Evaluation of Two Soil Carbon Models Performance Using Measured Data in Semi-arid Rangelands of Bajgah, Fars Province

Document Type : Research Paper

Authors

Department of Natural Resources and Environment Engineering, Shiraz University

Abstract

The soil of rangelands is an important global carbon sink, in which any change makes a high impact on the CO2 emissions to the atmosphere and global warming. The capacity of this sink is controlled by complex interaction functions among various factors, including climate, soil properties, vegetation type, and management practices. For understanding the effect of these factors on soil carbon in long term, the soil carbon models have a vital role. The soil carbon models must be correctly validated for a specific region and ecosystem, then they can be used to simulate and predict changes in soil carbon. The main objective of this study was to evaluate the performance of RothC and Century models as the most widely used models in the soil carbon studies for semi-arid rangelands of Bajgah in Fars province. The R2 (determination Coefficient), r (correlation coefficient), RMSE (root mean square error), MAE (mean absolute error), MD (mean difference) and t-student test between simulated and measured values of soil organic C were used to evaluate the performance of RothC and Century models. Results showed although the Century model negligibly simulated SOC lower than the RothC model, but based on the statistical analyses, both models represented satisfactory results and their simulated values were consistence well with the measured values. Also the results of simulations by Century and RothC models showed that the SOC stocks will be increased during the years of 1987 to 2050 by 7.92% and 12.92%, respectively.

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Abtahi,  A., Karimiyan, N. and Solhi, M. (1987). Semi-detailed pedology studies reports Bajgah’s region- province of Fars. Department of Soil Science, College of Agriculture, Shiraz University, Shiraz University. 06.18.1991. (In Farsi).
Ansari, V. (2009). Technical Principles-Implementation of Rangeland Improvement and Rehabilitation Projects. Puneh Publishing, 168 pp.
Barancikova, G., Halas, J., Guttekova, M., Makovnikova, J., Novakova, M., Skalsky, R. and Tarasovicova, Z. (2010). Application of RothC model to predict soil organic carbon stock on agricultural soils of Slovakia. Soil and Water Research, 5, 1-9.
Bhattacharyya, T., Pal, D.K., Williams, S., Telpandea, B.A., Deshmukha, A.S., Chandrana, P., Raya, S.K., Mandal, C., Easter, M. and Paustianb, K. (2010). Evaluating the Century C model using two long-term fertilizer trials representing humid and semi-arid sites from India. Agriculture, Ecosystems and Environment, 139, 264-272.
Bhattacharyya, T., Pal, D.K, Deshmukh, A., Deshmukh, R., Ray, S., Chandran, P., Mandal, C., Telpande, B., Nimje, A. and Tiwary, P. (2011). Evaluation of RothC model using four Long Term Fertilizer Experiments in black soils, India. Agriculture, Ecosystems and Environment, 144, 222-234.
Birdsey, R., Heath, I. and Williams, D. (2000). Estimation of Carbon Budget Model of the United State Forest Sector. Advances in Terrestrial Ecosystem Carbon Inventory, Measurements and Monitoring Conference, Raleigh, North Carolina, USA, pp. 51-59.
Blake, G.R. and Hartge, K.H. (1986). Bulk density. In Klute A (ed.) Methods of Soil Analysis. Part I. Physical and Mineralogical Methods. Soil Science Society of America Publication, 363–376.
Bleuler, M., Farina, R., Francaviglia, R., Napoli, R. and Marchetti, A. (2017). Modelling the impacts of different carbon sources on the soil organic carbon stock and CO2 emissions in the Foggia province (southern Italy). Agricultural Systems, 157, 258–268.
Borrelliet, P., Paustian, K., Panagos, P., Jones, A., Schütt, B. and Lugato, O. (2016). Effect of good agricultural and environmental conditions on erosion and soil organic carbon balance: A national case study. Land Use Policy, 50: 408-421.
Bortolon, E.S.O., Mielniczuk, J., Tornquist, C.G., Lopes, F. and Bergamaschi, H. (2011). Validation of the Century model to estimate the impact of agriculture on soil organic carbon in Southern Brazil. Geoderma, 167-168, 156–166.
Bouyoucos, G.J. (1962). Hydrometer method improved for making particle size analyses of soils. Agronomy Journal, 54(5), 464-465.
Bremner, G.J. and Mulvaney, C.S. (1982). Nitrogen total. In: page, A.L., Miller, R.H., Keenry, R.R. (Eds.), Methods of soil analysis, part 2. Seconded. American Society of Agronomy, Madison, WI, 595-624.
Byrne, K.A. and Kiely, G. (2008). Evaluation of Models (PaSim, RothC, CENTURY and DNDC) for Simulation of Grassland Carbon Cycling at Plot, Field and Regional Scale. Prepared for the Environmental Protection Agency, STRIVE Programme 2007–2013, County Wexford, Ireland, 47 pp.
Cerri, C. E., Easter, M., Paustian, K., Killian, K., Coleman, K., Bernoux, M., Falloon, P., Powlson, D.S., Batjes, N. and Milne, E. (2007). Simulating SOC changes in 11 land use change chronosequences from the Brazilian Amazon with RothC and Century models. Agriculture, Ecosystems and Environment, 122, 46-57.
Chen, Y., Li, Y., Zhao, X., Awada, T., Shang, W. and Han, J. (2012). Effects of Grazing Exclusion on Soil Properties and on Ecosystem Carbon and Nitrogen Storage in a Sandy Rangeland of Inner Mongolia, Northern China. Environmental Management, 50, 622-632.
Coleman, K. and Jenkinson, D.S. (1996). RothC-26.3 – A model for the turnover of carbon in soil. In Powlson D S, Smith P, Smith J U (eds.) Evaluation of Soil Organic Matter Models Using Existing Long-Term Datasets. Springer-Verlag, Heidelberg, 237–246.
Coleman, K. and Jenkinson, D.S. (2008). RothC-26.3: A model for the turnover of carbon in soil, Model description and users guide (Windows version). Available online at https://www.rothamsted.ac.uk/ sites/default/files/RothC_guide_WIN.pdf. (verified on April 5, 2018).
Cui, X., Wang, Y., Niu, H., Wu, J., Wang, S., Schnug, E., Rogasik, J., Fleckenstein, J. and Tang, Y. (2005). Effect of long-term grazing on soil organic carbon content in semiarid steppes in Inner Mongolia. Ecological Research, 20, 519-527.
Derner, J. and Schuman, G. (2007). Carbon sequestration and rangelands: a synthesis of land management and precipitation effects. Journal of Soil and Water Conservation, 62, 77-85.
Diels, J., Vanlauwe, B., Van der Meersch, M.K., Sanginga, N. and Merckx, R. (2004). Long-term soil organic carbon dynamics in a semi-humid tropical climate: 13C data in mixed C3/C4 cropping and modelling with RothC. Soil Biology and Biochemistry, 36, 1739–1750.
Falloon, P. and Smith, P. (2002). Simulating SOC changes in long-term experiments with RothC and CENTURY: model evaluation for a regional scale application. Soil Use and Management, 18(2), 101–111.
Falloon, P. and Smith P. (2003). Accounting for changes in soil carbon under the Kyoto Protocol: need for improved long‐term data sets to reduce uncertainty in model projections. Soil Use Management, 19, 265–269.
Falloon, P., Smith, P., Coleman, K. and Marshall, S. (1998). Estimating the size of the inert organic matter pool from total soil organic carbon content for use in the Rothamsted carbon model. Soil Biology and Biochemistry, 30, 1207-1211.
Farage, P., J. Ardö, L. Olsson, E. Rienzi, A. Ball, and Pretty, J. (2007). The potential for soil carbon sequestration in three tropical dryland farming systems of Africa and Latin America: A modelling approach. Soil and Tillage Research, 94(2), 457-472.
Farina, R., Coleman, K. and Whitmore, A.P. (2013). Modification of the RothC model for simulations of soil organic C dynamics in dryland regions. Geoderma, 200-201, 18–30.
Farina, R., Marchetti, A., Francaviglia, R., Napoli, R. and Di Bene, C. (2017). Modeling regional soil C stocks and CO2 emissions under Mediterranean cropping systems and soil types. Agriculture, Ecosystems and Environment, 238, 128–141.
Field, C.B et al. (2014). Climate change 2014: impacts, adaptation, and vulnerability. In Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, United Kingdom and New York, USA, 1132 pp.
Francaviglia, R., Coleman, K., Whitmore, A.P., Doro, L., Urracci, G., Rubino, M. and Ledda, L. (2012). Changes in soil organic carbon and climate change–Application of the RothC model in agro-silvo-pastoral Mediterranean systems. Agricultural Systems, 112, 48-54.
Francaviglia, R., Di Bene, C., Farina, R. and Salvati, L. (2017). Soil organic carbon sequestration and tillage systems in the Mediterranean Basin: a data mining approach. Nutrient Cycling in Agroecosystems, 107, 125–137.
Gifford, R. (1994). The global carbon cycle: a viewpoint on the missing sink. Functional Plant Biology, 21, 1-15.
Guo, L., Falloon, P., Coleman, K., Zhou, B., Li, Y., Lin, E. and Zhang, F. (2007). Application of the RothC model to the results of long‐term experiments on typical upland soils in northern China. Soil Use and Management, 23, 63-70.
Hammer, G. and Muchow, R. (1994). Assessing climatic risk to sorghum production in water-limited subtropical environments I. Development and testing of a simulation model. Field Crops Research, 36, 221-234.
Hao, C., Smith, J., Zhang, J., Meng, W. and Li, H. (2013). Simulation of soil carbon changes due to land use change in urban areas in China. Frontiers of Environmental Science and Engineering, 7(2), 255–266.
IPCC. (2007). Climate change 2007: The scientific basis. IPCC fourth assessment. A report of Working Group I of the Intergovernmental Panel on Climate Change, 18 pp.
Izaurralde, R., Williams, J.R., McGill, W.B., Rosenberg, N.J. and Jakas, M.Q. (2006). Simulating soil C dynamics with EPIC: Model description and testing against long-term data. Ecological Modelling, 192, 362-384.
Jones, M. and Donnelly, A. (2004). Carbon sequestration in temperate grassland ecosystems and the influence of management, climate and elevated CO2. New Phytologist, 164, 423-439.
Kamoni, P., Gicheru, P., Wokabi, S., Easter, M., Milne, E., Coleman, K., Falloon, P. and Paustian, K. (2007a). Predicted soil organic carbon stocks and changes in Kenya between 1990 and 2030. Agriculture, Ecosystems and Environment, 122, 105-113.
Kamoni, P., Gicheru, P., Wokabi, S., Easter, M., Milne, E., Coleman, K., Falloon, P., Paustian, K., Killian, K. and Kihanda, F. (2007b). Evaluation of two soil carbon models using two Kenyan long term experimental datasets. Agriculture, Ecosystems and Environment, 122, 95-104.
Khalily, A. (2008). Ecological regions of Iran-vegetation types of Shiraz area. Research Institute of Forests and Rangelands, Technical publication No.390, 208 pp.
Kirk, P.L. (1950). Kjeldahl method for total nitrogen. Analytical Chemistry, 22(2), 354-358.
Kirschbaum, M., Schlamadinger, B., Cannell, M., Hamburg, S., Karjalainen, T., Kurz, W., Prisley, S., Schulze, E. and Singh, T. (2001). A generalised approach of accounting for biospheric carbon stock changes under the Kyoto Protocol. Environmental Science and Policy, 4, 73–85.
Lal, R. (2002). Soil carbon dynamics in cropland and rangeland. Environmental Pollution, 116, 353-362.
Lal, R. (2003). Soil erosion and the global carbon budget. Environment International, 29, 437-450.
Lal, R., (2004). Soil carbon sequestration to mitigate climate change. Geoderma, 123, 1-22.
McSherry, M.E. and Ritchie, M.E. (2013). Effects of grazing on grassland soil carbon: a global review. Global Change Biology, 19, 1347-1357.
Medina-Roldán, E., Paz-Ferreiro, J. and Bardgett, R.D. (2012). Grazing exclusion affects soil and plant communities, but has no impact on soil carbon storage in an upland grassland. Agriculture, Ecosystems and Environment, 149, 118-123.
Moosavi, S.A. (2011). Spatial changes and the impact of water quality on soil hydraulic properties and the development functions artificial  transfer and neural networks to estimate it. PhD Dissertation. College of Agriculture,University of Shiraz. (In Farsi).
Morgan, J.A., Dugas, W.A., Frank, A.B., Haferkamp, M.R., Johnson, D.A., LeCain, D.R., Saliendra, N.Z. and Schuman, G.E. (2001). Impacts of grazing and fire on carbon fluxes in western rangelands. Proceedings of The 9th U.S.Japan Workshop on Global Change, 52 pp.
Morgan, J.A., Follett, R.F., Allen, L.H., Del Grosso, S., Derner, J.S., Dijkstra, F., Franzluebbers, A., Fry, R., Paustian, K., Schoeneberger, M. (2010). Carbon sequestration in agricultural lands of the United States. Journal of Soil and Water Conservation, 65, 6A–13A.
Muñoz-Rojas, M., Doro, L., Ledda, L. and Francaviglia, R. (2015). Application of CarboSOIL model to predict the effects of climate change on soil organic carbon stocks in agro-silvo-pastoral Mediterranean management systems. Agriculture, Ecosystems and Environment, 202, 8-16.
Ouyang, W., Shan, Y., Hao, F. and Lin, C. (2014). Differences in soil organic carbon dynamics in paddy fields and drylands in northeast China using the CENTURY model. Agriculture, Ecosystems and Environment, 194, 38-47.
Parton, W.J., Schimel, D.S., Cole, C. and Ojima, D. (1987). Analysis of factors controlling soil organic matter levels in Great Plains grasslands. Soil Science Society of America Journal, 51, 1173-1179.
Shirato, Y., Paisancharoen, K., Sangtong, P., Nakviro, C., Yokozawa, M. and Matsumoto, N. (2005). Testing the Rothamsted Carbon model against data from long-term experiments on upland soils in Thailand. European Journal of Soil Science, 56(2), 179–188.
Smith, J., Smith, P. and Addiscott, T. (1996). Quantitative methods to evaluate and compare soil organic matter (SOM) models. In Evaluation of soil organic matter models, Springer, 181-199.
Smith, P., Smith, J., Powlson, D., McGill, W., Arah, J., Chertov, O., Coleman, K., Franko, U., Frolking, S. and Jenkinson, D. (1997). A comparison of the performance of nine soil organic matter models using datasets from seven long-term experiments. Geoderma, 81, 153-225.
Smith, P. (2004). Carbon sequestration in croplands: the potential in Europe and the global context. European Aurnal of Agronomy, 20, 229-236.
Smith, P., Smith, J.U., Franko, U., Kuka, K., Romanenkov, V.A., Shevtsova, L.K., Wattenbach, M., Gottschalk, P., Sirotenko, O.D., Rukhovich, D.I., Koroleva, P.V., Romanenko, I.A. and Lisovoi, N.V. (2007). Changes in mineral soil organic carbon stocks in the croplands of European Russia and the Ukrain.1990-2070; comparision of three models and implications for climate mitigation. Regional Environmental Change, 7, 105-119.
Smith, J.U. and Smith, P. (2007). Environmental Modelling. An Introduction. Oxford University Press, Oxford, 192 pp.
Soleimani, A., Hosseini, S.M., Massah Bavani, A., Jafari, M. and Francaviglia, R. (2017). Simulating soil organic carbon stock as affected by land cover change and climate change, Hyrcanian forests (northern Iran). Science of the Total Environment, 599–600, 1646–1657.
Studdert, G.A., Monterubbianesi, M.G. and Domínguez, G.F. (2011). Use of RothC to simulate changes of organic carbon stock in the arable layer of a Mollisol of the southeastern Pampas under continuous cropping. Soil and Tillage Research, 117, 191-200.
Torabi, M. (1995). Application of the GLEAMS model for reduction of runoff, sediment and potential evapotranspiration from agricultural watersheds. M.Sc. Dissertation. College of Agriculture, University of Shiraz. (In Farsi).
Tornquist, C.G., Mielniczuk, J. and Cerri, C.E.P. (2009). Modeling soil organic carbon dynamics in Oxisols of Ibirubá (Brazil) with the Century Model. Soil and Tillage Research, 105, 33-43.
Vanaee, F., Karami, P., Joneydi Jafari, H. and Nabialahi, K. (2017). Simulation of soil organic carbon dynamic in meadow ecosystems under different management practices using CENTURY model. Journal of Rangeland, 10(4), 439-449. (In Farsi).
Walkley, A. and Black, I.A. (1934). An examination of the Degtjareff method for determining soil organic matter, and a proposed modification of the chromic acid titration method. Soil Science, 37, 29–38.
Wan, Y., Lin, E., Xiong, W., Li, Y. and Guo, L. (2011). Modeling the impact of climate change on soil organic carbon stock in upland soils in the 21st century in China. Agriculture, Ecosystems and Environment, 141, 23–31.
Waters, C.M., Orgill, S.E., Melville, G.J., Toole, I.D. and Smith, W.J. (2016). Management of grazing intensity in the semi-arid rangelands of southern australia–effects on soil and biodiversity. Land Degradation and Development, 28(4), 1363-1375.
Wilson, C., Papanicolaou, A. and Abaci, O. (2009). SOM dynamics and erosion in an agricultural test field of the Clear Creek, IA watershed. Hydrology and Earth System Sciences Discussions, 6, 1581-1619.
Xu, W., Chen, X., Luo, G. and Lin, Q. (2011). Using the CENTURY model to assess the impact of land reclamation and management practices in oasis agriculture on the dynamics of soil organic carbon in the arid region of North-western China. Ecological Complexity, 8, 30-37.
Yadav, V. and Malanson, G. (2008). Spatially explicit historical land use land cover and soil organic carbon transformations in Southern Illinois. Agriculture, Ecosystems and Environment, 123, 280-292.
Zhang, C., Liu, G., Xue, S. and Sun, C. (2013). Soil organic carbon and total nitrogen storage as affected by land use in a small watershed of the Loess Plateau, China. European Journal of Soil Biology, 54, 16–24.
Zhang, X. (2018).  Simulating eroded soil organic carbon with the SWAT-C model. Environmental Modelling and Software, 102, 39-48.