PDF
Abstract
To obtain accurate spatial distribution maps of soil organic carbon (SOC) and total nitrogen (TN) in the Hetian Town in Fujian Province, China, soil samples from three depths (0–20, 20–40, and 40–60 cm) at 59 sampling sites were sampled by using traditional analysis and geostatistical approach. The SOC and TN ranged from 2.26 to 47.54 g kg−1, and from 0.28 to 2.71 g kg−1, respectively. The coefficient of variation for SOC and TN was moderate at 49.02–55.87% for all depths. According to the nugget-to-sill ratio values, a moderate spatial dependence of SOC content and a strong spatial dependence of TN content were found in different soil depths, demonstrating that SOC content was affected by both extrinsic and intrinsic factors while TN content was mainly influenced by intrinsic factors. Indices of cross-validation, such as mean error, mean standardized error, were close to zero, indicating that ordinary kriging interpolation is a reliable method to predict the spatial distribution of SOC and TN in different soil depths. Interpolation using ordinary kriging indicated the spatial pattern of SOC and TN were characterized by higher in the periphery and lower in the middle. To improve the accuracy of spatial interpolation for soil properties, it is necessary and important to incorporate a probabilistic and machine learning methods in the future study.
Keywords
SOC
/
TN
/
Spatial variability
/
Geostatistics
/
Red soil
Cite this article
Download citation ▾
Xiong Yao, Kunyong Yu, Yangbo Deng, Jian Liu, Zhuangjie Lai.
Spatial variability of soil organic carbon and total nitrogen in the hilly red soil region of Southern China.
Journal of Forestry Research, 2019, 31(6): 2385-2394 DOI:10.1007/s11676-019-01014-8
| [1] |
Adachi M, Bekku YS, Konuma A, Kadir WR, Okuda T, Koizumi H. Required sample size for estimating soil respiration rates in large areas of two tropical forests and of two types of plantation in Malaysia. For Ecol Manag, 2005, 210(1–3): 455-459.
|
| [2] |
Bai LY, Chen ZQ, Chen ZB. Soil fertility self-development under ecological restoration in the Zhuxi watershed in the red soil hilly region of China. J Mt Sci, 2014, 11(5): 1231-1241.
|
| [3] |
Blanchet G, Libohova Z, Joost S, Rossier N, Schneider A, Jeangros B, Sinaj S. Spatial variability of potassium in agricultural soils of the canton of Fribourg, Switzerland. Geoderma, 2017, 290: 107-121.
|
| [4] |
Bonmati M, Ceccanti B, Nanniperi P. Spatial variability of phosphatase, urease, protease, organic carbon and total nitrogen in soil. Soil Biol Biochem, 1991, 23(4): 391-396.
|
| [5] |
Cambardella CA, Moorman TB, Parkin TB, Karlen DL, Novak JM, Turco RF, Konopka AE. Field-Scale variability of soil properties in central iowa soils. Soil Sci Soc Am J, 1994, 58(5): 1501-1511.
|
| [6] |
Chu S, Jacobs DF, Sloan JL, Xue L, Wu D, Zeng S. Changes in soil properties under Eucalyptus relative to Pinus massoniana and natural broadleaved forests in South China. J For Res, 2018, 29(5): 1299-1306.
|
| [7] |
Córdova C, Sohi SP, Lark RM, Goulding KWT, Robinson JS. Resolving the spatial variability of soil N using fractions of soil organic matter. Agric Ecosyst Environ, 2012, 147: 66-72.
|
| [8] |
Dai F, Zhou Q, Lv Z, Wang X, Liu G. Spatial perdiction of soil organic matter content interating artificial neural network and ordinary kriging in Tibetan Plateau. Ecol Indic, 2014, 45: 184-194.
|
| [9] |
Elbasiouny H, Abowaly M, Abu_Alkheir A, Gad AA. Spatial variation of soil carbon and nitrogen pools by using ordinary Kriging method in an area of north Nile Delta, Egypt. Catena, 2014, 113: 70-78.
|
| [10] |
Fang X, Xue Z, Li B, An S. Soil organic carbon distribution in relation to land use and its storage in a small watershed of the Loess Plateau, China. Catena, 2012, 88: 6-13.
|
| [11] |
Fang K, Li H, Wang Z, Du Y, Wang J. Comparative analysis on spatial variability of soil moisture under different land use types in orchard. Sci Hortic-Amsterdam, 2016, 207: 65-72.
|
| [12] |
Foell W, Pachauri S, Spreng D, Zerriffi H. Household cooking fuels and technologies in developing economies. Energ Policy, 2011, 39(12): 7487-7496.
|
| [13] |
Fu W, Jiang P, Zhao K, Zhou G, Li Y, Wu J, Du H. The carbon storage in Moso bamboo plantation and its spatial variation in Anji County of southeastern China. J Soil Sediment, 2013, 14(2): 320-329.
|
| [14] |
Ghorbanzadeh N, Salehi A, Pourbabaei H, Tolarod AAS, Alavi SJ. Spatial variability of soil microbial indices in common alder COMMON ALDER (Alnus glutinosa) stands using a geostatistical approach in northern Iran. J For Res, 2019, 30(2): 679-688.
|
| [15] |
Goovaerts P. Geostatistics in soil science: state-of-the-art and perspectives. Geoderma, 1999, 89: 1-45.
|
| [16] |
Guan F, Tang X, Fan S, Zhao J, Peng C. Changes in soil carbon and nitrogen stocks followed the conversion from secondary forest to Chinese fir and Moso bamboo plantations. Catena, 2015, 133: 455-460.
|
| [17] |
Guan F, Xia M, Tang X, Fan S. Spatial variability of soil nitrogen, phosphorus and potassium contents in Moso bamboo forests in Yong’an City, China. Catena, 2017, 150: 161-172.
|
| [18] |
Han Y, Zhang J, Mattson KG, Zhang W, Weber TA. Sample sizes to control error estimates in determining soil bulk density in California forest soils. Soil Sci Soc Am J, 2016, 80(3): 756-764.
|
| [19] |
Heltberg R, Arndt TC, Sekhar NU. Fuelwood consumption and forest degradation: a household model for domestic energy substitution in rural India. Land Econ, 2000, 76(2): 213-232.
|
| [20] |
Huang B, Sun W, Zhao Y, Zhu J, Yang R, Zou Z, Ding F, Su J. Temporal and spatial variability of soil organic matter and total nitrogen in an agricultural ecosystem as affected by farming practices. Geoderma, 2007, 139(3–4): 336-345.
|
| [21] |
Liu GS, Jiang HL, Liu SD, Wang XZ, Shi HZ, Yang YF, Yang XM, Hu HC, Liu QH, Gu JG. Comparison of kriging interpolation precision with different soil sampling intervals for precision agriculture. Soil Sci, 2010, 175(8): 405-415.
|
| [22] |
Liu ZP, Shao MA, Wang YQ. Large-scale spatial interpolation of soil pH across the Loess Plateau, China. Environ Earth Sci, 2013, 69(8): 2731-2741.
|
| [23] |
Liu L, Wang H, Dai W, Lei X, Yang X, Li X. Spatial variability of soil organic carbon in the forestlands of northeast China. J For Res, 2014, 25(4): 867-876.
|
| [24] |
Ma Z, Zhang X, Zhang C, Wang H, Chen F, Fu X, Fang X, Sun X, Lei Q. Accumulation of residual soil microbial carbon in Chinese fir plantation soils after nitrogen and phosphorus additions. J For Res, 2018, 29(4): 953-962.
|
| [25] |
Mirzaee S, Ghorbani-Dashtaki S, Mohammadi J, Asadi H, Asadzadeh F. Spatial variability of soil organic matter using remote sensing data. Catena, 2016, 145: 118-127.
|
| [26] |
Nyamadzawo G, Shukla MK, Lal R. Spatial variability of total soil carbon and nitrogen stocks for some reclaimed minesoils of southeastern Ohio. Land Degrad Dev, 2008, 19(3): 275-288.
|
| [27] |
Rodeghiero M, Cescatti A. Spatial variability and optimal sampling strategy of soil respiration. For Ecol Manag, 2008, 255(1): 106-112.
|
| [28] |
Rosemary F, Vitharana UWA, Indraratne SP, Weerasooriya R, Mishra U. Exploring the spatial variability of soil properties in an Alfisol soil catena. Catena, 2017, 150: 53-61.
|
| [29] |
Rossi J, Govaerts A, De Vos B, Verbist B, Vervoort A, Poesen J, Muys B, Deckers J. Spatial structures of soil organic carbon in tropical forests—a case study of Southeastern Tanzania. Catena, 2009, 77(1): 19-27.
|
| [30] |
She DL, Shao MA. Spatial variability of soil organic C and total N in a small catchment of the Loess Plateau, China. Acta Agr Scand B-S-P, 2009, 59(6): 514-524.
|
| [31] |
Sullivan DG, Shaw JN, Rickman D. IKONOS imagery to estimate surface soil property variability in two Alabama Physiographies. Soil Sci Soc Am J, 2005, 69(6): 1789-1798.
|
| [32] |
Tang X, Xia M, Guan F, Fan S. Spatial distribution of soil nitrogen, phosphorus and potassium stocks in Moso Bamboo Forests in subtropical China. Forests, 2016 7 12 267
|
| [33] |
Tang X, Xia M, Pérez-Cruzado C, Guan F, Fan S. Spatial distribution of soil organic carbon stock in Moso bamboo forests in subtropical China. Sci Rep, 2017, 7: 42640.
|
| [34] |
Teng M, Zeng L, Xiao W, Huang Z, Zhou Z, Yan Z, Wang P. Spatial variability of soil organic carbon in Three Gorges Reservoir area, China. Sci Total Environ, 2017, 599–600: 1308-1316.
|
| [35] |
Veronesi F, Corstanje R, Mayr T. Landscape scale estimation of soil carbon stock using 3D modeling. Sci Total Environ, 2014, 487: 578-586.
|
| [36] |
Wang C, Yang Y, Zhang Y. Rural household livelihood change, fuelwood substitution, and hilly ecosystem restoration: evidence from China. Renew Sustain Energy Rev, 2012, 16(5): 2475-2482.
|
| [37] |
Wang J, Yang R, Bai Z. Spatial variability and sampling optimization of soil organic carbon and total nitrogen for Minesoils of the Loess Plateau using geostatistics. Ecol Eng, 2015, 82: 159-164.
|
| [38] |
Wang S, Adhikari K, Wang Q, Jin X, Li H. Role of environmental variables in the spatial distribution of soil carbon (C), nitrogen (N), and C: N ratio from the northeastern coastal agroecosystems in China. Ecol Indic, 2018, 84: 263-272.
|
| [39] |
Webster R, Oliver MA. Sample adequately to estimate variograms of soil properties. Eur J Soil Sci, 1992, 43(1): 177-192.
|
| [40] |
Xin Z, Qin Y, Yu X. Spatial variability in soil organic carbon and its influencing factors in a hilly watershed of the Loess Plateau, China. Catena, 2016, 137: 660-669.
|
| [41] |
Xiong Z, Li S, Yao L, Liu G, Zhang Q, Liu W. Topography and land use effects on spatial variability of soil denitrification and related soil properties in riparian wetlands. Ecol Eng, 2015, 83: 437-443.
|
| [42] |
Yang P, Byrne JM, Yang M. Spatial variability of soil magnetic susceptibility, organic carbon and total nitrogen from farmland in Northern China. Catena, 2016, 145: 92-98.
|
| [43] |
Yao X, Yu K, Deng Y, Zeng Q, Lai Z, Liu J. Spatial distribution of soil organic carbon stocks in Masson pine (Pinus massoniana) forests in subtropical China. Catena, 2019, 178: 189-198.
|
| [44] |
Yu K, Yao X, Deng Y, Lai Z, Lin L, Liu J. Effects of stand age on soil respiration in Pinus massoniana plantations in the hilly red soil region of Southern China. Catena, 2019, 178: 313-321.
|
| [45] |
Yuan Y, Zhao Z, Zhang P, Chen L, Hu T, Niu S, Bai Z. Soil organic carbon and nitrogen pools in reclaimed mine soils under forest and cropland ecosystems in the Loess Plateau, China. Ecol Eng, 2017, 102: 137-144.
|
| [46] |
Zanini E, Bonifacio E. Quantitative spatial-analysis of chemical and physicochemical properties of parmense appenine forest soils (Italy). Agrochimica, 1992, 36(1–2): 10-18.
|
| [47] |
Zhang S, Xia C, Li T, Wu C, Deng O, Zhong Q, Xu X, Li Y, Jia Y. Spatial variability of soil nitrogen in a hilly valley: multiscale patterns and affecting factors. Sci Total Environ, 2016, 563–564: 10-18.
|