[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0229894.html
   My bibliography  Save this article

Predicting the influence of climate on grassland area burned in Xilingol, China with dynamic simulations of autoregressive distributed lag models

Author

Listed:
  • Ali Hassan Shabbir
  • Jiquan Zhang
  • James D Johnston
  • Samuel Asumadu Sarkodie
  • James A Lutz
  • Xingpeng Liu
Abstract
The influence of climate change on wildland fire has received considerable attention, but few studies have examined the potential effects of climate variability on grassland area burned within the extensive steppe land of Eurasia. We used a novel statistical approach borrowed from the social science literature—dynamic simulations of autoregressive distributed lag (ARDL) models—to explore the relationship between temperature, relative humidity, precipitation, wind speed, sunlight, and carbon emissions on grassland area burned in Xilingol, a large grassland-dominated landscape of Inner Mongolia in northern China. We used an ARDL model to describe the influence of these variables on observed area burned between 2001 and 2018 and used dynamic simulations of the model to project the influence of climate on area burned over the next twenty years. Our analysis demonstrates that area burned was most sensitive to wind speed and temperature. A 1% increase in wind speed was associated with a 20.8% and 22.8% increase in observed and predicted area burned respectively, while a 1% increase in maximum temperature was associated with an 8.7% and 9.7% increase in observed and predicted future area burned. Dynamic simulations of ARDL models provide insights into the variability of area burned across Inner Mongolia grasslands in the context of anthropogenic climate change.

Suggested Citation

  • Ali Hassan Shabbir & Jiquan Zhang & James D Johnston & Samuel Asumadu Sarkodie & James A Lutz & Xingpeng Liu, 2020. "Predicting the influence of climate on grassland area burned in Xilingol, China with dynamic simulations of autoregressive distributed lag models," PLOS ONE, Public Library of Science, vol. 15(4), pages 1-19, April.
  • Handle: RePEc:plo:pone00:0229894
    DOI: 10.1371/journal.pone.0229894
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0229894
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0229894&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0229894?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Grant, Taylor & Lebo, Matthew J., 2016. "Error Correction Methods with Political Time Series," Political Analysis, Cambridge University Press, vol. 24(1), pages 3-30, January.
    2. Soren Jordan & Andrew Q. Philips, 2018. "Cointegration testing and dynamic simulations of autoregressive distributed lag modelsJournal: Stata Journal," Stata Journal, StataCorp LP, vol. 18(4), pages 902-923, December.
    3. Sebastian Kripfganz & Daniel C. Schneider, 2023. "ardl: Estimating autoregressive distributed lag and equilibrium correction models," Stata Journal, StataCorp LP, vol. 23(4), pages 983-1019, December.
    4. Sebastian Kripfganz & Daniel C. Schneider, 2023. "ardl: Estimating autoregressive distributed lag and equilibrium correction models," Stata Journal, StataCorp LP, vol. 23(4), pages 983-1019, December.
    5. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    6. Andrews, Donald W K & Monahan, J Christopher, 1992. "An Improved Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimator," Econometrica, Econometric Society, vol. 60(4), pages 953-966, July.
    7. Khan, Muhammad Tariq Iqbal & Ali, Qamar & Ashfaq, Muhammad, 2018. "The nexus between greenhouse gas emission, electricity production, renewable energy and agriculture in Pakistan," Renewable Energy, Elsevier, vol. 118(C), pages 437-451.
    8. Victor Danneyrolles & Sébastien Dupuis & Gabriel Fortin & Marie Leroyer & André Römer & Raphaële Terrail & Mark Vellend & Yan Boucher & Jason Laflamme & Yves Bergeron & Dominique Arseneault, 2019. "Stronger influence of anthropogenic disturbance than climate change on century-scale compositional changes in northern forests," Nature Communications, Nature, vol. 10(1), pages 1-7, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Moutinho, Victor & Santos de Oliveira, Helena M. & Viana Espinosa de Oliveira, Henrique & Puime Guillén, Félix, 2023. "The augmented and integrative model of economic growth: Theoretical and empirical evidence from USA," Socio-Economic Planning Sciences, Elsevier, vol. 89(C).
    2. Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2022. "Dynamic ARDL Simulations Effects of Fiscal Decentralization, Green Technological Innovation, Trade Openness, and Institutional Quality on Environmental Sustainability: Evidence from South Africa," Sustainability, MDPI, vol. 14(16), pages 1-35, August.
    3. Bekun, Festus Victor, 2024. "Race to carbon neutrality in South Africa: What role does environmental technological innovation play?," Applied Energy, Elsevier, vol. 354(PA).
    4. Rasool Dehghanzadeh Shahabad & Mehmet Balcilar, 2022. "Modelling the Dynamic Interaction between Economic Policy Uncertainty and Commodity Prices in India: The Dynamic Autoregressive Distributed Lag Approach," Mathematics, MDPI, vol. 10(10), pages 1-21, May.
    5. Maxwell Chukwudi Udeagha & Marthinus Christoffel Breitenbach, 2023. "Exploring the moderating role of financial development in environmental Kuznets curve for South Africa: fresh evidence from the novel dynamic ARDL simulations approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-52, December.
    6. Dan Ioan Topor & Andreea Marin-Pantelescu & Adela Socol & Oana Raluca Ivan, 2022. "Decarbonization of the Romanian Economy: An ARDL and KRLS Approach of Ecological Footprint," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 24(61), pages 664-664, August.
    7. Nuno Carlos Leitão & Jeremiás Máté Balogh, 2020. "The Impact of Energy Consumption and Agricultural Production on Carbon Dioxide Emissions in Portugal," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 12(1), March.
    8. Dorina Lazar & Cristian Marius Litan, 2024. "Inequality, Growth, and Structural Transformation: New Evidence from a Post-communist Economy," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 66(2), pages 236-260, June.
    9. Maxwell Chukwudi Udeagha & Marthinus Christoffel Breitenbach, 2023. "The Role of Financial Development in Climate Change Mitigation: Fresh Policy Insights from South Africa," Biophysical Economics and Resource Quality, Springer, vol. 8(1), pages 1-34, March.
    10. Maxwell Chukwudi Udeagha & Nicholas Ngepah, 2022. "Disaggregating the environmental effects of renewable and non-renewable energy consumption in South Africa: fresh evidence from the novel dynamic ARDL simulations approach," Economic Change and Restructuring, Springer, vol. 55(3), pages 1767-1814, August.
    11. Maxwell Chukwudi Udeagha & Marthinus Christoffel Breitenbach, 2023. "Revisiting the nexus between fiscal decentralization and CO2 emissions in South Africa: fresh policy insights," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-46, December.
    12. Maxwell Chukwudi Udeagha & Marthinus Christoffel Breitenbach, 2024. "Investigating Financial Development and Its Direct and Indirect Environmental Effects in South Africa: Fresh Policy Insights," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 36(2), pages 428-495, April.
    13. Wang, Jianli & Qiu, Shushu & Yick, Ho Yin, 2022. "The influence of the Shanghai crude oil futures on the global and domestic oil markets," Energy, Elsevier, vol. 245(C).
    14. Muhammad Kamran Khan & Jian‐Zhou Teng & Muhammad Imran Khan & Muhammad Fayaz Khan, 2023. "Stock market reaction to macroeconomic variables: An assessment with dynamic autoregressive distributed lag simulations," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 2436-2448, July.
    15. Nuno Carlos Leitão, 2021. "Testing the Role of Trade on Carbon Dioxide Emissions in Portugal," Economies, MDPI, vol. 9(1), pages 1-15, February.
    16. Boucekkine, R. & Laksaci, M. & Touati-Tliba, M., 2021. "Long-run stability of money demand and monetary policy: The case of Algeria," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).
    17. Bouazza Elamine Zemri & Sidi Mohamed Boumediene Khetib, 2024. "Can Sustainable Economic Development Curtail Carbon Dioxide Emissions? Insights from Algeria’s Industry," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 3, pages 70-83.
    18. Stéphane Lemarié & Valérie Orozco & Jean-Pierre Butault & Antonio Musolesi & Michel Simioni & Bertrand Schmitt, 2020. "Assessing the long-term impact of agricultural research on productivity: evidence from France," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 47(4), pages 1559-1586.
    19. Sebastian Kripfganz & Daniel C. Schneider, 2020. "Response Surface Regressions for Critical Value Bounds and Approximate p‐values in Equilibrium Correction Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(6), pages 1456-1481, December.
    20. Maria Karadima & Helen Louri, 2021. "Determinants of Non-Performing Loans in Greece: the intricate role of fiscal expansion," GreeSE – Hellenic Observatory Papers on Greece and Southeast Europe 160, Hellenic Observatory, LSE.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0229894. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.