Remote Sensing Monitoring of Durum Wheat under No Tillage Practices by Means of Spectral Indices Interpretation: A Preliminary Study

被引:4
作者
Calcagno, Federico [1 ]
Romano, Elio [2 ]
Furnitto, Nicola [1 ]
Jamali, Arman [3 ]
Failla, Sabina [1 ]
机构
[1] Univ Catania, Dept Agr Food & Environm Di3A, I-95123 Catania, Italy
[2] Ctr Ingn & Trasformaz Agroalimentari, CREA Consiglio Ric Agr & Anal Econ Agr, I-24047 Treviglio, Italy
[3] Univ Kurdistan, Dept Agron & Plant Breeding, Sanandaj 6617715175, Iran
关键词
no tillage; NDVI; NDWI; NMDI; satellite images; water use; conservation tillage; VEGETATION WATER-CONTENT; GRAIN-YIELD; USE EFFICIENCY; TEMPERATURE; PREDICTION; CLIMATE; SYSTEMS; GROWTH; SOIL;
D O I
10.3390/su142215012
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Due to its advantages, remote sensing monitoring has been used in various applications and made noteworthy contributions to understanding soil and plant processes, as well as in the agriculture sector. The aim of the work is to compare the return of durum wheat crops in conservative agricultural practices in Mediterranean climate conditions by analysing the data from the Sentinel2 satellite through three spectral indices. The analysed spectral indices have different interpretations and therefore have been studied in different periods: (i) NDVI (normalized difference vegetation index) for the evaluation of the vegetative vigour from January to June; (ii) NDWI (normalized difference water index) for the moisture of covered soil from January to June and of bare soil after harvesting from June to August; and (iii) NMDI (normalized multi-band drought index) for the variability of bare soil moisture from June to August. With reference to the machines used in cultivation practices, a further purpose of the study is to investigate the effects of automatic guidance versus manual guidance on production yields and on the spectral indices considered. The first results show that the NDVI follows crop phenological stages by reaching the maximum values in correspondence with the stem elongation and booting stages. Additionally, the NDWI showed the same trend as the NDVI during the current crop. After harvesting, the NDWI showed higher values in the plots cultivated under conservation tillage practices. In the same period, the NMDI showed the same results as the NDWI and a positive correlation, confirming that tillage practices could imply a lower ability to retain water in drought time.
引用
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页数:18
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共 70 条
[1]   Evaluation of ESACCI satellite soil moisture product using in-situ CTCZ observations over India [J].
Agrawal, Shubhi ;
Chakraborty, Arindam .
JOURNAL OF EARTH SYSTEM SCIENCE, 2020, 129 (01)
[2]   Assessing Multiple Years' Spatial Variability of Crop Yields Using Satellite Vegetation Indices [J].
Ali, Abid ;
Martelli, Roberta ;
Lupia, Flavio ;
Barbanti, Lorenzo .
REMOTE SENSING, 2019, 11 (20)
[3]  
[Anonymous], Koppen climate classification | Definition, System, Map
[4]  
[Anonymous], REGIONE SICILIANA AG
[5]   Factors affecting the grain yield predicting attributes of spectral reflectance indices in durum wheat: growing conditions, genotype variability and date of measurement [J].
Bort, J ;
Casadesus, J ;
Nachit, MM ;
Araus, JL .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (11) :2337-2358
[6]   NDVI as a Potential Tool for Predicting Biomass, Plant Nitrogen Content and Growth in Wheat Genotypes Subjected to Different Water and Nitrogen Conditions [J].
Cabrera-Bosquet, L. ;
Molero, G. ;
Stellacci, A. M. ;
Bort, J. ;
Nogues, S. ;
Araus, J. L. .
CEREAL RESEARCH COMMUNICATIONS, 2011, 39 (01) :147-159
[7]   Remote Sensing for Crop Water Management: From ET Modelling to Services for the End Users [J].
Calera, Alfonso ;
Campos, Isidro ;
Osann, Anna ;
D'Urso, Guido ;
Menenti, Massimo .
SENSORS, 2017, 17 (05)
[8]   Long-term yield and water use efficiency under various tillage systems in Mediterranean rainfed conditions [J].
Cantero-Martinez, C. ;
Angas, P. ;
Lampurlanes, J. .
ANNALS OF APPLIED BIOLOGY, 2007, 150 (03) :293-305
[9]   Soil Moisture Analysis by Means of Multispectral Images According to Land Use and Spatial Resolution on Andosols in the Colombian Andes [J].
Casamitjana, Maria ;
Torres-Madronero, Maria C. ;
Bernal-Riobo, Jaime ;
Varga, Diego .
APPLIED SCIENCES-BASEL, 2020, 10 (16)
[10]   Modeling of Durum Wheat Yield Based on Sentinel-2 Imagery [J].
Cavalaris, Chris ;
Megoudi, Sofia ;
Maxouri, Maria ;
Anatolitis, Konstantinos ;
Sifakis, Marios ;
Levizou, Efi ;
Kyparissis, Aris .
AGRONOMY-BASEL, 2021, 11 (08)