Spatial prediction of soil water content in karst area using prime terrain variables as auxiliary cokriging variable

Environmental Earth Sciences

Volumn 72, Issue 11, 2014, Pages 4303-4310

  Yang, Qiyong ^a,b   Jiang, Zhongcheng ^a   Ma, Zulu ^a   Li, Hui ^a  

^a INSTITUTE OF MINERAL RESOURCES   (China)

^b SOUTHWEST UNIVERSITY   (China)

Author keywords

Cokriging; Geostatistics; Soil water content; Spatial pattern; Terrain variables

Indexed keywords

FORECASTING; MEAN SQUARE ERROR; SOIL MOISTURE;

CO-KRIGING; GEO-STATISTICS; SOIL WATER CONTENT; SPATIAL PATTERNS; TERRAIN VARIABLES;

LANDFORMS;

EID: 84920711250     PISSN: 18666280     EISSN: 18666299     Source Type: Journal    
DOI: 10.1007/s12665-014-3329-z     Document Type: Article

References (31)

1. Ammarin M, Chang NB, Mark B, Chris W, Charles S (2006) Soil moisture estimation in a semiarid watershed using RADARSAT-1 satellite imagery and genetic programming. Water Resour Res 42:1–15
2. Bell JC, Grigal DF, Bates PC (2000) A soil-terrain model for estimation spatial patterns of soil organic carbon. In: Wilson JP, Gallant JC (eds) Terra analysis: principles and applications. Wiley, USA, pp 295–309
3. Beven KJ, Kirkby MJ (1979) A physically based variable contributing are a model of basin hydrology. Hydrol Sci Bull 24:43–69
4. Boyer DG, Wright RJ, Feldhake CM, Bligh DP (1991) Soil spatial variability in steeply sloping acid soil environment. Soil Sci 161:278–287
5. Cahn MD, Hummel JW, Brouer BH (1994) Spatial analysis of soil fertility for site-specific crop management. Soil Sci Soc Am J 58:1240–1248
6. Cambardella CA, Moorman TB, Novak JM, Parkin TB, Karlen DL, Turco RF, Konopka AE (1994) Field-scale variability of soil properties in central Iowa soils. Soil Sci Soc Am J 58:1501–1511
7. Delworth TL, Manabe S (1988) The influence of potential evaporation on the variabilities of simulated soil wetness and climate. J Clim 1:523–547
8. Ferguson CC, Darmendrail D, Freier K, Jensen BK, Jensen J, Kasamas H, Urzelai A, Vegter (ed) J (1998) Better methods for risk assessment. In: Risk assessment for contaminated sites in Europe, vol 1. Scientific Basis LQM Press, Nottingham, pp 135–146
9. Gômez-plaza A, Martínez-mena M, Albaladejo J, Castillo VM (2001) Factors regulating spatial distribution of soil water content in small semi-arid catchment. J Hydrol 253:211–226
10. Hawley ME, Jackson TJ, McCuen RH (1983) Surface soil moisture variation on a small agricultural watershed. J Hydrol 62:179–200
11. Koster RD, Suarez M, Liu P, Jambor U, Berg A, Kistler M, Reichle R, Rodell M, Famiglietti J (2004) Realistic initialization of land surface states: impacts on subseasonal forecast skill. J Hydrometeorol 5:1049–1063
12. Luca C, Si BC, Farrell RE (2007) Upslope length improves spatial estimation of soil organic carbon content. Can J Soil Sci 87:291–300
13. Martinez-Cob A (1996) Multivariate geostatistical analysis of evapotranspiration and precipitation in mountainous terrain. J Hydrol 174:19–35
14. Martinez-Fernández J, Ceballos A (2003) Temporal stability of soil moisture in a large-field experiment in Spain. Soil Sci Soc Am J 67:1647–1656
15. Masoomeh D, Peyman A, Willibald L (2009) Using sequential Gaussian simulation to assess the field-scale spatial uncertainty of soil water content. Catena 79:163–169
16. Mueller TG, Pierce FJ (2003) Soil carbon maps: enhancing spatial estimates with simple terrain attributes at multiple scales. Soil Sci Soc Am J 67:258–267
17. Odeh IOA, McBratney AB, Chittleborough DJ (1995) Further results on prediction of soil properties from terrain attributes: heterotopic cokriging and regression-kriging. Geoderma 67(3–4):215–226
18. Qiu Y, Fu BJ, Wang J, Zhang XL, Meng QH (2007) Spatio-temporal variation of soil moisture and its relation to environmental factors. Chin J Ecol 26:100–107
19. Shouse PJ, Russell TJ, Gerik WB, Cassel DK (1990) Spatial distribution of soil particle size and aggregate stability index in a clay soil. Soil Sci 149:351–360
20. Stein A, Corsten LCA (1991) Universal kriging and cokriging as regression procedure. Biometrics 47:575–587
21. Sumfleth K, Duttmann R (2008) Prediction of soil property distribution in paddy soil landscapes using terrain data and satellite information as indicators. Ecol Indic 8:485–501
22. Tao P, Qin CZ, Zhu AX, Yang L, Luo M, Li B, Zhou CH (2010) Mapping soil organic matter using the topographic wetness index: a comparative study based on different flow-direction algorithms and kriging methods. Ecol Indic 10:610–619
23. Triantafilis J, Odeh IOA, McBratney AB (2001) Five geostatistical models to predict soil salinity from electromagnetic induction data across irrigated cotton. Soil Sci Soc Am J 65:869–878
24. Western AW, Grayson RB, Blôschl G, Willgoose GR, McMahon TA (1999) Observed spatial organization of soil moisture and its relation to terrain indices. Water Resour Res 35:797–810
25. Wu CF, Wu JP, Luo YM, Zhang LM, Stephen DD (2009) Spatial prediction of soil organic matter content using cokriging with remotely sensed data. Soil Sci Soc Am J 73:1202–1208
26. Yang QY, Jiang ZC, Ma ZL, Luo WQ, Yin H, Yu QW, Li WJ (2012) Spatial variability of karst rock desertification based on geostatistics and remote sensing. Trans CSAE 28:100–104
27. Yanl L, Zhou S, Wu CF, Li HY, Li F (2007) Improved prediction and reduction of sampling density for soil salinity by different geostatistical methods. Agric Sci China 6:832–841
28. Yates SR, Warrick AW (1987) Estimating soil water content using cokriging. Soil Sci Soc Am J 51:23–30
29. Yu C, Loureiro C, Cheng JJ, Jones LG, Wang YY, Chia YP, Faillace E (1993) Data collection handbook to support modeling impacts of radioactive material in soil. Environmental Assessment and Information Sciences Division, Argonne National Laboratory, Argonne, Illinois, USA. http://web.ead.anl.gov/resrad/documents/data_collection.pdf
30. Zhang JG, Chen HS, Su YR, Kong XL, Zhang W, Shi Y, Liang HB, Shen GM (2011a) Spatial variability of surface soil moisture in a depression area of karst region. Clean Soil Air Water 39(7):619–625
31. Zhang JG, Chen HS, Su YR, Kong XL, Zhang W, Shi Y, Liang HB, Shen GM (2011b) Spatial variability and patterns of surface soil moisture in a field plot of karst area in Southwest China. Plant Soil Environ 57(9):409–417