메뉴 건너뛰기




Volumn 11, Issue 13, 2019, Pages

Spatial-temporal changes in soil organic carbon and pH in the Liaoning Province of China: A modeling analysis based on observational data

Author keywords

Digital soil mapping; Environmental variables; Random forest; Spatial variability

Indexed keywords

ALGORITHM; DIGITAL MAPPING; ECOSYSTEM FUNCTION; ENVIRONMENTAL CONDITIONS; NDVI; NUMERICAL MODEL; OBSERVATIONAL METHOD; ORGANIC CARBON; PH; SOIL CARBON; SPATIAL VARIATION; SPATIOTEMPORAL ANALYSIS; TOPSOIL;

EID: 85068754638     PISSN: None     EISSN: 20711050     Source Type: Journal    
DOI: 10.3390/su11133569     Document Type: Article
Times cited : (27)

References (49)
  • 1
    • 0021032754 scopus 로고
    • Organic Carbon, Nitrogen, and Phosphorus Concentrations and pH in Soil Profiles as Affected by Tillage Intensity 1
    • Dick,W.A. Organic Carbon, Nitrogen, and Phosphorus Concentrations and pH in Soil Profiles as Affected by Tillage Intensity 1. Soil Sci. Soc Am. J. 1982, 47, 102-107
    • (1982) Soil Sci. Soc Am. J , vol.47 , pp. 102-107
    • Dick, W.A.1
  • 2
    • 85060046768 scopus 로고    scopus 로고
    • Evaluation of Machine Learning Approaches to Predict Soil Organic Matter and pH Using vis-NIR Spectra
    • Yang, M.; Xu, D.; Chen, S.; Li, H.; Shi, Z. Evaluation of Machine Learning Approaches to Predict Soil Organic Matter and pH Using vis-NIR Spectra. Sensors 2019, 19, 263
    • (2019) Sensors , vol.19 , pp. 263
    • Yang, M.1    Xu, D.2    Chen, S.3    Li, H.4    Shi, Z.5
  • 4
    • 77956811854 scopus 로고
    • Soil organic carbon, nitrogen and fertility
    • Campbell, C.A. Soil organic carbon, nitrogen and fertility. Dev. Soil Sci. 1978, 8, 173-271
    • (1978) Dev. Soil Sci , vol.8 , pp. 173-271
    • Campbell, C.A.1
  • 5
    • 0028162303 scopus 로고
    • The role of soil organic matter in sustaining soil fertility
    • Tiessen, H.; Cuevas, E.; Chacon, P. The role of soil organic matter in sustaining soil fertility. Nature 1994, 371
    • (1994) Nature , pp. 371
    • Tiessen, H.1    Cuevas, E.2    Chacon, P.3
  • 6
    • 85061291757 scopus 로고    scopus 로고
    • Effect of cultivation history on soil organic carbon status of arable land in northeastern China
    • Wang, Y.; Wang, S.; Adhikari, K.; Wang, Q.; Sui, Y.; Xin, G. Effect of cultivation history on soil organic carbon status of arable land in northeastern China. Geoderma 2019, 342, 55-64
    • (2019) Geoderma , vol.342 , pp. 55-64
    • Wang, Y.1    Wang, S.2    Adhikari, K.3    Wang, Q.4    Sui, Y.5    Xin, G.6
  • 7
    • 0032950499 scopus 로고    scopus 로고
    • Optimizing soil fertility and pH to maximize cadmium removed by Indian mustard from contaminated soils
    • Zaurov, D.E.; Perdomo, P.; Raskin, I. Optimizing soil fertility and pH to maximize cadmium removed by Indian mustard from contaminated soils. J. Plant Nutr. 1999, 22, 977-986
    • (1999) J. Plant Nutr , vol.22 , pp. 977-986
    • Zaurov, D.E.1    Perdomo, P.2    Raskin, I.3
  • 8
    • 0031959149 scopus 로고    scopus 로고
    • Influence of lime, fertilizer and manure applications on soil organic matter content and soil physical conditions: A review
    • Haynes, R.J.; Naidu, R. Influence of lime, fertilizer and manure applications on soil organic matter content and soil physical conditions: A review. Nutr. Cycl. Agroecosyst. 1998, 51, 123-137
    • (1998) Nutr. Cycl. Agroecosyst , vol.51 , pp. 123-137
    • Haynes, R.J.1    Naidu, R.2
  • 9
    • 0038358262 scopus 로고    scopus 로고
    • Evaluation of spatial and temporal changes of soil quality based on geostatistical analysis in the hill region of subtropical China
    • Sun, B.; Zhou, S.; Zhao, Q. Evaluation of spatial and temporal changes of soil quality based on geostatistical analysis in the hill region of subtropical China. Geoderma 2003, 115, 85-99
    • (2003) Geoderma , vol.115 , pp. 85-99
    • Sun, B.1    Zhou, S.2    Zhao, Q.3
  • 10
    • 85042235462 scopus 로고    scopus 로고
    • Extent to which pH and topographic factors control soil organic carbon level in dry farming cropland soils of the mountainous region of Southwest China
    • Tu, C.; He, T.; Lu, X.; Luo, Y.; Smith, P. Extent to which pH and topographic factors control soil organic carbon level in dry farming cropland soils of the mountainous region of Southwest China. Catena 2018, 163, 204-209
    • (2018) Catena , vol.163 , pp. 204-209
    • Tu, C.1    He, T.2    Lu, X.3    Luo, Y.4    Smith, P.5
  • 12
    • 84946479568 scopus 로고    scopus 로고
    • Mapping of soil properties and land degradation risk in Africa using MODIS reflectance
    • Vågen, T.G.;Winowiecki, L.A.; Tondoh, J.E.; Desta, L.T.; Gumbricht, T. Mapping of soil properties and land degradation risk in Africa using MODIS reflectance. Geoderma 2016, 263, 216-225
    • (2016) Geoderma , vol.263 , pp. 216-225
    • Vågen, T.G.1    Winowiecki, L.A.2    Tondoh, J.E.3    Desta, L.T.4    Gumbricht, T.5
  • 13
    • 84938613517 scopus 로고    scopus 로고
    • Mapping soil properties of Africa at 250 m resolution: Random forests significantly improve current predictions
    • Hengl, T.; Heuvelink, G.B.; Kempen, B.; Leenaars, J.G.;Walsh, M.G.; Shepherd, K.D.; Tondoh, J.E. Mapping soil properties of Africa at 250 m resolution: Random forests significantly improve current predictions. PLoS ONE 2015, 10, e0125814
    • (2015) PLoS ONE , vol.10
    • Hengl, T.1    Heuvelink, G.B.2    Kempen, B.3    Leenaars, J.G.4    Walsh, M.G.5    Shepherd, K.D.6    Tondoh, J.E.7
  • 14
    • 84949107204 scopus 로고    scopus 로고
    • Digital soil mapping: A brief history and some lessons
    • Minasny, B.; McBratney, A.B. Digital soil mapping: A brief history and some lessons. Geoderma 2016, 264, 301-311
    • (2016) Geoderma , vol.264 , pp. 301-311
    • Minasny, B.1    McBratney, A.B.2
  • 15
    • 85000981991 scopus 로고    scopus 로고
    • Spatial-temporal changes of soil organic carbon content in Wafangdian, China
    • Wang, S.; Wang, Q.; Adhikari, K.; Jia, S.; Jin, X.; Liu, H. Spatial-temporal changes of soil organic carbon content in Wafangdian, China. Sustainability 2016, 8, 1154
    • (2016) Sustainability , vol.8 , pp. 1154
    • Wang, S.1    Wang, Q.2    Adhikari, K.3    Jia, S.4    Jin, X.5    Liu, H.6
  • 16
    • 84994574798 scopus 로고    scopus 로고
    • Exploring the spatial variability of soil properties in an Alfisol soil catena
    • Rosemary, F.; Indraratne, S.P.; Weerasooriya, R.; Mishra, U. Exploring the spatial variability of soil properties in an Alfisol soil catena. Catena 2017, 150, 53-61
    • (2017) Catena , vol.150 , pp. 53-61
    • Rosemary, F.1    Indraratne, S.P.2    Weerasooriya, R.3    Mishra, U.4
  • 17
    • 85030674336 scopus 로고    scopus 로고
    • Spatial variability of soil texture fractions and pH in a flood plain (case study from eastern Iran)
    • Pahlavan-Rad, M.R.; Akbarimoghaddam, A. Spatial variability of soil texture fractions and pH in a flood plain (case study from eastern Iran). Catena 2018, 160, 275-281
    • (2018) Catena , vol.160 , pp. 275-281
    • Pahlavan-Rad, M.R.1    Akbarimoghaddam, A.2
  • 19
    • 85044852872 scopus 로고    scopus 로고
    • Mapping total soil nitrogen from a site in northeastern China
    • Wang, S.; Jin, X.; Adhikari, K.; Li,W.; Yu, M.; Bian, Z.;Wang, Q. Mapping total soil nitrogen from a site in northeastern China. Catena 2018, 166, 134-146
    • (2018) Catena , vol.166 , pp. 134-146
    • Wang, S.1    Jin, X.2    Adhikari, K.3    Li, W.4    Yu, M.5    Bian, Z.6    Wang, Q.7
  • 20
    • 84941083049 scopus 로고    scopus 로고
    • Comparing regression-based digital soil mapping and multiple-point geostatistics for the spatial extrapolation of soil data
    • Malone, B.P.; Jha, S.K.; Minasny, B.; McBratney, A.B. Comparing regression-based digital soil mapping and multiple-point geostatistics for the spatial extrapolation of soil data. Geoderma 2016, 262, 243-253
    • (2016) Geoderma , vol.262 , pp. 243-253
    • Malone, B.P.1    Jha, S.K.2    Minasny, B.3    McBratney, A.B.4
  • 22
    • 84908542302 scopus 로고    scopus 로고
    • Prevalence of intestinal parasites in Isfahan city, central Iran, 2014 J
    • Jafari, R.; Sharifi, F.; Bagherpour, B.; Safari, M. Prevalence of intestinal parasites in Isfahan city, central Iran, 2014 J. Parasit. Dis. 2016, 40, 679-682
    • (2016) Parasit. Dis , vol.40 , pp. 679-682
    • Jafari, R.1    Sharifi, F.2    Bagherpour, B.3    Safari, M.4
  • 23
    • 84960328102 scopus 로고    scopus 로고
    • Digital mapping for cost-effective and accurate prediction of the depth and carbon stocks in Indonesian peatlands
    • Minasny, B.; Setiawan, B.I.; Arif, C.; Saptomo, S.K.; Chadirin, Y. Digital mapping for cost-effective and accurate prediction of the depth and carbon stocks in Indonesian peatlands. Geoderma 2016, 272, 20-31
    • (2016) Geoderma , vol.272 , pp. 20-31
    • Minasny, B.1    Setiawan, B.I.2    Arif, C.3    Saptomo, S.K.4    Chadirin, Y.5
  • 24
    • 84941312435 scopus 로고    scopus 로고
    • Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem
    • Yang, R.M.; Zhang, G.L.; Liu, F.; Lu, Y.Y.; Yang, F.; Yang, F.; Li, D.C. Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem. Ecol. Indic. 2016, 60, 870-878
    • (2016) Ecol. Indic , vol.60 , pp. 870-878
    • Yang, R.M.1    Zhang, G.L.2    Liu, F.3    Lu, Y.Y.4    Yang, F.5    Yang, F.6    Li, D.C.7
  • 25
    • 84921524606 scopus 로고    scopus 로고
    • A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape
    • Were, K.; Bui, D.T.; Dick, Ø.B.; Singh, B.R. A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape. Ecol. Indic. 2015, 52, 394-403
    • (2015) Ecol. Indic , vol.52 , pp. 394-403
    • Were, K.1    Bui, D.T.2    Dick, Ø.B.3    Singh, B.R.4
  • 26
    • 84961834117 scopus 로고    scopus 로고
    • Random forest in remote sensing: A review of applications and future directions
    • Belgiu, M.; Draguţ, L. Random forest in remote sensing: A review of applications and future directions. ISPRS J. Photogramm. Remote Sens. 2016, 114, 24-31
    • (2016) ISPRS J. Photogramm. Remote Sens , vol.114 , pp. 24-31
    • Belgiu, M.1    Draguţ, L.2
  • 27
    • 85006372095 scopus 로고    scopus 로고
    • Assessment of carbon stocks in the topsoil using random forest and remote sensing images
    • Kim, J.; Grunwald, S. Assessment of carbon stocks in the topsoil using random forest and remote sensing images. J. Environ. Qual. 2016, 45, 1910-1918
    • (2016) J. Environ. Qual , vol.45 , pp. 1910-1918
    • Kim, J.1    Grunwald, S.2
  • 28
    • 85046071328 scopus 로고    scopus 로고
    • Integrating forest inventory data and MODIS data to map species-level biomass in Chinese boreal forests
    • Zhang, Q.; He, H.S.; Liang, Y.; Hawbaker, T.J.; Henne, P.D.; Liu, J.; Huang, C. Integrating forest inventory data and MODIS data to map species-level biomass in Chinese boreal forests. Can. J. For. Res. 2018, 48, 461-479
    • (2018) Can. J. For. Res , vol.48 , pp. 461-479
    • Zhang, Q.1    He, H.S.2    Liang, Y.3    Hawbaker, T.J.4    Henne, P.D.5    Liu, J.6    Huang, C.7
  • 29
    • 84948667041 scopus 로고    scopus 로고
    • China Statistics Press: Beijing, China, . (In Chinese)
    • Bureau of Statistics Liaoning Province. Statistical Yearbook of Liaoning 2011; China Statistics Press: Beijing, China, 2011. (In Chinese)
    • (2011) Statistical Yearbook of Liaoning 2011
  • 30
    • 0038495622 scopus 로고    scopus 로고
    • Science Press: Beijing, China
    • Gong, Z.T. Chinese Soil Taxonomy; Science Press: Beijing, China, 1999; p. 903
    • (1999) Chinese Soil Taxonomy , pp. 903
    • Gong, Z.T.1
  • 32
    • 84895376192 scopus 로고    scopus 로고
    • Purposive sampling for digital soil mapping for areas with limited data
    • Hartemink, A.E., McBratney, A., de Lourdes Mendonça-Santos, M., Eds.; Springer: Berlin/Heidelberg, Germany
    • Zhu, A.X.; Yang, L.; Li, B.; Qin, C.; English, E.; Burt, J.E.; Zhou, C. Purposive sampling for digital soil mapping for areas with limited data. In Digital Soil Mapping with Limited Data; Hartemink, A.E., McBratney, A., de Lourdes Mendonça-Santos, M., Eds.; Springer: Berlin/Heidelberg, Germany, 2008; pp. 33-245
    • (2008) Digital Soil Mapping with Limited Data , pp. 33-245
    • Zhu, A.X.1    Yang, L.2    Li, B.3    Qin, C.4    English, E.5    Burt, J.E.6    Zhou, C.7
  • 34
    • 48349147101 scopus 로고    scopus 로고
    • Soil organic carbon concentrations and stocks on Barro Colorado Island-Digital soil mapping using Random Forests analysis
    • Grimm, R.; Behrens, T.; Märker, M.; Elsenbeer, H. Soil organic carbon concentrations and stocks on Barro Colorado Island-Digital soil mapping using Random Forests analysis. Geoderma 2008, 146, 102-113
    • (2008) Geoderma , vol.146 , pp. 102-113
    • Grimm, R.1    Behrens, T.2    Märker, M.3    Elsenbeer, H.4
  • 35
    • 84863304598 scopus 로고    scopus 로고
    • (accessed on 7 March 2013)R Foundation for Statistical Computing, 2013, Vienna, Austria
    • R Development Core Team. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, 2013, Vienna, Austria. Available online: https://www.rproject.org/(accessed on 7 March 2013)
    • R: A Language and Environment for Statistical Computing
  • 36
    • 0024521543 scopus 로고
    • A concordance correlation coefficient to evaluate reproducibility
    • Lin, L. A concordance correlation coefficient to evaluate reproducibility. Biometrics 1989, 45, 255-268
    • (1989) Biometrics , vol.45 , pp. 255-268
    • Lin, L.1
  • 37
    • 85029536204 scopus 로고    scopus 로고
    • Modeling bivariate change in individual differences: Prospective associations between personality and life satisfaction
    • Hounkpatin, H.O.; Boyce, C.J.; Dunn, G.; Wood, A.M. Modeling bivariate change in individual differences: Prospective associations between personality and life satisfaction. J. Pers. Soc. Psychol. 2018, 115, e12
    • (2018) J. Pers. Soc. Psychol , vol.115
    • Hounkpatin, H.O.1    Boyce, C.J.2    Dunn, G.3    Wood, A.M.4
  • 38
    • 84880020556 scopus 로고    scopus 로고
    • Soil organic carbon stocks in relation to elevation gradients in volcanic ash soils of Taiwan
    • Tsui, C.C.; Tsai, C.C.; Chen, Z.S. Soil organic carbon stocks in relation to elevation gradients in volcanic ash soils of Taiwan. Geoderma 2013, 209, 119-127
    • (2013) Geoderma , vol.209 , pp. 119-127
    • Tsui, C.C.1    Tsai, C.C.2    Chen, Z.S.3
  • 43
    • 85032990723 scopus 로고    scopus 로고
    • Spatial variations of soil organic carbon stocks in a coastal hilly area of China
    • Wang, S.; Zhuang, Q.; Jia, S.; Jin, X.;Wang, Q. Spatial variations of soil organic carbon stocks in a coastal hilly area of China. Geoderma 2018, 314, 8-19
    • (2018) Geoderma , vol.314 , pp. 8-19
    • Wang, S.1    Zhuang, Q.2    Jia, S.3    Jin, X.4    Wang, Q.5
  • 44
    • 84891661655 scopus 로고    scopus 로고
    • Carbon sequestration potential of soils in southeast Germany derived from stable soil organic carbon saturation
    • Wiesmeier, M.; Hübner, R.; Spörlein, P.; Geuß, U.; Hangen, E.; Reischl, A.; Kögel-Knabner, I. Carbon sequestration potential of soils in southeast Germany derived from stable soil organic carbon saturation. Glob. Change Boil. 2014, 20, 653-665
    • (2014) Glob. Change Boil , vol.20 , pp. 653-665
    • Wiesmeier, M.1    Hübner, R.2    Spörlein, P.3    Geuß, U.4    Hangen, E.5    Reischl, A.6    Kögel-Knabner, I.7
  • 45
    • 84920971214 scopus 로고    scopus 로고
    • Digital mapping of topsoil carbon content and changes in the Driftless Area of Wisconsin, USA
    • Adhikari, K.; Hartemink, A.E. Digital mapping of topsoil carbon content and changes in the Driftless Area of Wisconsin, USA. Soil Sci. Soc Am. J. 2015, 79, 155-164
    • (2015) Soil Sci. Soc Am. J , vol.79 , pp. 155-164
    • Adhikari, K.1    Hartemink, A.E.2
  • 46
    • 84952637446 scopus 로고    scopus 로고
    • Driving forces of soil organic matter change in Jiangsu Province of China
    • Zhao, M.S.; Zhang, G.L.; Wu, Y.J.; Li, D.C.; Zhao, Y.G. Driving forces of soil organic matter change in Jiangsu Province of China. Soil Use Manag. 2015, 31, 440-449
    • (2015) Soil Use Manag , vol.31 , pp. 440-449
    • Zhao, M.S.1    Zhang, G.L.2    Wu, Y.J.3    Li, D.C.4    Zhao, Y.G.5
  • 47
    • 85068786267 scopus 로고    scopus 로고
    • Changes in pH and exchangeable acidity at depths of red soils derived from 4 parent materials under 3 vegetations
    • (In Chinese)
    • Zhao, K.L.; Cai, Z.J.; Wang, B.J. Changes in pH and exchangeable acidity at depths of red soils derived from 4 parent materials under 3 vegetations. Sci. Agric. Sin. 2015, 28, 2818-2826. (In Chinese)
    • (2015) Sci. Agric. Sin , vol.28 , pp. 2818-2826
    • Zhao, K.L.1    Cai, Z.J.2    Wang, B.J.3
  • 48
    • 84867667423 scopus 로고    scopus 로고
    • Effect of vegetation types on soil salt ions transfer and accumulation in soil profile
    • (In Chinese)
    • Guo, Q.E.; Wang, Y.Q.; Ma, Z.M.; Guo, T.; Che, Z.; Huang, G.; Nan, L. Effect of vegetation types on soil salt ions transfer and accumulation in soil profile. Sci. Agric. Sin. 2011, 44, 2711-2729. (In Chinese)
    • (2011) Sci. Agric. Sin , vol.44 , pp. 2711-2729
    • Guo, Q.E.1    Wang, Y.Q.2    Ma, Z.M.3    Guo, T.4    Che, Z.5    Huang, G.6    Nan, L.7
  • 49
    • 84885774276 scopus 로고    scopus 로고
    • Spatial variation of soil carbon and nitrogen pools by using ordinary Kriging method in an area of north Nile Delta, Egypt
    • Elbasiouny, H.; Abowaly, M.; Abu-Alkheir, A.; Gad, A. 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
    • (2014) Catena , vol.113 , pp. 70-78
    • Elbasiouny, H.1    Abowaly, M.2    Abu-Alkheir, A.3    Gad, A.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.