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pH SC CEC Shukla et al., 2004 Yemefack et al., 2005 Cox * 1 ayoubi@cc.iut.ac.ir et al., 2003 Shukla et al., 2004 Fax and Metla,2005 Ovalles and Collins, 1988 (Principal component analysis, PCA)

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Page 1: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

pH

SC

CEC

Shukla et al., 2004

Yemefack et al., 2005

Cox

*[email protected]

et al., 2003

Shukla et al.,

2004

Fax and Metla,2005Ovalles

and Collins, 1988

(Principal component analysis, PCA)

Page 2: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

Cox et al., 2003; Jiang and Telen, 2004

Tchienkoua and Zeck

Boruvka et al, 2005

.( Fachinelli et al., 2001;

Skrbic and Onjia, 2007

Triaq et al.,

2005Shukla et al.

Ovalles and Collins

Piedmont plain

Fine, mixed, mesic, Fluventic

Haploxerepts

Soil Survey Staff,

2003

pH

Page et al.,

1987

Bremner and Mulvaney,1982

Olsen and Sommers, 1982

pHPage et

al., 1987

Page et al., 1987

Day, 1965

Black,

1986

Miller et al., 1988

Page 3: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

SPSS

PCA

SPSS

PC1

Cox et al., 2003

Ovalles and Collins, 1988

(Jolliffe, 1986)

jij XaXaXaPC ...212111

PCaij

XjOvalles and Collins, 1988

Eigenvalue

Ovalles

and Collins, 1988; Cox et al., 2003

5.0)(5.0 eigenvaluePCSC

SCPC

Eigenvalue

Correlation matrix

SPSS

MERMSE

MERMSE

r2Sinowski and

Auerswald, 1999

))x(Z_)x(Z(×n1=ME i

n

1=i

*i

})]x(Z_)x(Z[×n1{=RMSE

n

1=i

212

i*

i

Z(xi)*Z(xi)

xi

pH

Page 4: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

WildingCV

Paz-Gonzalez et al.

Godwin and Miller, 2003

CEC

)Ovalles and Collins, 1988

SC

SC

Ovalles and CollinsCox et al.

Eigen vector

SC

SC

Ovalles and Collins, 1988

EC

Page 5: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

pH

EC

pH

CEC

EC

pH

pH

EC dSm-1

g cm-3

mg kg-1

mg kg-1

CEC Cmol(+) Kg-1

gr m-2

gr m-2

Biom

Grain CEC TN OM KavaPavaBDClaySandECpH

pH

EC

*

Sand

** *

Clay

**

**

BD

**

Pava

**

**

** ** Kava

**

**

**

**

**

OM

**

**

**

**

**

**

TN

**

**

**

*

**

**

** CEC

*

**

**

**

* ** **

** *

Grain

**

*

**

**

**

* ** **

** **

Biom

pHECsandClayBDPavaKava

OMTNCECGrainBiom

CEC

Jiang and

Telen

SC

SC

PC

PC

PC

PC

PC

PC

PC

PC

Page 6: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

PCA

PC

PC

PC

PC

PC

pH EC

CEC

1 0.559 0.476

0.81 0.25

PC sand K

OM N2 0506 0.667

0.559 0.622

PC pH EC

Clay BD

CECClayPC 725.0494.03

CECKPC 507.0727.04

PPC 847.05

GYTY

1 2

3 4

2 **

GY=479.956 43.585PC 28.420PC

24.657PC 21.954PC

0.56R

1 2

3 4 5

2 **

TY=906.692 65.962PC 37.862PC

23.905PC 23.037PC 17.814

0.57

PC

R

RMSEME

r

RMSE , ME

r

Cox et al.

r

PCA

ME RMSE r

**

**

**

Page 7: Yemefack et al., 2005 Cox - دانشگاه تهران · Yemefack et al., 2005 Cox ayoubi@cc.iut.ac.ir 1* et al., 2003 Shukla et al., 2004 Ovalles Fax and Metla,2005 and Collins,

REFERENCESBlack, C. A. (1986) Methods of soil analysis. Part 1.

(pp.545-566). Ser. No. 9. ASA. Madison, WI. Boruvka, L., Vacak, O. and Jeilicka, J. (2005).

Principle component analysis as a tool to indicate the origin of potentially toxic elements in soil. Geoderm, 28, 289-300.

Bremner, J. M. and Mulvaney. C. S. (1982). Total Nitrogen. In: A. L. Page (ed.) Methods of Soil Analysis. P Part 2: Chemical and microbiological properties, 2nd ed., Agron. (No.2). (pp.9595-624). Am. Soc. Argon., Madison, WI, USA.

Cox, M. S., Gerard, P. D. and Wardlaw, M. C and Abshire, M. J. (2003). Variability of selected soil properties and their relationships with soybean yield. Soil Sci. Soc. Am. J., 67, 1296-1302.

Day, R. (1965). Particle fractionation and particle size analysis. In: C. A. Black et al (ed.) Methods of Soil Analysis. (Part 1. (pp. 545-566). Ser. No. 9. ASA. Madison, WI.

Fachinelli, A., Sacchi, E. and Mallen, L. (2001). Multivariate statistical and GIS-based approach to identify heavy metal sources in soils. Environmental Pollution, 114, 313-324.

Fox, G. A. and Metla, R. (2005). Soil property analysis using principle component analysis, soil line and regression models. Soil Sci. Soc. Am. J., 69, 1782-1788.

Godwin, R. J. and Miller P. C. H. (2003). A review of the technologies for mapping within- field variability, Biosyst. Eng. 84:393-407.

Jiang, P. and Telen, K.D. (2004). Effect of soil and topographic properties on crop yield in a north- central corn- soybean cropping system. Agron. J., 96, 252-258.

Jolliffe, I. T. (1986). Principle Component Analysis. Springer-Verlag.

Miller, M. P. Singer, M. J. Nielson, D. R. (1988). Spatial variability of wheat yield and soil properties on complex hills. Soil Sci. Soc. Am. J. 52, 1133-1141.

Olsen, S. R., and Sommers, L. E. (1982). Phosphorus. In: A. L. Page (ed.). Methods of Soil Analysis, Agron. (No. 9). (Part 2): Chemical and Microbiological Properties, 2nd ed., (pp. 403-430). Am. Soc. Agron., Madison, WI, USA.

Ovalles, F. A. and Collins, M. E. (1988). Variability of northwest Florida soils by principle component

analysis. Soil Sci. Soc. Am. J., 52, 1430-1435. Page, M. C. Sparks, D. L. Noll, M. R. and Hendricks,

G. J. (1987). Kinetics and mechanisms of potassium release from sandy middle Atlantic Coastal plain soils. Soil Sci. Soc. Am. J. 51, 1460-1465.

Paz-Gonzalez, A., Viera, S. R. and Toboada Castro, M. T. (2000). The effect of cultivation on the spatial variability of selected properties of an umbric horizon. Geoderma, 97, 273-292.

Shukla, M., K. Lal, R. and Ebinger, M. (2004). Principle component analysis for predicting corn biomass and grain yields. Soil Science, 169, 215-224.

Sinowski, W. and Auerswald, K. (1999). Using relief parameters in a discriminate analysis to stratify geological areas with different spatial variability of soil properties. Geoderma, 89, 113

128. Skrbic, B. and Onjia, A. (2007). Multivariate analysis

of micronutrient content in wheat cultivated in Serbia. Food Control, 18, 338-345.

Soil Survey Staff. (2003). Keys to Soil Taxonomy, USDA, NRCS, Washington DC.

SPSS for windows. (1999). Release. 7 (Nov 141996), Copyright SPSS, Inc.

Tchienkoua, M. and Zeck, W. (2004). Statistical analysis of soil variability in humid forest landscape of central Cameron. International of Applied Earth Observation and Geoinformation, 5, 69-79.

Traiq, S. R. Shah, M. H. Shaheen, N. Khalique, A. Manzoor, S. and Jaffar, M. (2005). Multivariate analysis traces metal levels in tannery effluents in relation to soil and water: A case study from Peshawar, Pakistan. Journal of Environmental management, 79, 20 29.

Wilding, L. (1985). Spatial variability. Its documentation, accommodation, and implication to soil surveys. In: D. R. Nielson and J. Bouma (Eds). Soil Variability, Pudo, Wagenigen, the Netherlands.

Yemefack, M., Rossiter, D. G. and Njomgang, R. (2005). Multi-scale characterization of soil variability within an agricultural landscape mosaic system in southern Cameroon. Geoderma,125,117-14.

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