Investigating and simulating the effect of climate change, grazing and manure application on organic carbon storage of forest soils at different altitudes with the Century model

Document Type : Research Paper

Authors

1 Agriculture Faculty University of Zanjan Zanjan Iran

2 Soil Science Department, Agriculture Faculty, University of Zanjan, Zanjan, Iran

3 Department of Soil Science, University of Zanjan

Abstract

 
Forest soils are recognized as one of the most important carbon sinks on Earth, playing a critical role in climate balance and greenhouse gas mitigation. This study investigated the effects of altitude, climate change, grazing, and manure application on soil organic carbon (SOC) stock in forest soils of Talesh County, Iran. The Century model was used to investigate the effects of climate and management factors on soil organic carbon storage. The results showed that SOC stock increased with increasing altitude due to higher precipitation and lower temperature. The Century model estimated SOC stock with high accuracy. The defined scenarios for the Century model showed that climate change with reduced precipitation and increased temperature significantly decreased SOC stock. The negative effect of climate change was more pronounced at higher altitudes. Grazing also reduced SOC stock, especially at higher altitudes. In contrast, manure application increased SOC stock, and its positive effect was more pronounced at higher altitudes. In the climate change scenario with manure application, manure application largely compensated for the negative effect of climate change, but did not completely neutralize it. The results of this study indicate that soil organic carbon simulation models are accurate tools for predicting the effects of climate change, grazing, and manure application. In addition, the conservation of high- altitude forests and optimal forest management are of particular importance to prevent the loss of SOC stock and to combat climate change.

Keywords

Main Subjects


EXTENDED ABSTRACT

Introduction

Forests are vital global carbon sinks, orchestrating climate regulation, biodiversity preservation, and human well-being. They excel at storing atmospheric carbon as soil organic matter, but this critical function faces threats from climate change and anthropogenic activities like grazing and manure application. This research delves into the intricate interplay of these factors and their impact on organic carbon content in the temperate forests of Talesh, Iran, paving the way for sustainable forest management strategies.
Materials and MethodsAcross four distinct altitude classes (500-1000, 1000-1500, 1500-2000, and 2000-2500 meters above sea level), capturing a range of climatic and environmental gradients, soil samples were analyzed for organic carbon content, soil texture, pH, and salinity.

Annual mean precipitation and temperature varied significantly with altitude, with precipitation decreasing (1,247.26 to 2,052.02 millimeters) and temperature falling (26.93 to 15.83 degrees Celsius) as elevation increased. Evapotranspiration followed similar patterns, decreasing from 1,238.38 to 740.76 millimeters across the gradient. To explore the potential impacts of climate change, grazing, and manure application under various scenarios, the renowned Century C Model, a tool for simulating soil organic carbon dynamics, was employed.

Results

While soil texture, pH, and salinity showed no significant variation across altitudes, a remarkable positive correlation emerged between altitude and organic carbon content. Higher altitudes, characterized by increased rainfall and lower temperatures, fostered an environment conducive to greater storage, with the highest levels (97.46 tons per hectare) observed at 2,000-2,500 meters and the lowest (44.23 tons per hectare) found at 500-1,000 meters. The Century C Model demonstrated remarkable accuracy in its predictions, boasting a correlation coefficient and coefficient of determination exceeding 0.98. The model paints a concerning picture under the status quo scenario, predicting a gradual decrease in soil organic carbon storage over time. This reduction, ranging from 2.48 to 9.57 tons per hectare across the altitude classes, can be attributed to factors like soil erosion, nutrient leaching, and reduced forest fertility. The cumulative release of carbon dioxide due to soil organic matter decomposition further contributes to rising CO2 levels, with higher emission rates observed at higher elevations due to their greater carbon input and storage.
Climate change simulations reveal a particularly alarming scenario. A projected decrease in rainfall (2.15 millimeters per 10 years) coupled with a temperature increase (0.4 degrees Celsius) is predicted to cause a substantial decrease (28.36-36.35%) in organic carbon storage across all altitude classes, with higher altitudes exhibiting greater vulnerability.

Grazing's negative impact on organic carbon content was undeniable, increasing linearly with intensity and further amplified at higher altitudes. In contrast, manure application at a rate of 40 tons per hectare every four years demonstrably increased organic carbon levels, again with a more pronounced effect at higher elevations. However, combining the simulated climate change scenario with manure application revealed a nuanced picture. While manure use effectively mitigated some of the negative impacts, it could not entirely counteract them, with organic carbon reductions of 1.49 to 5.42% still observed under these combined conditions. The study identified several factors influencing soil carbon dioxide (CO₂) emissions: climate change, grazing, and livestock manure application. Climate change and grazing scenarios both exhibited reduced CO₂ emissions compared to the current state. This likely stems from decreased plant residue production induced by drought (climate change) and excessive grazing pressure.

Combining climate change with livestock manure application also led to lower CO₂ emissions compared to the baseline, but the effect was smaller than observed in both climate change and grazing scenarios. This suggests that, while manure application supplements soil carbon through added organic matter, its potential reduction effect on CO₂ emissions appears limited in these circumstances.

In contrast, the livestock manure application scenario alone generated increased CO₂ emissions. This is directly attributable to the enhanced carbon input into the soil via manure application, ultimately fueling microbial respiration and CO₂ release.

Conclusion

This research emphasizes the critical role of elevation in controlling organic carbon storage within forest soils. Additionally, it reaffirms the remarkable accuracy of the Century C Model in simulating these dynamics. The findings paint a sobering picture of the threats posed by climate change and grazing to carbon storage. However, they also highlight the potential benefits of responsible manure application, albeit with limitations. These insights underscore the importance of preserving diverse forest elevations and implementing sustainable management practices. Minimizing detrimental activities and promoting organic carbon replenishment through responsible manure application and other strategies emerge as crucial steps in combatting climate change and ensuring the long-term health of our vital forest ecosystems.

Authors Contributions

Mehran Misaghi: Methodology, Formal analysis, Investigation, Resources, Writing (Original Draft and Editing); Ahmad Golchin: Methodology, Conceptualization, Supervision, Resources; Mohammadsadegh Askari: Editing, Investigation, Resources.

Data Availability

Data available on request from the authors.

Acknowledgements

The authors would like to thank the University of Zanjan, Zanjan, Iran for the financial and technical support that made this study possible.

Conflict of Interest

The authors declare that they have no conflict of interest.

Al-Shammary, A. A., Kouzani, A. Z., Saeed, T. R., Lahmod, N. R., & Mouazen, A. M. (2019). Evaluation of a novel electromechanical system for measuring soil bulk density. Biosystems Engineering179, 140-154.
Althoff, T. D., Menezes, R. S. C., de Siqueira Pinto, A., Pareyn, F. G. C., de Carvalho, A. L., Martins, J. C. R., ... & Sampaio, E. V. D. S. B. (2018). Adaptation of the century model to simulate C and N dynamics of Caatinga dry forest before and after deforestation. Agriculture, ecosystems & environment254, 26-34.
Amirpour, M., Shorafa, M., Gorji, M., & Naghavi, H. (2016). Effect of subsurface water retention using polyethylene membranes with surface mulch and irrigation on moisture, temperature and salinity of sandy soil of an arid region in Iran. Advances in Environmental Sciences8 (1), 33-41.
Banday, M., Bhardwaj, D. R., & Pala, N. A. (2019). Influence of forest type, altitude and NDVI on soil properties in forests of North Western Himalaya, India. Acta Ecologica Sinica39 (1), 50-55.
Badeyan, Z., & Mansouri, M. (1396). Estimation of Carbon Sequestration by Atriplex canescens Species at the Surface Unit Level and Investigating the Relationship Between Carbon Sequestration and Soil and Vegetation Factors in Cheshme Ali, Qazvin Region. Human and the Environment, 15 (4), 01-10.
Bahn, M., Reichstein, M., Ciais, P., et al. (2014). Soil respiration in heterotrophic and autotrophic compartments in Europe. Global Change Biology, 20 (12), 3911-3922.
Bakker, J. D., Rudebusch, F., & Moore, M. M. (2010). Effects of long-term livestock grazing and habitat on understory vegetation. Western North American Naturalist70 (3), 334-344.
Beutler, S. J., Pereira, M. G., Tassinari, W. D. S., Menezes, M. D. D., Valladares, G. S., & Anjos, L. H. C. D. (2017). Bulk density prediction for Histosols and soil horizons with high organic matter content. Revista Brasileira de Ciência do Solo41.
Bortolon, E. S. O., Mielniczuk, J., Tornquist, C. G., Lopes, F., & Bergamaschi, H. (2011). Validation of the Century model to estimate the impact of agriculture on soil organic carbon in Southern Brazil. Geoderma167, 156-166.
Cardinael, R., Chevallier, T., Guenet, B., Girardin, C., Cozzi, T., Pouteau, V., & Chenu, C. (2020). Organic carbon decomposition rates with depth and contribution of inorganic carbon to CO2 emissions under a Mediterranean agroforestry system. European Journal of Soil Science71 (5), 909-923.
Chang, X., Bao, X., Wang, S., Wilkes, A., Erdenetsetseg, B., Baival, B., ... & Damdinsuren, B. (2015). Simulating effects of grazing on soil organic carbon stocks in Mongolian grasslands. Agriculture, Ecosystems & Environment212, 278-284.
Chang, R., Li, N., Sun, X., Hu, Z., Bai, X., & Wang, G. (2018). Nitrogen addition reduces dissolved organic carbon leaching in a montane forest. Soil Biology and Biochemistry127, 31-38.
Chen, S., Arrouays, D., Angers, D. A., Chenu, C., Barré, P., Martin, M. P., ... & Walter, C. (2019). National estimation of soil organic carbon storage potential for arable soils: A data-driven approach coupled with carbon-landscape zones. Science of the Total Environment666, 355-367.
Chicco, D., Warrens, M. J., & Jurman, G. (2021). The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation. PeerJ Computer Science7, e623.
Conant, R.T., Paustian, K., & Parton, W.J. (2010). Grassland sediments as a source and sink for atmospheric greenhouse gases. Nature Geoscience, 3 (1), 71-77.
Cole, C. V., Duxbury, J., Freney, J., Heinemeyer, O., Minami, K., Mosier, A., ... & Zhao, Q. (1997). Global estimates of potential mitigation of greenhouse gas emissions by agriculture. Nutrient cycling in Agroecosystems49, 221-228.
Davidson, E. A., & Janssens, I. A. (2006). Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature440 (7081), 165-173.
De Vos, B., Lettens, S., Muys, B., & Deckers, J. A. (2007). Walkley–Black analysis of forest soil organic carbon: recovery, limitations and uncertainty. Soil Use and Management23 (3), 221-229.
Fang, C., Smith, P., Moncrieff, J. B., & Smith, J. U. (2020). Land use and management effects on soil organic carbon in the UK. Soil Use and Management36 (1), 105-116.
Farina, R., Coleman, K., & Whitmore, A. P. (2013). Modification of the RothC model for simulations of soil organic C dynamics in dryland regions. Geoderma200, 18-30.
Fischer, M., Bossdorf, O., Gockel, S., Hänsel, F., Hemp, A., Hessenmöller, D., ... & Weisser, W. W. (2010). Implementing large-scale and long-term functional biodiversity research: The Biodiversity Exploratories. Basic and applied Ecology11 (6), 473-485.
Gomes, A. G., & Varriale, M. C. (2004). Modelagem de ecossistemas: uma introdução. Ed. UFSM.
Guo, M., Zhao, B., Wen, Y., Hu, J., Dou, A., Zhang, Z., ... & Zhu, J. (2022). Elevational pattern of soil organic carbon release in a Tibetan alpine grassland: Consequence of quality but not quantity of initial soil organic carbon. Geoderma428, 116148.
Haeberli, W., Hoelzle, M., Paul, F., & Zemp, M. (2007). Integrated monitoring of mountain glaciers as key indicators of global change: The Swiss Alps. Mountain Research and Development27 (2), 180-190.
Hamilton, J. G., DeLucia, E. H., George, K., Naidu, S. L., Finzi, A. C., & Schlesinger, W. H. (2002). Forest carbon balance under elevated CO 2. Oecologia131, 250-260.
Hua, L. C., Lin, J. L., Syue, M. Y., Huang, C., & Chen, P. C. (2018). Optical properties of algogenic organic matter within the growth period of Chlorella sp. and predicting their disinfection by-product formation. Science of the Total Environment621, 1467-1474.
Huluka, G., & Miller, R. (2014). Particle size determination by hydrometer method. Southern Cooperative Series Bulletin419, 180-184.
Intergovernmental Panel on Climate Change. (2000). Land Use, Land-Use Change, and Forestry: A Special Report of the Intergovernmental Panel on Climate Change.
Jansson, P. E., & Berglund, S. (2003). Climate change and soil carbon sequestration from afforestation of marginal agricultural land in Sweden. Forest Ecology and Management, 182 (1-3), 35-46.
Kazemi Rad, L., & Mohammadi, H. (2016). Evaluation of an Appropriate General Circulation Model for Predicting Climate Change in Gilan Province. Geography and Natural Hazards, 4 (4), 55-74.
Knapp, A.K. and Smith, M.D., 1998. Variation among biomes in temporal trends in soil organic matter. Soil Science Society of America Journal, 62, 1620-1625.
Knapp, L. J., McMillan, J. M., & Harris, N. B. (2017). A depositional model for organic-rich Duvernay Formation mudstones. Sedimentary geology347, 160-182.
Lal, R. (2009). Soils and world food security.
Lal, R. (2015). Sequestering carbon and increasing productivity by conservation agriculture. Journal of soil and water conservation70 (3), 55A-62A.
Li, S., Li, J., Shi, L., Li, Y., & Wang, Y. (2021). Role of phosphorous additives on nitrogen conservation and maturity during pig manure composting. Environmental Science and Pollution Research28, 17981-17991.
Lin, F., Chen, X., & Yao, H. (2017). Evaluating the use of Nash-Sutcliffe efficiency coefficient in goodness-of-fit measures for daily runoff simulation with SWAT. Journal of Hydrologic Engineering22 (11), 05017023.
Liu, W., Chen, S., Qin, X., Baumann, F., Scholten, T., Zhou, Z., ... & Qin, D. (2012). Storage, patterns, and control of soil organic carbon and nitrogen in the northeastern margin of the Qinghai–Tibetan Plateau. Environmental Research Letters7 (3), 035401.
Luo, Y., Zhou, X., Wang, Z., & Zhang, D. (2018). Climate change and soil organic carbon dynamics in terrestrial ecosystems: A review. Global Change Biology24 (11), 4551-4563.
Lugato, E., Bampa, F., Panagos, P., Montanarella, L., & Jones, A. (2014). Potential carbon sequestration of European arable soils estimated by modelling a comprehensive set of management practices. Global change biology20 (11), 3557-3567.
Mehrjou, F., Barzehkar, M., Hashemi, S. H., & Mohammadi, A. (1393). Investigating Changes in Physicochemical and Biological Factors in the Vermicomposting Process Using Cattle Manure and Earthworm (Eisenia foetida) as Substrate. Human and the Environment, 12 (1), 75-83.
McCormick, K., & Salcedo, J. (2017). SPSS statistics for data analysis and visualization. John Wiley & Sons.
Molina-Montenegro, M. A., Oses, R., Torres-Díaz, C., Atala, C., Zurita-Silva, A., & Ruiz-Lara, S. (2016). Root-endophytes improve the ecophysiological performance and production of an agricultural species under drought condition. AoB Plants8, plw062.
Montgomery, D. C., Peck, E. A., & Vining, G. G. (2021). Introduction to linear regression analysis. John Wiley & Sons.
Nascimento, A. F. D., Mendonça, E. D. S., Leite, L. F. C., Scholberg, J., & Neves, J. C. L. (2012). Calibration and validation of models for short-term decomposition and N mineralization of plant residues in the tropics. Scientia Agricola69, 393-401.
Pan, Y., Birdsey, R. A., Fang, J., Houghton, R., Kauppi, P. E., Kurz, W. A., ... & Hayes, D. (2011). A large and persistent carbon sink in the world’s forests. Science333 (6045), 988-993.
Pandey, J., Singh, A. V., Singh, R., Kaushik, P., & Pandey, U. (2015). Atmospheric deposition coupled terrestrial export of organic carbon in Ganga River (India): linking cross-domain carbon transfer to river DOC. International Aquatic Research7, 273-285.
Paustian, K., Babcock, B., Kling, C., Hatfield, J., Lal, R., McCarl, B., ... & Zilberman, D. (2004). In Agricultural Mitigation of Greenhouse Gases: Science and Policy Options; Council on Agricultural Science and Technology (CAST) (Vol. 141). Report.
Qiu, W., Li, Q., Lei, Z. K., Qin, Q. H., Deng, W. L., & Kang, Y. L. (2013). The use of a carbon nanotube sensor for measuring strain by micro-Raman spectroscopy. Carbon53, 161-168.
Ray, R. L., Griffin, R. W., Fares, A., Elhassan, A., Awal, R., Woldesenbet, S., & Risch, E. (2020). Soil CO2 emission in response to organic amendments, temperature, and rainfall. Scientific reports10 (1), 5849.
Rhodes, C. J. (2014). Soil erosion, climate change and global food security: challenges and strategies. Science progress97 (2), 97-153.
Ripple, W. J., Wolf, C., Newsome, T. M., Barnard, P., & Moomaw, W. R. (2020). World scientists’ warning of a climate emergency. BioScience70 (1), 8-100.
Rocci, K. S., Bird, M., Blair, J. M., Knapp, A. K., Liang, C., & Cotrufo, M. F. (2023). Thirty years of increased precipitation modifies soil organic matter fractions but not bulk soil carbon and nitrogen in a mesic grassland. Soil Biology and Biochemistry185, 109145.
Saravesi, K., Markkola, A., Rautio, P., Roitto, M., & Tuomi, J. (2008). Defoliation causes parallel temporal responses in a host tree and its fungal symbionts. Oecologia156, 117-123.
Sedgwick, P. (2012). Pearson’s correlation coefficient. Bmj345.
Schindlbacher, A., de Gonzalo, C., Díaz‐Pinés, E., Gorría, P., Matthews, B., Inclán, R., ... & Jandl, R. (2010). Temperature sensitivity of forest soil organic matter decomposition along two elevation gradients. Journal of Geophysical Research: Biogeosciences115 (G3).
Schipper, L.A., Parfitt, R.L., and Ross, D.J., 2007. Long-term effects of grazing on soil physical and chemical properties in a temperate hill country pasture. New Zealand Journal of Agricultural Research, 50, 27-38.
Shedayi, A. A., Xu, M., Naseer, I., & Khan, B. (2016). Altitudinal gradients of soil and vegetation carbon and nitrogen in a high-altitude nature reserve of Karakoram ranges. SpringerPlus5, 1-14.
Sheikh, M. A., Kumar, M., & Bussmann, R. W. (2009). Altitudinal variation in soil organic carbon stock in coniferous subtropical and broadleaf temperate forests in Garhwal Himalaya. Carbon balance and management4, 1-6.
Singh, N., Pal, N., Mahajan, G., Singh, S., & Shevkani, K. (2011). Rice grain and starch properties: Effects of nitrogen fertilizer application. Carbohydrate polymers86 (1), 219-225.
Smith, P., Smith, J.U., Powlson, D.S., Angus, J.F., and Robertson, G.P., 2004. Arable and grassland soil carbon sequestration in Scotland from 1978 to 2003. Global Change Biology, 10, 1831-1839.
Smith, P., Smith, J. U., Powlson, D. S., McGill, W. B., Arah, J. R. M., Chertov, O. G., ... & Whitmore, A. P. (1997). A comparison of the performance of nine soil organic matter models using datasets from seven long-term experiments. Geoderma81 (1-2), 153-225.
Smith, J. U., Smith, P., Monaghan, R., & MacDonald, A. J. (2002). When is a measured soil organic matter fraction equivalent to a model pool?. European Journal of Soil Science53 (3), 405-416.
Smith, P., Martino, D., Cai, Z., Gwary, D., Janzen, H., Kumar, P., ... & Towprayoon, S. (2007). Policy and technological constraints to implementation of greenhouse gas mitigation options in agriculture. Agriculture, Ecosystems & Environment118 (1-4), 6-28.
Stergiadi, M., Van Der Perk, M., De Nijs, T., & Bierkens, M. F. (2016). Effects of climate change and land management on soil organic carbon dynamics and carbon leaching in northwestern Europe. Biogeosciences13 (5), 1519-1536.
Stockmann, U., Adams, M. A., Crawford, J. W., Field, D. J., Henakaarchchi, N., Jenkins, M., ... & Zimmermann, M. (2013). The knowns, known unknowns and unknowns of sequestration of soil organic carbon. Agriculture, Ecosystems & Environment164, 80-99.
Teague, R., Provenza, F., Kreuter, U., Steffens, T., & Barnes, M. (2013). Multi-paddock grazing on rangelands: why the perceptual dichotomy between research results and rancher experience?. Journal of Environmental management128, 699-717.
TerraClimate.
Török, P., Penksza, K., Tóth, E., Kelemen, A., Sonkoly, J., & Tóthmérész, B. (2018). Vegetation type and grazing intensity jointly shape grazing effects on grassland biodiversity. Ecology and Evolution8 (20), 10326-10335.
Tsui, C. C., Chen, Z. S., & Hsieh, C. F. (2004). Relationships between soil properties and slope position in a lowland rain forest of southern Taiwan. Geoderma123 (1-2), 131-142.
Wang, F. P., Wang, X. C., Yao, B. Q., Zhang, Z. H., Shi, G. X., Ma, Z., ... & Zhou, H. K. (2018). Effects of land-use types on soil organic carbon stocks: a case study across an altitudinal gradient within a farm-pastoral area on the eastern Qinghai-Tibetan Plateau, China. Journal of Mountain Science15 (12), 2693-2702.
Wang, X., Williams, J. R., Gassman, P. W., Baffaut, C., Izaurralde, R. C., Jeong, J., & Kiniry, J. R. (2012). EPIC and APEX: Model use, calibration, and validation. Transactions of the ASABE55 (4), 1447-1462.
Xu, Y., Ge, X., Gao, G., Yang, Y., Hu, Y., Li, Z., & Zhou, B. (2023). Divergent contribution of microbial-and plant-derived carbon to soil organic carbon in Moso bamboo forests left unmanaged. Catena233, 107481.
Yang, Y., Mohammat, A., Feng, J., Zhou, R., & Fang, J. (2007). Storage, patterns and environmental controls of soil organic carbon in China. Biogeochemistry84, 131-141.
Zhang, R., & Wienhold, B. J. (2002). The effect of soil moisture on mineral nitrogen, soil electrical conductivity, and pH. Nutrient cycling in Agroecosystems63, 251-254.
Zhang, D. (2017). A coefficient of determination for generalized linear models. The American Statistician71 (4), 310-316.
Zhang, L., Zheng, Q., Liu, Y., Liu, S., Yu, D., Shi, X., ... & Fan, X. (2019). Combined effects of temperature and precipitation on soil organic carbon changes in the uplands of eastern China. Geoderma337, 1105-1115.
Zhang, Z., Gong, J., Wang, B., Li, X., Ding, Y., Yang, B., ... & Zhang, W. (2020). Regrowth strategies of Leymus chinensis in response to different grazing intensities. Ecological Applications30 (5), e02113.
Zeng, Y., Fang, N., & Shi, Z. (2020). Effects of human activities on soil organic carbon redistribution at an agricultural watershed scale on the Chinese Loess Plateau. Agriculture, Ecosystems & Environment303, 107112.