<mets:mets OBJID="eprint_10268" LABEL="Eprints Item" xsi:schemaLocation="http://www.loc.gov/METS/ http://www.loc.gov/standards/mets/mets.xsd http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-3.xsd" xmlns:mets="http://www.loc.gov/METS/" xmlns:mods="http://www.loc.gov/mods/v3" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><mets:metsHdr CREATEDATE="2023-07-05T01:23:30Z"><mets:agent ROLE="CUSTODIAN" TYPE="ORGANIZATION"><mets:name>OAR@ICRISAT</mets:name></mets:agent></mets:metsHdr><mets:dmdSec ID="DMD_eprint_10268_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:titleInfo><mods:title>Mapping and modeling groundnut growth and productivity in rainfed areas of Tamil Nadu</mods:title></mods:titleInfo><mods:name type="personal"><mods:namePart type="given">M</mods:namePart><mods:namePart type="family">Deiveegan</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:abstract>A research study was conducted at Tamil Nadu Agricultural University, Coimbatore&#13;
during kharif and rabi 2015 to estimate groundnut area, model growth and productivity and&#13;
assess the vulnerability of groundnut to drought using remote sensing techniques.&#13;
Multi temporal Sentinel 1A satellite data at VV and VH polarization with 20 m spatial&#13;
resolution was acquired from May, 2015 to January, 2016 at 12 days interval and processed&#13;
using MAPscape-RICE software. Continuous monitoring was done for ground truth on crop&#13;
parameters in twenty monitoring sites and validation exercise was done for accuracy&#13;
assessment. Input files on soil, weather and management practices were generated and crop&#13;
coefficients pertaining to varieties were developed to assess growth and productivity of&#13;
groundnut using DSSAT CROPGRO-Peanut model. Outputs from remote sensing and&#13;
DSSAT model were assimilated to generate LAI thereby groundnut yield spatially and&#13;
validated against observed yields. Being a rainfed crop, vulnerability of groundnut to drought&#13;
was assessed integrating different meteorological and spectral indices viz., Standardized&#13;
Precipitation Index (SPI), Normalized Difference Vegetation Index (NDVI) and Water&#13;
Requirement Satisfaction Index (WRSI).Spectral dB curve of groundnut was generated using temporal multi date Sentinel 1A&#13;
data. A detailed analysis of temporal signatures of groundnut showed a minimum at sowing&#13;
and a peak at pod development stage and decreasing thereafter towards maturity. Groundnut&#13;
crop expressed a significant temporal behaviour and large dynamic range (-11.74 to -5.31 in&#13;
VV polarization and -20.04 to -13.05 in VH polarization) during its growth period.&#13;
Groundnut area map was generated using maximum likelihood classifier integrating&#13;
multi temporal features with a classification accuracy of 87.2 per cent and a kappa score of&#13;
0.74. The total classified groundnut area in the study districts was 88023 ha covering 17817&#13;
and 22582 ha in Salem and Namakkal districts during kharif 2015 while Villupuram and&#13;
Tiruvannamalai districts accounted for 22722 and 24903 ha respectively during rabi 2015.&#13;
Blockwise statistics on groundnut area during both seasons were also generated.&#13;
To model growth and productivity of groundnut in DSSAT, weather and soil input&#13;
files were generated using weatherman and ‘S’ build respectively besides deriving genetic&#13;
coefficients for CO 6, TMV 7 and VRI 2 varieties of groundnut.&#13;
Growth and development variables of groundnut were simulated using CROPGROPeanut&#13;
model i.e., days to emergence (7-9 days) and anthesis (25-32 days), canopy height&#13;
(63 to 70 cm), maximum LAI (1.12 to 3.07) and biomass (4176 to 9576 kg ha-1 across twenty&#13;
monitoring locations spatially. The resultant pod yield was simulated to be 1796 to 3060 kg&#13;
ha-1 with a harvest index of 0.28 to 0.43.&#13;
On comparison of LAI between observed (2.01 to 4.05) and simulated values&#13;
(1.12 to 3.07) the CROPGRO-Peanut model was found to under estimate the values with R2,&#13;
RMSE and NRMSE of 0.82, 1.10 and 34 per cent. However, the model predicted the biomass&#13;
of groundnut with an agreement of 89 per cent through the simulated values of 4176 to9576&#13;
kg ha-1 as against the observed biomass to 4620 to 9959 kg ha-1.&#13;
The simulated pod yields of groundnut in the study area were 1796 to 3060 kg ha-1 as&#13;
compared to the observed yields of 2115 to 2750 kg ha-1. The overall agreement between&#13;
simulated and observed yields was 84 per cent with the average errors of 0.81, 342 kg ha-1&#13;
and 16 percent for R2, RMSE and NRMSE respectively.&#13;
LAI values of groundnut, generated spatially through suitable regression models using&#13;
dB from satellite images and LAI from DSSAT, ranged from 1.31 to 3.23 with R2, RMSE&#13;
and NRMSE of 0.86, 0.78 and 24 per cent respectively on comparison with observed values.&#13;
Remote sensing based spatial estimation resulted in groundnut pod yields of 1570 to 3102 kg&#13;
ha-1 across the study districts of Salem, Namakkal, Tiruvannamalai and Villupuram. In the&#13;
20 monitoring locations, the pod yields were estimated to be 1912 to 2975 kg ha-1 as against&#13;
the observed pod yields of 1450 to 2750 kg ha-1 with a fairly good agreement of 80 per cent.&#13;
The vulnerability of groundnut was assessed using different drought indices viz., SPI,&#13;
NDVI and WRSI. Considering SPI, out of the total groundnut area of 88023 ha, an area of&#13;
86607 ha was found to be under near normal condition based on deviation of rainfall received&#13;
during cropping season from historical precipitation. Similarly NDVI, an indicator of&#13;
vegetation condition during the cropping season, showed that 14272 ha of groundnut area&#13;
were under stressed condition during 2015.&#13;
An area of 40981 ha in Villupuram and Tiruvannamalai districts was found to be&#13;
under chances of crop failure based on Water Requirement Satisfaction index (WRSI). Major&#13;
groundnut areas of Salem district (14188 ha) was under medium risk zone.&#13;
Considering overall vulnerability, whole district of Villupuram was adjudged as&#13;
highly vulnerable to drought with regard to groundnut cultivation whereas four blocks of&#13;
Salem, eight blocks of Namakkal and all the blocks of Tiruvannamalai were found to be&#13;
moderately vulnerable to drought.</mods:abstract><mods:classification authority="lcc">Groundnut</mods:classification><mods:originInfo><mods:dateIssued encoding="iso8061">2017</mods:dateIssued></mods:originInfo><mods:originInfo><mods:publisher>Tamil Nadu Agricultural University Coimbatore;Department of Agronomy Directorate of Crop Management</mods:publisher></mods:originInfo><mods:genre>Thesis</mods:genre></mets:xmlData></mets:mdWrap></mets:dmdSec><mets:amdSec ID="TMD_eprint_10268"><mets:rightsMD ID="rights_eprint_10268_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:useAndReproduction>
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