Abstract
Accessibility to organic carbon (OC) budget is required for sustainable agricultural development and ecosystem preservation and restoration. Using geostatistical models to describe and demonstrate the spatial variability of soil organic carbon (SOC) will lead to a greater understanding of this dynamics. The aim of this paper is to present the relationships between the spatial variability of SOC and the topographic features by using geostatistical methods on a loess mountain-slope in Toshan region, Golestan Province, northern Iran. Hence, 234 soil samples were collected in a regular grid that covered different parts of the slope. The results showed that such factors as silt, clay, saturated moisture content, mean weighted diameter (MWD) and bulk density were all correlated to the OC content in different slope positions, and the spatial variability of SOC more to slope positions and elevations. The coefficient of variation (CV) indicated that the variability of SOC was moderate in different slope positions and for the mountain-slope as a whole. However, the higher variability of SOC (CV = 45.6%) was shown in the back-slope positions. Also, the ordinary cokriging method for clay as covariant gave better results in evaluating SOC for the whole slope with the RMSE value 0.2552 in comparison with the kriging and the inverse distance weighted (IDW) methods. The interpolation map of OC for the slope under investigation showed lowering SOC concentrations versus increasing elevation and slope gradient. The spatial correlation ratio was different between various slope positions and related to the topographic texture.
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References
Aguilar R, Heil RD (1988) Soil organic C, nitrogen, and phosphorus quantities in northern Great Plains rangeland. Soil Science Society American Journal 52: 1076–1081.
An S, Mentler A, Mayer H, Blumc W (2010) Soil aggregation, aggregate stability, organic carbon and nitrogen in different soil aggregate fractions under forest and shrub vegetation on the Loess Plateau, China. Catena 81: 226–233.
Ayoubi SH, Mohammad ZS, Khormali F (2007) Spatial variability of some soil properties for site specific farming in northern Iran. International Journal of Plant Production 1: 225–236.
Baritz R, Seufert G, Montanarella L, Van Ranst E (2010) Carbon concentrations and stocks in forest soils of Europe. Forest Ecology and Management 260: 262–277.
Batjes NH (1996) Total carbon nitrogen in the soils of the world. Europe Journal Soil Science 47: 151–163.
Bhatti JS, Apps MJ, Tarnocai C (2002) Estimates of soil organic carbon stocks in central Canada using three different approaches. Canadian Journal of Forest Research 32: 805–812.
Blake GR, Hartge KH (1986) Bulk density. In: Klute A (ed.), Methods of Soil Analysis. Part 1, Physical and Mineralogical Methods, 2nd ed. Agronomy 9: 363–382.
Cambardella CA, Moorman TB, Andrews SS, Karlen DL (2004) Watershed-scale assessment of soil quality in the loess hills of southwest Iowa. Soil & Tillage Research 78: 237–247.
Chirinda N, Roncossek SD, Heckrath G, et al. (2014) Root and soil carbon distribution at shoulderslope and footslope positions of temperate toposequences cropped to winter wheat. Catena 123: 99–105. DOI: 10.1016Zj.catena.2014.07.012
Eswaren H, Vandenberg E, Reich P (1993) Organic carbon in soils of the world. Soil Science Society American Journal 57: 192–194.
Forest Rangeland and Watershed Management Organization (1999) Detailed survey on the management of renewable resources. Gorgan, Iran. p 143.
Gee GW, Bauder JW (1986) Particle-size analysis. In: Klute A (Ed.), Methods of Soil Analysis, Part 1. Physical and Mineralogical Methods, 2nd ed. Agronomy 9: 383–411.
Häring V, Fischer H, Stahr K (2014) Erosion of bulk soil and soil organic carbon after land use change in northwest Vietnam. Catena 122: 111–119. DOI: 10.1016/j.catena.2014.06.015
Hattar B, Taimeh A, Ziadat F (2010) Variation in soil chemical properties along toposequences in an arid region of the Levant. Catena 83: 34–45. DOI: 10.1016/j.catena.2010.07.002
Hoffmann U, Hoffmann T, Jurasinski G, et al. (2014) Assessing the spatial variability of soil organic carbon stocks in an alpine setting (Grindelwald, Swiss Alps). Geoderma 232-234: 270–283. DOI: 10.1016/j.geoderma.2014.04.038
Janssens IA, Freibauer A, Schlamadinger B, et al. (2005) The carbon budget of terres-trial ecosystems at country-scale -a European case study. Bio-geosciences 2: 15–26. DOI: 10.5194/bg-2-15-2005
Janzen HH (2004) Carbon cycling in earth systems -a soil science perspective. Agriculture, Ecosystems & Environment 104: 399–417.
Khormali F, Ajami M, Ayoubi S, et al. (2009) Role of deforestation and hillslope position on soil quality attributes of loess-derived soils in Golestan Province, Iran. Agriculture, Ecosystems and Environment 134: 178–189. DOI: 10.1016/j.agee.2009.06.017
Khormali F, Ajami M (2011) Pedogenetic investigation of soil degradation on a deforested loess hillslope of Golestan Province, Northern Iran. Geoderma 167-168: 274–283. DOI: 10.1016/j.geoderma.2011.07.030
Kuhn NJ, Hoffmann T, Schwanghart W, Dotterweich M (2009) Agricultural soil erosion and global carbon cycle: controversy over? Earth Surface Processes and Landforms 34: 1033–1038. DOI: 10.1002/esp.1796
Lal R (2004) Soil carbon sequestration impacts on global climate change and food security. Science 304: 1623–1627.
Lal R (2005) Forest soils and carbon sequestration. Forest Ecology and Management 220: 242–258.
Lenka NK, Sudhishri S, Dass A, et al. (2013). Soil carbon sequestration as affected by slope aspect under restoration treatments of a degraded alfisol in the Indian sub-tropics. Geoderma 204-205: 102–110. DOI: 10.1016/j.geoderma.2013.04.009
Li P, Wang Q, Endo T, et al. (2010) Soil organic carbon stock is closely related to aboveground vegetation properties in coldtemperature mountainous forests. Geoderma 154: 407–415.
Liu Z, Shao M, Wang Y (2011) Effect of environmental factors on regional soil organic carbon stocks across the Loess Plateau region, China. Agriculture, Ecosystems and Environment 142: 184–194.
Lv J, Liu Y, Zhang Z, Dai J (2013) Factorial kriging and stepwise regression approach to identify environmental factors influencing spatial multi scale variability of heavy metals in soils. Journal of Hazardous Material 261: 387–397. DOI: 10.1016/j.jhazmat.2013.07.065
McBratney AB, Pringle MJ (1999) Estimating average and proportional variograms of soil properties and their potential use in precision agriculture. Precision Agriculture 1: 219–236.
Mchunu C, Chaplot V (2012) Land degradation impact on soil carbon losses through water erosion and CO2 emissions. Geoderma 177-178: 72–79.
McLean EO (1982) Soil pH lime requirement. In: Page AL, Miller RH, Keeney DR (Eds.), Methods of Soil Analysis, Part 2. Chemical and Microbiological Properties, 2nd ed. Agronomy 9: 19–224.
Nadeu E, Berhe A, de Vente J, Boix-Fayos C (2012) Erosion, deposition and replacement of soil organic carbon in Mediterranean catchments: a geomorphological, isotopic and land use change approach. Biogeosciences 8: 8351–8382.
Navas A, Gaspar L, Quijano L, et al. (2012) Patterns of soil organic carbon and nitrogen in relation to soil movement under different land uses in mountain fields (South Central Pyrenees). Catena 94: 43–52. DOI: 10.1016/j.catena.2011.05.012
Nelson DW, Sommers LE (1982) Total carbon, organic carbon, and organic matter. In: Page AL, Miller RH, Keeney DR (Eds.), Methods of Soil Analysis, Part 2. Chemical and Microbiological Properties, 2nd ed. Agronomy 9: 539–579.
Nielsen DR, Bouma J (1985) Soil Spatial Variability. Proceedings of a Workshop of the ISSS and the SSSA, Las Vegas, USA. 30th November to 1st December, 1984. Pudoc, Wageningen.
Olea RA (2009) A practical primer on geostatistics: U.S. Geological Survey, Open-File Report 2009-1103. p. 346.
OueslatiI P, Allamano P, Bonifacio E, Claps P (2013) Vegetation and Topographic Control on Spatial Variability of Soil Organic Carbon. Pedosphere 23(1): 48–58.
Pan GX, Li LQ, Zhang XH, et al. (2003) Soil organic carbon storage of China and the sequestration dynamics in agricultural land. Advance Earth Science (In Chinese) 18: 609–618.
Post WM, Emanuel WR, Zinke PJ, Stangenberger AG (1982) Soil carbon pools and world life zones. Nature 298: 156–159.
Rhoades JD (1982) Soluble salts. In: Page AL (Ed.), Methods of Soil Analysis, Part II, 2nd ed., ASA, Monograph No. 9, Madison, WI. pp. 167–179.
Roger R, Libohova Z, Rossier N, et al. (2014) Spatial variability of soil phosphorus in the Fribourg canton, Switzerland. Geoderma 217-218: 26–36. DOI: 10.1016/j.geoderma.2013. 11.001
Salinity Laboratory Staff (1954) Diagnosis, Improvement of Saline and Alkali soils, USDA, Hb. NO. 60. Washington DC. Available online at: http://www.ars.usda.gov/sp2UserFiles/Place/53102000/hb60_pdf
Sanderman J, Amundson RG, Baldocchi DD (2003) Application of eddy covariance measurements to the temperature dependence of soil organic matter mean residence time. Global Biogeochemical Cycles 17(2): 1–15.
Schimel D, Stillwell MA, Woodmansee RG (1985) Biogeochemistry of C, N and P in a soil catena of the shortgrass steppe. Ecology 66: 276–282.
Schimel DS, Burke IC (1993) Spatial interactive models of atmosphere-ecosystem coupling. In: Goodchild MF, Parks BO, Steyear LT (Eds.) Environmental Modeling with GIS. Oxford University Press. pp 284–289.
Schöning I, Totsche KU, Kögel-Knabner I (2006) Small scale spatial variability of organic carbon stocks in litter and solum of a forested Luvisol. Geoderma 136: 631–642.
Shahriari A, Khormali F, Kehl M, et al. (2011) Effect of a longterm cultivation and crop rotations on soil organic carbon in loess derived soils of Golestan Province, Northern Iran. International Journal of Plant Production 5(2): 147–152.
Slobodian N, Van Rees K, Pennock D (2002) Cultivationinduced effects on belowground biomass and organic carbon. Soil Science Society of America Journal 66: 924–930.
Smith P (2004) Soils as carbon sinks—The global context. Soil Use Manage 20: 212–218.
Sun B, Shenglu Z, Zhao Q (2003) Evaluation of temporal changes of soil quality based on geostatistical analysis in the hill region of subtropical China. Geoderma 115: 85–99.
Tan ZX, Lal R, Smeck NE, Calhoun FG (2004) Relationships between surface soil organic carbon pool and site variables. Geoderma 121: 187–195.
Tsegaye T, Hill RL (1998) Intensive tillage effects on spatial variability of soil test, plant growth, and nutrient uptake measurement. Soil Science 163: 155–165.
Tsui CC, Tsai CC, Chen ZS (2013) Soil organic carbon stocks in relation to elevation gradients in volcanic ash soils of Taiwan. Geoderma 209-210: 119–127. DOI: 10.1016/j.geoderma.2013.06.013
Von Lützow M, Kögel-Knabner I, Ekschmitt K, et al. (2006) Stabilization of organic matter in temperate soils: mechanisms and their relevance under different soil conditions — a review. European Journal of Soil Science 57: 426–445.
Wang Y, Zhang XC, Zhang JL, Li SJ (2009) Spatial variability of soil organic carbon in a watershed on the loess plateau. Pedosphere 19: 486–495.
Wang Y, Fu B, Lu Y, et al. (2010) Local-scale spatial variability of soil organic carbon and its stock in the hilly area of the Loess Plateau, China. Quaternary Research 73: 70–76. DOI: 10.1016/j.yqres.20 08.11.006
Wei J, Xiao D, Zhang X, et al. (2006) Spatial variability of soil organic carbon in relation to environmental factors of a typical small watershed in the black soil region, Northeast China. Environmental Monitoring and Assessment 121(1-3): 597–613.
Wiaux F, Cornelis JT, Cao W, et al. (2014) Combined effect of geomorphic and pedogenic processes on the distribution of soil organic carbon quality along an eroding hillslope on loess soil. Geoderma 216: 36–47. DOI: 10.1016/j.geoderma.2013.10.013
YooK R, Amundson R, Heimsath AM, Dietrich WE (2006) Spatial patterns: of soil organic carbon on hillslopes integrating geomorphic processes and the biological C cycle. Geoderma 130: 47–65.
Zhang X, Li Z, Tang Z, et al. (2013) Effects of water erosion on the redistribution of soil organic carbon in the hilly red soil region of southern China. Geomorphology 197: 137–144. DOI: 10.1016/j.geomorph.2013.05.004
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Bameri, A., Khormali, F., Kiani, F. et al. Spatial variability of soil organic carbon in different hillslope positions in Toshan area, Golestan Province, Iran: Geostatistical approaches. J. Mt. Sci. 12, 1422–1433 (2015). https://doi.org/10.1007/s11629-014-3213-z
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DOI: https://doi.org/10.1007/s11629-014-3213-z