Abstract
In the light of China’s carbon-neutral goal, this study examines how food production, forest cover, trade openness, and rural population contribute to the quest of addressing China’s agricultural nitrous oxide emissions. Time series data ranging from 1971 to 2018 was used for analysis in this study. The autoregressive distributed lag (ARDL) technique was employed to evaluate potential cointegration as well as to ascertain the long and short-run effects of food production, forest cover, income, trade openness, and rural population on agricultural nitrous oxide emission. The Toda-Yamomoto causality analysis was also used to identify the causal relations between covariates (food production, forest cover, income, trade openness, and rural population) and the outcome variable (agricultural nitrous oxide emission). The long-run evidence is that rural population in itself tends to increase agricultural nitrous oxide emissions likewise food production. There is also validation of the existence of environmental Kuznets curve for agricultural nitrous oxide emissions. Moreover, income interacts with rural population to reduce agricultural nitrous oxide emissions in the long-run. Causality analysis indicated rural population affects the level of forest cover; forest cover is found to cause agricultural nitrous oxide emissions but the converse is not established, and income as well as the interaction between income and rural population determines agricultural nitrous oxide emissions. The short-run dynamics results establish an oscillatory equilibrium convergence for agricultural nitrous oxide emissions in event of structural disturbances. From the findings, the EKC hypothesis is relevant by offering avenue to reduce emission. Thus, income growth remains helpful in addressing nitrous oxide emission from the agricultural sector. However, research is needed to unravel why nitrous oxide tends to increase in many forest areas. Since food production cannot be halted, policy makers need to enhance the uptake of efficient food production technologies including developing and using more renewable energy for food production. It is important for authorities to attend to rural development in order to mitigate agricultural nitrous oxide emissions in China.
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Data availability
The datasets analyzed during the current study are available in the World Bank’s World Development Indicators repository, [https://databank.worldbank.org/source/world-development-indicators#].
References
Aboagye S, Appiah-Konadu P, Acheampong V (2020) Economic expansion and environmental degradation in Ghana: a sector decomposition analysis. African J Econ Manag Stud 8(1):106–124
Adebayo TS, Agyekum EB, Kamel S, Zawbaa HM, Altuntaş M (2022) Drivers of environmental degradation in Turkey: designing an SDG framework through advanced quantile approaches. Energy Rep 8:2008–2021
Adedoyin FF, Bein MA, Gyamfi BA, Bekun FV (2021) Does agricultural development induce environmental pollution in E7? A myth or reality. Environ Sci Pollut Res 28:41869–41880
Adeel-Farooq RM, Raji JO, Adeleye BN (2021) Economic growth and methane emission: testing the EKC hypothesis in ASEAN economies. Manag Environ Qual Int J 32(2):277–289
Adeleye BN, Ola-David O, Jamal A, Sankaran A (2022) Moderation analysis on tourism–growth–emissions nexus in South Asia. J Policy Res Tour Leis 14(1):47–62
Adom PK, Kwakwa PA, Amankwaa A (2018) The long-run effects of economic, demographic, and political indices on actual and potential CO2 emissions. J Environ Manag 218:516–526
Alam MM, Muradb MW, Nomanc AHM, Ozturk I (2016) Relationships among carbon emissions, economic growth, energy consumption and population growth: testing environmental Kuznets curve hypothesis for Brazil, China, India and Indonesia. Ecol Indic 70:466e479
Alhassan H, Kwakwa PA, Donkoh SA (2022) The interrelationships among financial development, economic growth and environmental sustainability: evidence from Ghana. Environ Sci Pollut Res 29(24):37057–37070
Ali EB, Gyamfi BA, Kwakwa PA, Agbozo E (2023) Transitioning to low carbon economy among OECD countries: do renewable energy, globalization and higher economic growth matter? Energy Environ. https://doi.org/10.1177/0958305X231177746
Aliyu G, Luo J, Di HJ, Lindsey S, Liu D, Yuan J, Chen Z et al (2019) Nitrous oxide emissions from China's croplands based on regional and crop-specific emission factors deviate from IPCC 2006 estimates. Sci Total Environ 669:547–558
Amin N, Song H, Shabbir MS (2022) What factors contribute to environmental degradation in G11 economies? Emphasizing the importance of renewable and non-renewable energy sources. Int J Sustain Dev World Ecol 29(5):472–482
Amuakwa-Mensah F, Adom PK (2017) Quality of institution and the FEG (forest, energy intensity, and globalization)-environment relationships in sub-Saharan Africa. Environ Sci Pollut Res 24(21):17455–17473
Aryal K, Maraseni T, Apan A (2022) How much do we know about trade-offs in ecosystem services? A systematic review of empirical research observations. Sci Total Environ 806:151229
Aryal K, Maraseni T, Apan A (2023) Spatial dynamics of biophysical trade-offs and synergies among ecosystem services in the Himalayas. Ecosyst Serv 59:101503
Aslam B, Hu J, Majeed MT, Andlib Z, Ullah S (2021) Asymmetric macroeconomic determinants of CO2 emission in China and policy approaches. Environ Sci Pollut Res 28(31):41923–41936
Audet J, Bastviken D, Bundschuh M, Buffam I, Feckler A, Klemedtsson L, Laudon H, Löfgren S, Natchimuthu S, Öquist M, Peacock M (2020) Forest streams are important sources for nitrous oxide emissions. Glob Chang Biol 26(2):629–641
Aung TS, Saboori B, Rasoulinezhad E (2017) Economic growth and environmental pollution in Myanmar: an analysis of environmental Kuznets curve. Environ Sci Pollut Res 24(25):20487–20501
Butterbach-Bahl K, Baggs EM, Dannenmann M, Kiese R, Zechmeister-Boltenstern S (2013) Nitrous oxide emissions from soils: how well do we understand the processes and their controls? Philosophical Transactions of the Royal Society B: Biological Sci 368(1621):20130122
Balsalobre-Lorente D, Shahbaz M, Roubaud D, Farhani S (2018) How economic growth, renewable electricity and natural resources contribute to CO2 emissions? Energy Policy 113:356–367
Bekun FV, Alola AA, Gyamfi BA, Kwakwa PA, Uzuner G (2023) Econometrics analysis on cement production and environmental quality in European Union countries. Int J Environ Sci Technol 20(4):4265–4280
Benavides M, Ovalle K, Torres C, Vinces T (2017) Economic growth, renewable energy and methane emissions: is there an environmental Kuznets curve in Austria? Int J Energy Econ Policy 7(1):259–267
Brodzicki T (2020) Agri-food exports of China. IHS Markit. Available online at: https://ihsmarkit.com/research-analysis/agrifood-exports-of-china.html. Accessed 20 Jan 2023
Chatti W, Majeed MT (2022) Information communication technology (ICT), smart urbanization, and environmental quality: evidence from a panel of developing and developed economies. J Clean Prod 366:132925
Coderoni S, Esposti R (2011) Long-term agricultural GHG emissions and economic growth: the agricultural Environmental Kuznets curve across Italian regions. In: Paper prepared for presentation at the EAAE 2011 Congress, August 30 to September 2, 2011. ETH Zurich, Zurich
Cruz JLS, Granda LES, Viteri MLP (2018) Methane emissions, economic growth and agriculture: evidence of environmental Kuznets curve for Argentina. INNOVA Res J 3(9):157–171
Destek MA, Sinha A (2020) Renewable, non-renewable energy consumption, economic growth, trade openness and ecological footprint: evidence from organization for economic co-operation and development countries. J Clean Prod 242:118537
Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74:427–431
Eagle AJ, McLellan EL, Brawner EM, Chantigny MH, Davidson EA, Dickey JB, Linquist BA et al (2020) Quantifying on-farm nitrous oxide emission reductions in food supply chains. Earth's Future 8(10):e2020EF001504
Ehigiamusoe KU (2020) Tourism, growth and environment: analysis of non-linear and moderating effects. J Sustain Tour 28(8):1174–1192
Fan S, Yoh M (2020) Nitrous oxide emissions in proportion to nitrification in moist temperate forests. Biogeochemistry 148(3):223–236
FAO and UNEP (2020) The State of the World’s Forests 2020. In: Forests, biodiversity and people. FAO, Rome. https://doi.org/10.4060/ca8642en
Fernández-Amador O, Francois JF, Oberdabernig DA, Tomberger P (2020) The methane footprint of nations: stylized facts from a global panel dataset. Ecol Econ 170:106528
Frankel J, Rose A (2002) An estimate of the effect of common currencies on trade and income. Q J Econ 117:437–466
Ganda F (2022) The nexus of financial development, natural resource rents, technological innovation, foreign direct investment, energy consumption, human capital, and trade on environmental degradation in the new BRICS economies. Environ Sci Pollut Res 29(49):74442–74457
Georgiev E, Mihaylov E (2015) Economic growth and the environment: reassessing the environmental Kuznets Curve for air pollution emissions in OECD countries. Lett Spat Resour Sci 8(1):29–47
Gibson L, Lee TM, Koh LP, Brook BW, Gardner TA, Barlow J, Peres CA et al (2011) Primary forests are irreplaceable for sustaining tropical biodiversity. Nature 478:378–381
Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement, vol 3914. National Bureau of Economic Research, Cambridge, MA
Gyamfi BA, Adedoyin FF, Bein MA, Bekun FV (2021) Environmental implications of N-shaped environmental Kuznets curve for E7 countries. Environ Sci Pollut Res 28:33072–33082
Gyamfi BA, Kwakwa PA, Adebayo TS (2023) Energy intensity among European Union countries: the role of renewable energy, income and trade. Int J Energy Sect Manag 17(4):801–819
Gujarati DN (1995) Basic econometrics. International Edition. Prentice-Hall International, Inc., New York, NY
Gulistan A, Tariq YB, Bashir MF (2020) Dynamic relationship among economic growth, energy, trade openness, tourism, and environmental degradation: fresh global evidence. Environ Sci Pollut Res 27(12):13477–13487. https://doi.org/10.1007/s11356-020-07875-5
Han J, Qu J, Maraseni TN, Xu L, Zeng J, Li H (2021) A critical assessment of provincial-level variation in agricultural GHG emissions in China. J Environ Manag 296:113190
Hao Y, Wu Y, Wang L, Huang J (2018) Re-examine environmental Kuznets curve in China: Spatial estimations using environmental quality index. Sustain Cities Soc 42:498–511
Holly R (2015) The complicated relationship between agriculture and climate change. Retrieved from. http://investigatemidwest.org/2015/07/09/thecomplicated-relationship-between-agriculture-and-climate-change/
Iorember PT, Gbaka S, Jelilov G, Alymkulova N, Usman O (2022) Impact of international trade, energy consumption and income on environmental degradation in Africa's OPEC member countries. Afr Dev Rev 34(2):175–187
IPCC (2015) Climate change 2014 mitigation of climate change https://www.ipcc.ch/site/assets/uploads/2018/03/WGIIIAR5_SPM_TS_Volume-3.pdf
IPCC (2021) Climate change 2021: Summary for all. In: Intergovernmental panel on climate change. https://www.ipcc.ch/report/ar6/wg1/downloads/outreach/IPCC_AR6_WGI_SummaryForAll.pdf
Jebli MB, Youssef SB (2019) Combustible renewables and waste consumption, agriculture, CO2 emissions, and economic growth in Brazil. Carbon Management 10(3):309–321
Johansen S, Juselius K (1990) Maximum likelihood estimation and inference on cointegration—with appucations to the demand for money. Oxf Bull Econ Stat 52(2):169–210
Kahouli B, Miled K, Aloui Z (2022) Do energy consumption, urbanization, and industrialization play a role in environmental degradation in the case of Saudi Arabia? Energ Strat Rev 40:100814
Kishor N, Lescuyer G (2012) Controlling illegal logging in domestic and international markets by harnessing multi-level governance opportunities. Int J Commons 6(2):255–270
Kwakwa PA (2020) The long-run effects of energy use, urbanization and financial development on carbon dioxide emissions. Int J Energy Sect Manag 14(6):1405–1424
Kwakwa PA, Adu G (2016) Effects of income, energy consumption, and trade openness on carbon emissions in sub-Saharan Africa. J Energy Dev 41(1/2):86e117
Kwakwa PA, Alhassan H (2018) The effect of energy and urbanisation on carbon dioxide emissions: evidence from Ghana. OPEC Energy Rev 42(4):301–330
Kwakwa PA, Alhassan H, Adzawla W (2020) The long-run environmental effect of aquaculture and food trade in Egypt. Rev Agricul and Appl Econo (RAAE) 23:21–35
Kwakwa PA, Adzawla W, Alhassan H, Achaamah A (2021) Natural resources and economic growth: does political regime matter for Tunisia? J Public Aff 22:e2707
Li K, Fang L, He L (2019) How population and energy price affect China's environmental pollution? Energy Policy 129:386–396. https://doi.org/10.1016/j.enpol.2019.02.020
Li ZZ, Li RYM, Malik MY, Murshed M, Khan Z, Umar M (2021) Determinants of carbon emission in China: how good is green investment? Sustain Prod Consum 27:392–401
Lin B, Benjamin NI (2019) Determinants of industrial carbon dioxide emissions growth in Shanghai: a quantile analysis. J Clean Prod 217:776–786
Liu Y, Zhou Y, Wu W (2015) Assessing the impact of population, income and technology on energy consumption and industrial pollutant emissions in China. Appl Energy 155:904–917. https://doi.org/10.1016/j.apenergy.2015.06.051
Liu L, Jiansheng Q, Clarke-Sather A, Maraseni TN, Pang J (2017a) Spatial variations and determinants of per capita household CO2 emissions (PHCEs) in China. Sustainability 9(7):1277
Liu G, Peng S, Lin X, Ciais P, Li X, Xi Y, Zihan L et al (2021) Recent slowdown of anthropogenic methane emissions in China driven by stabilized coal production. Environ Sci Technol Lett 8(9):739–746
Machacova K, Borak L, Agyei T, Schindler T, Soosaar K, Mander Ü, Ah-Peng C (2021) Trees as net sinks for methane (CH4) and nitrous oxide (N2O) in the lowland tropical rain forest on volcanic Réunion Island. New Phytologist 229(4):1983–1994
Macrotrends (2023) World rural population 1960-2023. https://www.macrotrends.net/countries/WLD/world/rural-population
Maraseni TN, Jiansheng Q, Zeng J (2015) A comparison of trends and magnitudes of household carbon emissions between China, Canada and UK. Environ dev 15:103–119
Musah M, Gyamfi BA, Kwakwa PA, Agozie DQ (2023) Realizing the 2050 Paris climate agreement in West Africa: the role of financial inclusion and green investments. J Environ Manag 340:117911
Nassani AA, Aldakhil AM, Abro MMQ, Zaman K (2017) Environmental Kuznets curve among BRICS countries: spot lightening finance, transport, energy and growth factors. J Clean Prod 154:474e487
Nathaniel SP, Bekun FV (2020) Environmental management amidst energy use, urbanization, trade openness, and deforestation: the Nigerian experience. J Public Aff 20(2):e2037
Neumayer E (2004) The WTO and the environment: its past record is better than critics believe, but the future outlook is bleak. Glob Environ Polit 4(3):1–8
OECD (2022) International trade statistics: trends in fourth quarter 2022. https://www.oecd.org/newsroom/international-trade-statistics-trends-in-fourth-quarter-2022.htm
Pan D, Tao L, Sun K, Golston LM, Miller DJ, Zhu T, Qin Y, Zhang Y, Mauzerall DL, Zondlo MA (2020) Methane emissions from natural gas vehicles in China. Nat Commun 11(1):1–10
Pan SY, He KH, Lin KT, Fan C, Chang CT (2022) Addressing nitrogenous gases from croplands toward low-emission agriculture. NPJ Clim Atmos Sci 5(1):43–58
Parajuli R, Joshi O, Maraseni T (2019) Incorporating forests, agriculture, and energy consumption in the framework of the environmental Kuznets curve: a dynamic panel data approach. Sustainability 11(9):2688
Pata UK, Kartal MT (2023) Impact of nuclear and renewable energy sources on environment quality: testing the EKC and LCC hypotheses for South Korea. Nucl Eng Technol 55(2):587–594
Pesaran MH, Shin Y, Smith RJ (2001) Bounds testing approaches to the analysis of level relationships. J Appl Econ 16(3):289–326
Phillips PCB, Perron P (1988) Testing for a unit root in time series regressions. Biometrika 75:335–346
Qu J, Zeng J, Li Y, Wang Q, Maraseni T, Zhang L, Zhang Z, Clarke-Sather A (2013) Household carbon dioxide emissions from peasants and herdsmen in northwestern arid-alpine regions, China. Energy Policy 57:133–140
Liu L, Jiansheng Q, Clarke-Sather A, Maraseni TN, Pang J (2017b) Spatial variations and determinants of per capita household CO2 emissions (PHCEs) in China. Sustainability 9(7):1277
Rafiq S, Salim R, Apergis N (2016) Agriculture, trade openness and emissions: an empirical analysis and policy options. Aust J Agric Resour Econ 60:348–365
Raihan A, Muhtasim DA, Farhana S, Pavel MI, Faruk O, Rahman M, Mahmood A (2022) Nexus between carbon emissions, economic growth, renewable energy use, urbanization, industrialization, technological innovation, and forest area towards achieving environmental sustainability in Bangladesh. Energy and Climate Change 3:100080
Raihan A, Pavel MI, Muhtasim DA, Farhana S, Faruk O, Paul A (2023a) The role of renewable energy use, technological innovation, and forest cover toward green development: evidence from Indonesia. Innov and Green Dev 2:100035. https://doi.org/10.1016/j.igd.2022.100035
Raihan A, Muhtasim DA, Farhana S et al (2023b) Dynamic linkages between environmental factors and carbon emissions in Thailand. Environ Process 10:5. https://doi.org/10.1007/s40710-023-00618-x
Ravishankara AR, Daniel JS, Portmann RW (2009) Nitrous oxide (N2O): the dominant ozone-depleting substance emitted in the 21st century. Science 326:123–125. https://doi.org/10.1126/science.1176985
Rehman E, Rehman S (2022) Modeling the nexus between carbon emissions, urbanization, population growth, energy consumption, and economic development in Asia: evidence from grey relational analysis. Energy Rep 8:5430–5442
Rehman A, Ma H, Irfan M, Ahmad M (2020) Does carbon dioxide, methane, nitrous oxide, and GHG emissions influence the agriculture? Evidence from China. Environ Sci Pollut Res 27(23):28768–28779
Sadiq M, Kannaiah D, Yahya Khan G, Shabbir MS, Bilal K, Zamir A (2023) Does sustainable environmental agenda matter? The role of globalization toward energy consumption, economic growth, and carbon dioxide emissions in South Asian countries. Environ Dev Sustain 25(1):76–95
Shafik N (1994) Economic development and environmental quality: an econometric analysis. Oxford Economic Papers 46(Supplement_1):757–773
Shahbaz M, Kumar Tiwari A, Nasir M (2013) The effects of financial development, economic growth, coal consumption and trade openness on CO2 emissions in South Africa. Energy Policy 61:1452–1459
Shahbaz M, Sinha A (2019) Environmental Kuznets curve for CO2 emissions: a literature survey. J Econ Stud 46(1):106–168
Shahbaz M, Mallick H, Kumar M, Sadorsky P (2016) The role of globalization on the recent evolution of energy demand in India: implications for sustainable development. MPRA Paper No. 69127. https://mpra.ub.uni-muenchen.de/69127/
Sharif A, Afshan S, Nisha N (2017) Impact of tourism on CO2 emission: evidence from Pakistan. Asia Pac J Tour Res 22(4):408–421
Siljanen HM, Welti N, Voigt C, Heiskanen J, Biasi C, Martikainen PJ (2020) Atmospheric impact of nitrous oxide uptake by boreal forest soils can be comparable to that of methane uptake. Plant and Soil 454:121–138
Siqin Z, Niu D, Li M, Zhen H, Yang X (2022) Carbon dioxide emissions, urbanization level, and industrial structure: empirical evidence from North China. Environ Sci Pollut Res 29(23):34528–34545
Smith P, Martino D, Cai Z, Gwary D, Janzen H, Kumar P, McCarl B, Ogle S, O’Mara F, Rice C, Scholes B, Sirotenko O, Howden M, McAllister T, Pan G, Romanenkov V, Schneider U, Towprayoon S (2007) Policy and technological constraints to implementation of greenhouse gas mitigation options in agriculture. Agric Ecosyst Environ 118:6–28. https://doi.org/10.1016/j.agee.2006.06.006
Snyder PK, Liess S (2014) The simulated atmospheric response to expansion of the Arctic boreal forest biome. Clim Dyn 42:487–503
Song T, Zheng T, Lianjun TONG (2008) An empirical test of the environmental Kuznets curve in China: a panel cointegration approach. China Econ Rev 19(3):381–392
Soni P, Taewichit C, Salokhe VM (2013) Energy consumption and CO2 emissions in rainfed agricultural production systems of northeast Thailand. Agric Syst 116:25–36
Subramaniam Y, Masron TA (2020) Education, methane emission and poverty in developing countries. J Environ Econ Policy 9(3):355–369
Sustainability times (2020) Nitrous oxide is a far more powerful greenhouse gas than CO2. https://www.sustainability-times.com/environmental-protection/nitrous-oxide-is-a-far-more-powerful-greenhouse-gas-than-co%E2%82%82/
Tamang P (2013) Reexamining the environmental Kuznets curve: evidence from time series. Financ Quant Anal 1:30–42
Twerefou D, Adusah-Poku F, Bekoe W (2016) An empirical examination of the environmental Kuznets curve hypothesis for carbon dioxide emissions in Ghana: an ARDL approach. Environ Socio-Econom. Stud 4(4):1–12
UNEP (2022) How do greenhouse gases actually warm the planet? https://www.unep.org/news-and-stories/story/how-do-greenhouse-gases-actually-warm-planet
US Global Leadership Coalition (2021) Climate change and the developing world: a disproportionate impact. https://www.usglc.org/blog/climate-change-and-the-developing-world-a-disproportionate-impact/
Usman M, Sohail M, Makhdum A (2021) What abates ecological footprint in BRICS-T region? Exploring the influence of renewable energy, non-renewable energy, agriculture, forest area and financial development. Renew Energy 179:12–28. https://doi.org/10.1016/j.renene.2021.07.014
Waheed R, Chang D, Sarwar S, Chen W (2018) Forest, agriculture, renewable energy, and CO2 emission. J Clean Prod 172:4231–4238. https://doi.org/10.1016/j.jclepro.2017.10.287
Wang P, Wu W, Zhu B, Wei Y (2013) Examining the impact factors of energy-related CO2 emissions using the STIRPAT model in Guangdong, China. Appl Energy 106:65–71
Wang B, Sun Y, Chen Q, Wang Z (2018) Determinants analysis of carbon dioxide emissions in passenger and freight transportation sectors in China. Struct Chang Econ Dyn 47:127–132
Wang Q, Wang X, Li R (2022) Does urbanization redefine the environmental Kuznets curve? An empirical analysis of 134 Countries. Sustain Cities Soc 76:103382
World Bank (2022) World Development Indicators. https://databank.worldbank.org/source/world-development-indicators#
WTO (2023) Evolution of trade under the WTO: handy statistics. World Trade Organization. https://www.wto.org/english/res_e/statis_e/trade_evolution_e/evolution_trade_wto_e.htm#:~:text=World%20trade%20values%20today%20have,the%20WTO%20was%20first%20established
Xie D, Zhao B, Wang S, Duan L (2020) Benefit of China’s reduction in nitrogen oxides emission to natural ecosystems in East Asia with respect to critical load exceedance. Environ Int 136:105468
Xu H, Pittock J, Daniell KA (2021) China: a new trajectory prioritizing rural rather than urban development? Land 10(5):514
Yang X, Lou F, Sun M, Wang R, Wang Y (2017) Study of the relationship between greenhouse gas emissions and the economic growth of Russia based on the environmental Kuznets curve. Appl Energy 193:162–173
Yusuf AM, Abubakar AB, Mamman SO (2020) Relationship between greenhouse gas emission, energy consumption, and economic growth: evidence from some selected oil-producing African countries. Environ Sci Pollut Res 27(13):15815–15823
Zaman K, Khan H, Khan MM, Saleem Z, Nawaz M (2011) The impact of population on environmental degradation in South Asia: application of seemingly unrelated regression equation model. Environ Econ 2(2):80–88
Zanjani Z, Soares I, Macedo P (2022) The nexus between CO2 emissions from electricity generation, GDP and energy intensity using a complete maximum entropy approach: the case of Iran. Energy Rep 8:319–324
Zeng J, Han J, Qu J, Maraseni TN, Xu L, Li H, Liu L (2021) Ecoefficiency of China's agricultural sector: what are the spatiotemporal characteristics and how are they determined? J Clean Prod 325:129346
Zhang B, Chen GQ (2014) Methane emissions in China 2007. Renew Sust Energ Rev 30:886–902
Zhang Y, Wang H, Maucieri C, Liu S, Zou J (2019) Annual nitric and nitrous oxide emissions response to biochar amendment from an intensive greenhouse vegetable system in southeast China. Sci Hortic 246:879–886
Zivot E, Andrews DWK (1992) Further evidence on the great crash, the oil-price shock, and the unit-root hypothesis. J Bus Econ Stat 10:251–270
Zou X, Li Y, Li K, Cremades R, Gao Q, Wan Y, Quin X (2015) Greenhouse gas emissions from agricultural irrigation in China. Mitig Adapt Strateg Glob Chang 20(2):295–315
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Paul Adjei Kwakwa conceived the research idea and analyzed the data. Bright Akwasi Gyamfi did a review of literature with Hamdiyah Alhassan who also handled the methodology. Solomon Aboagye discussed the results and provided recommendations. All authors read and approved the final manuscript.
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Kwakwa, P.A., Aboagye, S., Alhassan, H. et al. Reducing agricultural nitrous oxide emissions in China: the role of food production, forest cover, income, trade openness, and rural population. Environ Sci Pollut Res 30, 95773–95788 (2023). https://doi.org/10.1007/s11356-023-28990-z
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DOI: https://doi.org/10.1007/s11356-023-28990-z