Abstract
Given the huge carbon footprint of agricultural activities, reduction in agricultural carbon emission (ACE) is important to achieve China’s carbon peaking and carbon neutrality goals, but it may affect agricultural food security and economic development. Therefore, it is important for scientific carbon reduction measures to understand the multi-year trends and the influencing factors of ACE, and clarify whether the process of ACE affects food security and economic development. This study analyzed the trends of total ACE and ACE caused by different agricultural carbon sources (ACS) from 2001 to 2020 in Zhejiang Province, then we revealed the main influencing factors of ACE based on the logarithmic mean Divisia index (LMDI) model and dissected the relationship between ACE and food security and economic development. Results show that the total ACE fluctuated from 6.10 Mt in 2001 to 3.93 Mt in 2020, and the process included a decrease in 2001–2003 and 2005–2020 and an increase in 2003–2005. The decrease in ACE, from 2001 to 2014, was mainly due to the decline in rice acreage, which contributed 90.38%; from 2014 to 2020, it was by the reduction in the use of fertilizer, diesel, and pesticide, which contributed 83.9%. As drivers, agricultural economic development effect and total population size effect drove 4.25 and 1.54 Mt of ACE, respectively. As inhibitors, planting structure effect, technology development effect, and population structure effect inhibited 3.12, 2.11, and 2.74 Mt of ACE, respectively. With the reduction of ACE, the agricultural economy continued to grow, but the food security situation was pessimistic, indicating that ACE reduction has achieved synergy with economic development, but not with food security.
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The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Ang, B. W. (2005). The LMDI approach to decomposition analysis: A practical guide. Energy Policy, 33(7), 867–871. https://doi.org/10.1016/j.enpol.2003.10.010
Cheng, P., Tang, H., Lin, F., & Kong, X. (2023). Bibliometrics of the nexus between food security and carbon emissions: Hotspots and trends. Environmental Science and Pollution Research, 30(10), 25981–25998. https://doi.org/10.1007/s11356-022-23970-1
Clark, M., Domingo, N., Colgan, K., Thakrar, S., Tilman, D., Lynch, J., et al. (2020). Global food system emissions could preclude achieving the 1.5° and 2°C climate change targets. Science, 370, 705–708. https://doi.org/10.1126/science.aba7357
Conrad, R. (2020). Importance of hydrogenotrophic, aceticlastic and methylotrophic methanogenesis for methane production in terrestrial, aquatic and other anoxic environments: A mini review. Pedosphere, 30(1), 25–39. https://doi.org/10.1016/S1002-0160(18)60052-9
Czubaszek, R., & Wysocka-Czubaszek, A. (2018). Emissions of carbon dioxide and methane from fields fertilized with digestate from an agricultural biogas plant. International Agrophysics, 32. https://doi.org/10.1515/intag-2016-0087
Davies, E. G. R., & Simonovic, S. P. (2011). Global water resources modeling with an integrated model of the social–economic–environmental system. Advances in Water Resources, 34(6), 684–700. https://doi.org/10.1016/j.advwatres.2011.02.010
Dong, C., Dong, X., Jiang, Q., Dong, K., & Liu, G. (2018). What is the probability of achieving the carbon dioxide emission targets of the Paris Agreement? Evidence from the top ten emitters. Science of The Total Environment, 622–623, 1294–1303. https://doi.org/10.1016/j.scitotenv.2017.12.093
Du, P., Hou, X., & Xu, H. (2022). Dynamic expansion of urban land in China’s coastal zone since 2000. Remote Sensing, 14(4), 916. https://doi.org/10.3390/rs14040916
Fu, L., Mao, X., Mao, X., & Wang, J. (2022). Evaluation of agricultural sustainable development based on resource use efficiency: Empirical evidence from Zhejiang Province, China. Frontiers in Environmental Science, 10. https://doi.org/10.3389/fenvs.2022.860481 Accessed 14 March 2023.
Gao, H., Yan, C., Liu, Q., Ding, W., Chen, B., & Li, Z. (2019). Effects of plastic mulching and plastic residue on agricultural production: A meta-analysis. Science of The Total Environment, 651, 484–492. https://doi.org/10.1016/j.scitotenv.2018.09.105
Garnier, J., Le Noë, J., Marescaux, A., Sanz-Cobena, A., Lassaletta, L., Silvestre, M., et al. (2019). Long-term changes in greenhouse gas emissions from French agriculture and livestock (1852–2014): From traditional agriculture to conventional intensive systems. Science of The Total Environment, 660, 1486–1501. https://doi.org/10.1016/j.scitotenv.2019.01.048
Gu, B., Zhang, X., Bai, X., Fu, B., & Chen, D. (2019). Four steps to food security for swelling cities. Nature, 566(7742), 31–33. https://doi.org/10.1038/d41586-019-00407-3
Guo, H., Fan, B., & Pan, C. (2021). Study on mechanisms underlying changes in agricultural carbon emissions: A case in Jilin Province, China, 1998–2018. International Journal of Environmental Research and Public Health, 18(3), 919. https://doi.org/10.3390/ijerph18030919
Han, H., Zhong, Z., Guo, Y., Xi, F., & Liu, S. (2018). Coupling and decoupling effects of agricultural carbon emissions in China and their driving factors. Environmental Science and Pollution Research, 25(25), 25280–25293. https://doi.org/10.1007/s11356-018-2589-7
Hong, C., Burney, J., Pongratz, J., Nabel, J., Mueller, N., Jackson, R., & Davis, S. (2021). Global and regional drivers of land-use emissions in 1961–2017. Nature, 589, 554–561. https://doi.org/10.1038/s41586-020-03138-y
Hu, K., Raghutla, C., Chittedi, K. R., Zhang, R., & Koondhar, M. A. (2021). The effect of energy resources on economic growth and carbon emissions: A way forward to carbon neutrality in an emerging economy. Journal of Environmental Management, 298, 113448. https://doi.org/10.1016/j.jenvman.2021.113448
Huang, M.-T., & Zhai, P.-M. (2021). Achieving Paris Agreement temperature goals requires carbon neutrality by middle century with far-reaching transitions in the whole society. Advances in Climate Change Research, 12(2), 281–286. https://doi.org/10.1016/j.accre.2021.03.004
Huang, X., Xu, X., Wang, Q., Zhang, L., Gao, X., & Chen, L. (2019). Assessment of agricultural carbon emissions and their spatiotemporal changes in China, 1997–2016. International Journal of Environmental Research and Public Health, 16(17), 3105. https://doi.org/10.3390/ijerph16173105
Khan, Z. A., Koondhar, M. A., Tiantong, M., Khan, A., Nurgazina, Z., Tianjun, L., & Fengwang, M. (2022). Do chemical fertilizers, area under greenhouses, and renewable energies drive agricultural economic growth owing the targets of carbon neutrality in China? Energy Economics, 115, 106397. https://doi.org/10.1016/j.eneco.2022.106397
Kim, S. (2017). LMDI decomposition analysis of energy consumption in the Korean manufacturing sector. Sustainability, 9, 202. https://doi.org/10.3390/su9020202
Kong, X., Su, L., Wang, H., & Qiu, H. (2022). Agricultural carbon footprint and food security: An assessment of multiple carbon mitigation strategies in China. China Agricultural Economic Review, 14(4), 686–708. https://doi.org/10.1108/CAER-02-2022-0034
Koondhar, M. A., Shahbaz, M., Memon, K. A., Ozturk, I., & Kong, R. (2021). A visualization review analysis of the last two decades for environmental Kuznets curve “EKC” based on co-citation analysis theory and pathfinder network scaling algorithms. Environmental Science and Pollution Research, 28(13), 16690–16706. https://doi.org/10.1007/s11356-020-12199-5
Koondhar, M. A., Udemba, E. N., Cheng, Y., Khan, Z. A., Koondhar, M. A., Batool, M., & Kong, R. (2021). Asymmetric causality among carbon emission from agriculture, energy consumption, fertilizer, and cereal food production – A nonlinear analysis for Pakistan. Sustainable Energy Technologies and Assessments, 45, 101099. https://doi.org/10.1016/j.seta.2021.101099
Li, B., Zhang, J. B., & Li, H. P. (2011). Research on spatial-temporal characteristics and affecting factors decomposition of agricultural carbon emission in China. China Population, Resources and Environment, 21(8), 80–86.
Li, N., Wei, C., Zhang, H., Cai, C., Song, M., & Miao, J. (2020). Drivers of the national and regional crop production-derived greenhouse gas emissions in China. Journal of Cleaner Production, 257, 120503. https://doi.org/10.1016/j.jclepro.2020.120503
Li, W., & Zhang, P. (2021). Relationship and integrated development of low-carbon economy, food safety, and agricultural mechanization. Environmental Science and Pollution Research, 28(48), 68679–68689. https://doi.org/10.1007/s11356-021-15465-2
Liu, E. K., He, W. Q., & Yan, C. R. (2014). ‘White revolution’ to ‘white pollution’—Agricultural plastic film mulch in China. Environmental Research Letters, 9(9), 091001. https://doi.org/10.1088/1748-9326/9/9/091001
Liu, M., & Yang, L. (2021). Spatial pattern of China’s agricultural carbon emission performance. Ecological Indicators, 133, 108345. https://doi.org/10.1016/j.ecolind.2021.108345
Liu, Z., Guan, D., Wei, W., Davis, S. J., Ciais, P., Bai, J., et al. (2015). Reduced carbon emission estimates from fossil fuel combustion and cement production in China. Nature, 524(7565), 335–338. https://doi.org/10.1038/nature14677
Lu, X., Kuang, B., Li, J., Han, J., & Zhang, Z. (2018). Dynamic evolution of regional discrepancies in carbon emissions from agricultural land utilization: Evidence from Chinese provincial data. Sustainability, 10, 552. https://doi.org/10.3390/su10020552
Najafi Alamdarlo, H. (2016). Water consumption, agriculture value added and carbon dioxide emission in Iran, environmental Kuznets curve hypothesis. International Journal of Environmental Science and Technology, 13. https://doi.org/10.1007/s13762-016-1005-4
Qiu, H., Hu, G., Yang, Y., Zhang, J., & Zhang, T. (2020). Modeling the risk of extreme value dependence in Chinese regional carbon emission markets. Sustainability, 12, 7911. https://doi.org/10.3390/su12197911
Shi, Y., Han, B., Han, L., & Wei, Z. (2019). Uncovering the national and regional household carbon emissions in China using temporal and spatial decomposition analysis models. Journal of Cleaner Production, 232, 966–979. https://doi.org/10.1016/j.jclepro.2019.05.302
Sui, J., & Lv, W. (2021). Crop production and agricultural carbon emissions: Relationship diagnosis and decomposition analysis. International Journal of Environmental Research and Public Health, 18(15), 8219. https://doi.org/10.3390/ijerph18158219
Sun, B., Zhang, L., Yang, L., Zhang, F., Norse, D., & Zhu, Z. (2012). Agricultural non-point source pollution in China: Causes and mitigation measures. AMBIO, 41(4), 370–379. https://doi.org/10.1007/s13280-012-0249-6
Tongwane, M. I., Moeletsi, M. E., & Tsubo, M. (2020). Trends of carbon emissions from applications of nitrogen fertiliser and crop residues to agricultural soils in South Africa. Journal of Environmental Management, 272, 111056. https://doi.org/10.1016/j.jenvman.2020.111056
Wang, G., Liao, M., & Jiang, J. (2020). Research on agricultural carbon emissions and regional carbon emissions reduction strategies in China. Sustainability, 12(7), 2627. https://doi.org/10.3390/su12072627
Wang, H., Ma, Y., Yang, S., Koondhar, M. A., & Kong, R. (2020). The spillover influence of household waste sorting on green consumption behavior by mediation of environmental concern: Evidence from rural China. International Journal of Environmental Research and Public Health, 17(23), 9110. https://doi.org/10.3390/ijerph17239110
Wang, S., Bai, X., Zhang, X., Reis, S., Chen, D., Xu, J., & Gu, B. (2021). Urbanization can benefit agricultural production with large-scale farming in China. Nature Food, 2(3), 183–191. https://doi.org/10.1038/s43016-021-00228-6
Wang, W., Koslowski, F., Nayak, D. R., Smith, P., Saetnan, E., Ju, X., et al. (2014). Greenhouse gas mitigation in Chinese agriculture: Distinguishing technical and economic potentials. Global Environmental Change, 26, 53–62. https://doi.org/10.1016/j.gloenvcha.2014.03.008
Wang, Z., & Yang, L. (2015). Delinking indicators on regional industry development and carbon emissions: Beijing–Tianjin–Hebei economic band case. Ecological Indicators, 48, 41–48. https://doi.org/10.1016/j.ecolind.2014.07.035
Wang, Z., & Lv, D. (2022). Analysis of agricultural CO2 emissions in Henan Province, China, based on EKC and decoupling. Sustainability, 14(3), 1931. https://doi.org/10.3390/su14031931
West, T. O., & Marland, G. (2002). A synthesis of carbon sequestration, carbon emissions, and net carbon flux in agriculture: Comparing tillage practices in the United States. Agriculture, Ecosystems & Environment, 91(1), 217–232. https://doi.org/10.1016/S0167-8809(01)00233-X
Williams, R. G., Roussenov, V., Goodwin, P., Resplandy, L., & Bopp, L. (2017). Sensitivity of global warming to carbon emissions: Effects of heat and carbon uptake in a suite of earth system models. Journal of Climate, 30(23), 9343–9363. https://doi.org/10.1175/JCLI-D-16-0468.1
Wu, F.-L., Li, L., Zhang, H., & Chen, F. (2007). Effects of conservation tillage on net carbon flux from farmland ecosystems. Chinese Journal of Ecology, 26, 2035–2039.
Xiaobing, H., & Shiqi, G. (2022). Temporal characteristics and influencing factors of agricultural carbon emission in Jiangxi province of China. Environmental Research Communications, 4(4), 045006. https://doi.org/10.1088/2515-7620/ac6380
Xiong, C., Chen, S., & Xu, L. (2020). Driving factors analysis of agricultural carbon emissions based on extended STIRPAT model of Jiangsu Province, China. Growth and Change, 51(3), 1401–1416. https://doi.org/10.1111/grow.12384
Xiong, C., Wang, G., Su, W., & Gao, Q. (2021). Selecting low-carbon technologies and measures for high agricultural carbon productivity in Taihu Lake Basin, China. Environmental Science and Pollution Research International, 28(36), 49913–49920. https://doi.org/10.1007/s11356-021-14272-z
Xiong, C., Wang, G., & Xu, L. (2021). Spatial differentiation identification of influencing factors of agricultural carbon productivity at city level in Taihu lake basin, China. Science of The Total Environment, 800, 149610. https://doi.org/10.1016/j.scitotenv.2021.149610
Yang, H., Wang, X., & Bin, P. (2022). Agriculture carbon-emission reduction and changing factors behind agricultural eco-efficiency growth in China. Journal of Cleaner Production, 334, 130193. https://doi.org/10.1016/j.jclepro.2021.130193
Yulei, W., Jie, W., Yingjie, S., & Youwei, Z. H. U. (2017). Study on grain production in Zhejiang based on factors decomposition of cultivated land use. Acta Agriculturae Zhejiangensis, 29(10), 1605. https://doi.org/10.3969/j.issn.1004-1524.2017.10.02
Zhang, C., Su, Y., Yang, G., Chen, D., & Yang, R. (2020). Spatial-temporal characteristics of cultivated land use efficiency in major function-oriented zones: A case study of Zhejiang Province, China. Land, 9(4), 114. https://doi.org/10.3390/land9040114
Zhang, L., & Xu, X. (2021). Difference in carbon footprint between single- and double-cropping rice production in China, 2003-2016. Environmental Science and Pollution Research International, 28(21), 27308–27317. https://doi.org/10.1007/s11356-021-12543-3
Zhen, W., Qin, Q., Kuang, Y., & Huang, N. (2017). Investigating low-carbon crop production in Guangdong Province, China (1993–2013): A decoupling and decomposition analysis. Journal of Cleaner Production, 146, 63–70. https://doi.org/10.1016/j.jclepro.2016.05.022
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This study was funded by the National Key Research and Development Project of China (2018YFC1800403) and the National Natural Science Fund of China (41571226).
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QX and ML provided a formal logical analysis of the full text and wrote the main manuscript text. ML and XX supervised, reviewed, and edited the full text. BG collected and processed data and prepared Figures 1, 2, 3, 4, and 5. XL and HQ processed data and prepared Tables 1, 2, 3, 4, 5 and 6. All authors reviewed the manuscript.
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Xia, Q., Liao, M., Xie, X. et al. Agricultural carbon emissions in Zhejiang Province, China (2001–2020): changing trends, influencing factors, and has it achieved synergy with food security and economic development?. Environ Monit Assess 195, 1391 (2023). https://doi.org/10.1007/s10661-023-11998-w
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DOI: https://doi.org/10.1007/s10661-023-11998-w