IDEAS home Printed from https://ideas.repec.org/a/spr/endesu/v27y2025i6d10.1007_s10668-024-04479-8.html
   My bibliography  Save this article

A novel discrete conformable fractional grey system model for forecasting carbon dioxide emissions

Author

Listed:
  • Peng Zhu

    (Nanjing University of Science and Technology
    Nanyang Technological University)

  • Han Zhang

    (Nanjing University of Science and Technology)

  • Yunsheng Shi

    (China Nuclear Industry Huaxing Construction Co., Ltd.)

  • Wanli Xie

    (Qufu Normal University)

  • Mingyong Pang

    (Nanjing Normal University)

  • Yuhui Shi

    (Southern University of Science and Technology)

Abstract

Providing an accurate forecast of the CO2 emission growth path at the country level can help governments make informed decisions, thereby making their environmental protection policies more effective. A conformable fractional discrete grey system model is raised for carbon emission forecasting in this paper. The proposed model improves the traditional discrete grey-based model by incorporating CFA and CFD, built and tested by using the annual CO2 emissions data from Germany, Japan, and Thailand from 2011 to 2021. As is demonstrated by experimental results, the model is extremely advantageous in comparison with a variety of benchmark grey-based models. Based on the model, an examination of carbon emission trends in the three countries reveals that all of them made progress in reducing air pollution, and Japan achieved the most CO2 emissions reduction during the period.

Suggested Citation

  • Peng Zhu & Han Zhang & Yunsheng Shi & Wanli Xie & Mingyong Pang & Yuhui Shi, 2025. "A novel discrete conformable fractional grey system model for forecasting carbon dioxide emissions," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(6), pages 13581-13609, June.
  • Handle: RePEc:spr:endesu:v:27:y:2025:i:6:d:10.1007_s10668-024-04479-8
    DOI: 10.1007/s10668-024-04479-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10668-024-04479-8
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10668-024-04479-8?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Guoliang Fan & Anni Zhu & Hongxia Xu, 2023. "Analysis of the Impact of Industrial Structure Upgrading and Energy Structure Optimization on Carbon Emission Reduction," Sustainability, MDPI, vol. 15(4), pages 1-23, February.
    2. Lin, Chiun-Sin & Liou, Fen-May & Huang, Chih-Pin, 2011. "Grey forecasting model for CO2 emissions: A Taiwan study," Applied Energy, Elsevier, vol. 88(11), pages 3816-3820.
    3. Abbasi, Kashif Raza & Adedoyin, Festus Fatai & Abbas, Jaffar & Hussain, Khadim, 2021. "The impact of energy depletion and renewable energy on CO2 emissions in Thailand: Fresh evidence from the novel dynamic ARDL simulation," Renewable Energy, Elsevier, vol. 180(C), pages 1439-1450.
    4. Li, Li & Chen, Xiaoting & Zhu, Peng, 2024. "How do e-commerce anchors' characteristics influence consumers’ impulse buying? An emotional contagion perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    5. Wang, Jianzhou & Dong, Yao & Wu, Jie & Mu, Ren & Jiang, He, 2011. "Coal production forecast and low carbon policies in China," Energy Policy, Elsevier, vol. 39(10), pages 5970-5979, October.
    6. Abbas, Jawad & Wang, Lisu & Ben Belgacem, Samira & Pawar, Puja Sunil & Najam, Hina & Abbas, Jaffar, 2023. "Investment in renewable energy and electricity output: Role of green finance, environmental tax, and geopolitical risk: Empirical evidence from China," Energy, Elsevier, vol. 269(C).
    7. Yi-Chung Hu, 2022. "Demand forecasting of green metal materials using non-equidistant grey prediction with robust nonlinear interval regression analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(8), pages 9809-9831, August.
    8. Abbasi, Kashif Raza & Abbas, Jaffar & Tufail, Muhammad, 2021. "Revisiting electricity consumption, price, and real GDP: A modified sectoral level analysis from Pakistan," Energy Policy, Elsevier, vol. 149(C).
    9. Wang, Meng & Wang, Wei & Wu, Lifeng, 2022. "Application of a new grey multivariate forecasting model in the forecasting of energy consumption in 7 regions of China," Energy, Elsevier, vol. 243(C).
    10. Shah, Syed Ale Raza & Zhang, Qianxiao & Abbas, Jaffar & Tang, Hui & Al-Sulaiti, Khalid Ibrahim, 2023. "Waste management, quality of life and natural resources utilization matter for renewable electricity generation: The main and moderate role of environmental policy," Utilities Policy, Elsevier, vol. 82(C).
    11. Hongbo Liu & Hanho Kim & Justin Choe, 2019. "Export diversification, CO2 emissions and EKC: panel data analysis of 125 countries," Asia-Pacific Journal of Regional Science, Springer, vol. 3(2), pages 361-393, June.
    12. Najabat Ali & Khamphe Phoungthong & Anwar Khan & Shah Abbas & Azer Dilanchiev & Shahbaz Tariq & Muhammad Nauman Sadiq, 2023. "Does FDI foster technological innovations? Empirical evidence from BRICS economies," PLOS ONE, Public Library of Science, vol. 18(3), pages 1-20, March.
    13. Yin, Chen & Mao, Shuhua, 2023. "Fractional multivariate grey Bernoulli model combined with improved grey wolf algorithm: Application in short-term power load forecasting," Energy, Elsevier, vol. 269(C).
    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. Muntazir Hussain & Ramiz Ur Rehman & Usman Bashir, 2024. "Environmental pollution, innovation, and financial development: an empirical investigation in selected industrialized countries using the panel ARDL approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 29217-29248, November.
    2. Jianwei Xu & Shuxin Liu, 2024. "Current status, evolutionary path, and development trends of low-carbon technology innovation: a bibliometric analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(9), pages 24151-24182, September.
    3. Om Raj Katoch, 2024. "Exploring the relationship between expenditure on power and state finances: an empirical study in Jammu and Kashmir, India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(10), pages 26397-26413, October.
    4. Zheng, Li & Abbasi, Kashif Raza & Salem, Sultan & Irfan, Muhammad & Alvarado, Rafael & Lv, Kangjuan, 2022. "How technological innovation and institutional quality affect sectoral energy consumption in Pakistan? Fresh policy insights from novel econometric approach," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    5. Qiyao Liu & Xiaodong Zhu, 2024. "Incentive strategies for retired power battery closed-loop supply chain considering corporate social responsibility," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 19013-19050, July.
    6. Hafiz Salami & Kingsley Okpara & Chomsri Choochuay & Techato Kuaanan & David Akeju & Manasseh Shitta, 2025. "Domestic energy consumption, theories, and policies: a systematic review," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(3), pages 5821-5867, March.
    7. Zhou, Runyu & Abbasi, Kashif Raza & Salem, Sultan & Almulhim, Abdulaziz.I. & Alvarado, Rafael, 2022. "Do natural resources, economic growth, human capital, and urbanization affect the ecological footprint? A modified dynamic ARDL and KRLS approach," Resources Policy, Elsevier, vol. 78(C).
    8. Zhang, Jinjun & Abbasi, Kashif Raza & Hussain, Khadim & Akram, Sabahat & Alvarado, Rafael & Almulhim, Abdulaziz I., 2022. "Another perspective towards energy consumption factors in Pakistan: Fresh policy insights from novel methodological framework," Energy, Elsevier, vol. 249(C).
    9. Abbasi, Kashif Raza & Hussain, Khadim & Redulescu, Magdalena & Ozturk, Ilhan, 2021. "Does natural resources depletion and economic growth achieve the carbon neutrality target of the UK? A way forward towards sustainable development," Resources Policy, Elsevier, vol. 74(C).
    10. Soroush Safarzadeh & Morteza Rasti-Barzoki & Jörn Altmann & Ilkyeong Moon, 2024. "A game theoretic approach for tradable white certificates regarding energy rebound and government intervention," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 29643-29676, November.
    11. Peter Oluwadare Kalejaiye, 2023. "Addressing shortage of skilled technical workers in the USA: A glimpse for training service providers," Future Business Journal, Springer, vol. 9(1), pages 1-12, December.
    12. Mohammad Amin Edalatpour & Seyed Mohammad Javad Mirzapour Al-e-Hashem & Amir Mohammad Fathollahi-Fard, 2024. "Combination of pricing and inventory policies for deteriorating products with sustainability considerations," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(3), pages 6809-6849, March.
    13. Shubham Kakran & Nishant Sapra & Ashish Kumar & Arpit Sidhu, 2024. "Interrelationship dynamics between stock markets of nation under debt crisis and its major trading partners: evidence from Sri Lankan crisis," Future Business Journal, Springer, vol. 10(1), pages 1-15, December.
    14. Peng Wang & Yuting Yang & Cheng Ji & Lei Huang, 2024. "Influence of built environment on building energy consumption: a case study in Nanjing, China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(2), pages 5199-5222, February.
    15. Abbasi, Kashif Raza & Shahbaz, Muhammad & Zhang, Jinjun & Irfan, Muhammad & Alvarado, Rafael, 2022. "Analyze the environmental sustainability factors of China: The role of fossil fuel energy and renewable energy," Renewable Energy, Elsevier, vol. 187(C), pages 390-402.
    16. Pingxin Wang & Zhen Jing & Zhi Zhang & Qing Wang & Congcong Li & Hongxia Zhu, 2023. "Secure transmission for IoT wireless energy-carrying communication systems," PLOS ONE, Public Library of Science, vol. 18(8), pages 1-18, August.
    17. Huiling Wang & Fei Sun & Junming Su & Sanchir Bold & Mansoor Ahmed Koondhar, 2025. "Mapping research trends and identifying missing research gaps in green environment and public health: a bibliometric analysis for 2003–2021," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 3343-3372, February.
    18. BEN YOUSSEF, Adel, 2024. "The role of NGOs in climate policies: The case of Tunisia," Journal of Economic Behavior & Organization, Elsevier, vol. 220(C), pages 388-401.
    19. Muhammad Ramzan, 2023. "What hurt the most? Assessing the influence of pollution and climate change on agricultural sustainability in Asia," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(4), pages 2598-2619, August.
    20. Shah, Syed Ale Raza & Zhang, Qianxiao & Abbas, Jaffar & Tang, Hui & Al-Sulaiti, Khalid Ibrahim, 2023. "Waste management, quality of life and natural resources utilization matter for renewable electricity generation: The main and moderate role of environmental policy," Utilities Policy, Elsevier, vol. 82(C).

    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:spr:endesu:v:27:y:2025:i:6:d:10.1007_s10668-024-04479-8. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.