Kriging Approach for Estimating Deficient Micronutrients in the Soil: A Case Study
Fe: Isotropic Variogram
2803149.
x x
0.297
Fe
x
x x x
x
x
x
10.6
0.223
10.2
2798976.
9.9
0.148
x
9.5
9.2
0.074
8.8
8.5
8.2
0.000
7.8
0.00
2123.28
4246.56
6369.84
2794803.
7.5
7.1
Separation Distance (h)
6.8
6.4
x
6.1
Gaussian model (Co = 0.1423; Co + C = 0.2856; Ao = 6100.00; r2 = 0.081;
5.7
x
5.4
RSS = 0.101)
Figure 4. Variogram Model (Fe)
2790630.
x x
x
688158. 690911. 693664. 696417.
Onȱtheȱbasisȱofȱtheseȱvariogramsȱpredictionȱweightsȱ
X
wereȱ takenȱ forȱ Krigingȱ interpolationȱ methodȱ andȱ
spatialȱ mapsȱ wereȱ generated.ȱ Spatialȱ distributionȱ
Figure 7. Spatial Distribution Map for Fe
mapsȱofȱavailableȱmicronutrientsȱwereȱdevelopedȱbyȱ
usingȱtheseȱvariogramȱmodelsȱshownȱinȱFigureȱ5ȱforȱ
Conclusion
Zn,ȱFigureȱ6ȱforȱBȱandȱFigureȱ7ȱforȱFe.
Theȱ presentȱ paperȱ aimedȱ toȱ estimateȱ theȱ amountȱ
2803149
x x
ofȱ deficientȱ micronutrientsȱ namelyȱ Zn,ȱ Bȱ andȱ Feȱ
x
x x x
x
xx
atȱ differentȱ locationsȱ ofȱ Kashiȱ Vidyapeethȱ blockȱ
ofȱ Varanasiȱ district,ȱ Uttarȱ Pradeshȱ (India).ȱ Theȱ
Zn
2798976
x
1.56
1.47
amountȱofȱtheseȱmicronutrientsȱavailableȱatȱsampledȱ
1.38
1.29
1.20
locationsȱwasȱusedȱtoȱdevelopȱtheȱvariogramȱmodelsȱ
1.11
1.02
0.93
0.85
toȱdescribeȱspatialȱvariability.ȱSphericalȱandȱGaussianȱ
0.76
0.67
2794803
0.58
variogramȱmodelsȱwereȱfoundȱtoȱbeȱtheȱbestȱfitȱonȱ
0.49
0.40
0.31
0.22
theȱbasisȱofȱhigherȱvaluesȱofȱR 2 ȱandȱlowerȱvaluesȱofȱ
x
RSS.ȱ Spatialȱ distributionȱ mapsȱ wereȱ generatedȱ byȱ
x x x
2790630
usingȱKrigingȱinterpolationȱmethodȱwhichȱwouldȱbeȱ
x
688158
690911
693664
696417
usefulȱforȱenablingȱtheȱfarmersȱtoȱdecideȱtheȱamountȱ
X
ofȱ deficientȱ micronutrientsȱ nutrientsȱ toȱ beȱ appliedȱ
Figure 5. Spatial Distribution Map for Zn
forȱ economicȱ returnsȱ basedȱ onȱ theȱ siteȱ specificȱ
micronutrientsȱmanagement.
Acknowledgement
TheȱauthorsȱareȱthankfulȱtoȱtheȱIndianȱInstituteȱSoilȱ
Scienceȱ(IISS),ȱBhopalȱandȱMinistryȱofȱAgriculture,ȱ
NewȱDelhiȱforȱprovidingȱdataȱtoȱcarryȱoutȱtheȱpresentȱ
study.ȱTheȱfirstȱauthorȱisȱgratefulȱtoȱDST,ȱNewȱDelhiȱ
forȱ awardingȱ INSPIREȱ Fellowshipȱ toȱ conductȱ theȱ
researchȱwork.
References
Bellȱ Rȱ andȱ Dellȱ Bȱ 2006.ȱ Importanceȱ ofȱ micronutrientsȱ inȱ
cropȱ production:ȱ aȱ reviewȱ ofȱ theȱ changingȱ scene. 18th
Figure 6. Spatial Distribution Map for B
World Congress of Soil Science July 9-15, 2006 - Philadelphia,
Pennsylvania, USA .
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