2014-06-17	25	39.27	8.93	5.43	1.72	0.94	0.13	3.67	0.82	28.91	6.77	0.77	0.14	2.74	0.54	66.00	11.14	320	130	210	66.31		field flooded with few dry patches	-4.905110764	0.563821376	-13.03371464	0.671380706
283	2014-06-17	22	14.85	1.68	1.38	0.65	0.34	0.09	3.42	0.51	9.62	1.39	0.40	0.00	1.47	0.26	80.00	0.00	80	30	50	61.59		field partially flooded	-4.732602190	0.664426538	-16.13462817	0.530648103
118	2014-06-17	22	15.67	2.39	1.73	0.65	0.58	0.08	3.50	0.53	9.50	2.84	0.54	0.12	1.81	0.60	76.67	4.16	180	30	130	73.24		field not flooded (soil saturated by water)	-7.251685509	0.597237561	-15.27044196	0.829947981
286	2014-06-17	22	18.33	2.65	2.67	0.58			4.33	0.71	8.50	0.96	4.81	0.37	0.83	0.25	44.67	18.15	280	80	200	69.87	41.10		-5.883536424	0.774305550	-14.63041955	0.385155503
28	2014-06-17	21	17.20	1.66	2.50	0.71			3.83	0.72					2.20	0.28	32.00	8.00	490	200	290	60.12	40.03		-8.725781620	0.354345076	-14.51478971	0.467333412
29	2014-07-09	71	340.80	11.84	1.00	0.00	3.06	0.15	14.90	0.74	90.42	7.97	9.55	0.72	5.22	0.22	55.33	8.33	9550	1570	7990	83.62	27.23		-7.923040949	0.821570788	-14.80715918	0.723440452
26	2014-07-09	69	320.40	17.91	1.00	0.00	2.87	0.18	13.20	0.63	80.70	9.78	8.70	0.63	4.67	0.16	54.00	10.00	9710	1480	8230	84.72	20.52		-5.608638096	0.653110270	-14.21557929	0.684987401
5	2014-07-09	65	281.40	14.18	1.00	0.00	2.53	0.33	12.60	1.07	79.50	4.67	8.05	0.50	4.29	0.20	46.67	13.01	7190	1380	5810	80.85	23.79		-8.629602274	0.557075435	-15.73397502	0.587319892
4	2014-07-09	67	303.80	11.39	1.00	0.00	2.95	0.19	13.11	0.60	86.70	5.83	8.80	0.79	4.92	0.25	58.67	9.24	9780	1590	8190	83.76	18.77		-9.239480123	0.681055416	-15.83589949	0.574709841
373	2014-07-09	27	41.56	6.37	4.33	2.06					27.67	4.82	0.83	0.17	4.10	0.00	74.00	0.00	1440	280	1160	80.70		field partially flooded	-2.854086003	0.872134523	-15.00364923	0.728173942
338	2014-07-09	25	69.85	8.53	4.38	1.04					38.54	5.78	1.15	0.20	4.39	0.00	72.00	0.00	2400	480	1920	79.90		field completely flooded	-4.062424818	0.850728075	-16.20638691	0.626960855
283	2014-07-09	23	40.50	4.93	2.20	1.23					22.70	3.50	0.69	0.15	3.24	0.15	78.00	3.46	550	100	450	80.96		field completely flooded	-6.751430800	1.050784142	-17.66206420	0.534546084
118	2014-07-09	23	40.54	4.46	1.92	0.95					24.69	3.28	0.87	0.09	3.93	0.05	76.67	1.15	1010	160	850	84.14		field completely flooded	-6.488328992	0.726901422	-15.95073030	0.774205035
286	2014-07-09	62	40.82	8.61					6.55	1.57	7.86	1.27	5.05	0.65	1.53	0.00	16.00	0.00	430	100	330	76.52	49.47		-6.394539184	0.547974630	-13.79291512	0.730126305
28	2014-07-09	51	45.45	7.57					9.82	1.66	9.18	1.33	6.82	1.01	2.65	0.11	17.33	7.02	1120	190	920	82.91	46.83		-9.215638977	0.489614566	-15.62181513	0.440185981
29	2014-08-10	83	377.33	4.16	1.00	0.00	2.95	0.16	13.00	0.82	91.75	4.99	9.63	0.48	3.66	0.71	50.67	9.45	10270	3200	7070	68.87	25.42		-7.836323664	0.491605662	-14.64389454	0.582068964
26	2014-08-10	83	377.25	10.31	1.00	0.00	2.95	0.16	12.00	0.00	96.25	4.50	11.75	0.96	3.71	0.36	60.00	10.00	12030	2870	9160	76.13	27.49		-6.745861492	0.552991925	-14.44296273	0.360267300
5	2014-08-10	79	293.75	16.01	1.00	0.00	2.87	0.26	13.00	0.82	77.75	5.12	9.50	0.58	3.98	0.44	30.00	11.14	10500	3930	6570	62.60	22.91		-7.100495940	0.661849369	-14.67149336	0.414999339
4	2014-08-10	85	335.00	5.77	1.00	0.00	2.71	0.41	11.75	0.50	85.50	3.32	9.00	0.82	4.69	0.40	44.67	10.07	8160	2250	5910	72.40	27.02		-8.846071381	0.332747252	-15.31345976	0.422079359
373	2014-08-10	69	73.06	6.10	3.89	0.76					28.50	3.81	0.95	0.10	6.07	0.81	74.67	3.06	2660	800	1860	70.06		field completely flooded	-8.410729987	0.862162784	-18.27010717	0.591317323
338	2014-08-10	65	92.96	8.84	1.09	0.29					34.87	5.26	1.40	0.19	6.99	0.44	73.33	1.15	4350	1220	3130	71.87		field completely flooded	-8.904019854	0.855226546	-18.67223249	0.680520502
283	2014-08-10	47	75.24	12.93	1.20	0.41					32.80	7.65	1.13	0.18	6.69	1.36	80.00	0.00	4050	870	3180	78.40		field completely flooded	-11.016823560	1.069896211	-16.55018586	1.203475530
118	2014-08-10	47	70.00	8.63	1.00	0.00					23.19	3.59	1.18	0.17	6.58	0.77	74.00	3.46	3790	900	2890	76.33		field completely flooded	-8.226091200	0.695369037	-16.93887036	0.684382747
286	2014-08-10	77	80.06	15.67	1.06	0.24			11.88	3.04	7.78	1.66	3.92	1.17	4.44	1.08	26.67	28.87	1800	460	1330	74.28	34.86		-5.762586576	0.686719439	-13.68640798	0.549277997
28	2014-08-10	75	82.39	20.72	2.15	1.14			12.96	3.47	10.91	1.78	6.65	0.93	4.60	0.45	10.00	0.00	3120	520	2600	83.36	35.07		-9.127790457	0.484650851	-14.67837334	0.653605416
29	2014-09-24	97					2.66	0.28							3.74	0.40	69.33	1.15	8360	5140	3220	38.50	22.95		-7.697938404	0.564491349	-15.06611665	0.382448258
26	2014-09-24	97					2.34	0.43							3.37	0.20	78.67	2.31	6690	3900	2790	41.74	33.87		-7.399811123	0.702152069	-13.28061104	0.609411034
5	2014-09-24	97					2.09	0.42							3.95	0.61	75.33	3.06	5590	2650	2940	52.60	20.94		-6.967396543	0.941610623	-14.56880267	0.918190464
4	2014-09-24	97					2.15	0.30							3.28	0.12	74.67	1.15	3700	3040	660	17.86	10.70		-7.969650198	0.992858083	-14.87315604	0.493955115
373	2014-09-24	92													5.23	0.61	68.00	4.00	2100	960	1140	54.41	35.65	dry soil	-10.347461630	0.896835908	-17.71239058	0.679082934
338	2014-09-24	92													5.19	0.34	66.67	3.06	2100	1530	1580	50.80	20.50	dry soil	-12.673619410	0.787025126	-17.57429905	0.438132594
283	2014-09-24	87													6.45	0.29	72.00	3.46	3120	1550	2510	61.81	48.57	field not flooded (soil saturated by water)	-11.304707480	0.706745510	-17.98115397	0.344644916
118	2014-09-24	89													5.43	0.61	74.67	1.15	4060	1350	1980	59.41	38.32	dry soil	-8.517662371	0.617297435	-15.70343131	0.417959476
286	2014-09-24	87													1.13	0.15	42.67	4.16	3330	290	370	56.42	22.73		-7.824436794	0.592734159	-14.94375272	0.399264955
28	2014-09-24	87													1.21	0.53	38.00	2.00	1770	680	1090	61.71	38.99		-8.586846345	0.709631997	-14.47862159	0.378297194