IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/gkpbu.html
   My bibliography  Save this paper

Role of Energy use in the Prediction of CO2 Emissions and Growth in India: An Application of Artificial Neural Networks (ANN)

Author

Listed:
  • K, Ashin Nishan M
  • ASHIQ, MUHAMMED V

Abstract

The correspondence among energy use, carbon dioxide emissions and growth is a matter of discussion among policymakers, economists and researchers. It is not possible to deny that the concept of sustainable development inspires them for the enquiry into this arena. The primary aspiration of this work is to develop and use the machine learning technique in the prediction of carbon dioxide emissions and growth by taking energy use as the inputs variables. Our findings suggest that the prediction accuracy of the CO2 and growth can improve by using machine learning techniques. In this case, prediction using Adam optimisation is better than Stochastic Gradient Descent (SGD) in the context of carbon dioxide emissions and growth. Further, result highlights that movement from fossil fuel use to renewable energy use is a possible way to reduce carbon dioxide emissions without sacrificing economic growth.

Suggested Citation

  • K, Ashin Nishan M & ASHIQ, MUHAMMED V, 2019. "Role of Energy use in the Prediction of CO2 Emissions and Growth in India: An Application of Artificial Neural Networks (ANN)," SocArXiv gkpbu, Center for Open Science.
    • Handle: RePEc:osf:socarx:gkpbu
    DOI: 10.31219/osf.io/gkpbu
    as

    Download full text from publisher

    File URL: https://osf.io/download/5dea2fd3b1bf4c000a3f0090/
    Download Restriction: no
    File URL: https://libkey.io/10.31219/osf.io/gkpbu?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. Mounir Belloumi & Atef Saad Alshehry, 2015. "Sustainable Energy Development in Saudi Arabia," Sustainability, MDPI, vol. 7(5), pages 1-18, April.
    2. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    3. Nguyen, Kim Hanh & Kakinaka, Makoto, 2019. "Renewable energy consumption, carbon emissions, and development stages: Some evidence from panel cointegration analysis," Renewable Energy, Elsevier, vol. 132(C), pages 1049-1057.
    4. Michael McAleer & Ha Minh Nguyen & Ngoc Hoang Bui & Duc Hong Vo, 2019. "Energy Consumption and Economic Growth: Evidence from Vietnam," Journal of Reviews on Global Economics, Lifescience Global, vol. 8, pages 350-361.
    5. Tang, Chor Foon & Tan, Bee Wah & Ozturk, Ilhan, 2016. "Energy consumption and economic growth in Vietnam," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1506-1514.
    6. Acheampong, Alex O., 2018. "Economic growth, CO2 emissions and energy consumption: What causes what and where?," Energy Economics, Elsevier, vol. 74(C), pages 677-692.
    7. Apergis, Nicholas & Ben Jebli, Mehdi & Ben Youssef, Slim, 2018. "Does renewable energy consumption and health expenditures decrease carbon dioxide emissions? Evidence for sub-Saharan Africa countries," Renewable Energy, Elsevier, vol. 127(C), pages 1011-1016.
    8. Ang, James B., 2008. "Economic development, pollutant emissions and energy consumption in Malaysia," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 271-278.
    9. Hribar, Rok & Potočnik, Primož & Šilc, Jurij & Papa, Gregor, 2019. "A comparison of models for forecasting the residential natural gas demand of an urban area," Energy, Elsevier, vol. 167(C), pages 511-522.
    10. Alshehry, Atef Saad & Belloumi, Mounir, 2015. "Energy consumption, carbon dioxide emissions and economic growth: The case of Saudi Arabia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 237-247.
    11. Beyca, Omer Faruk & Ervural, Beyzanur Cayir & Tatoglu, Ekrem & Ozuyar, Pinar Gokcin & Zaim, Selim, 2019. "Using machine learning tools for forecasting natural gas consumption in the province of Istanbul," Energy Economics, Elsevier, vol. 80(C), pages 937-949.
    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. Armeanu, Daniel Stefan & Joldes, Camelia Catalina & Gherghina, Stefan Cristian & Andrei, Jean Vasile, 2021. "Understanding the multidimensional linkages among renewable energy, pollution, economic growth and urbanization in contemporary economies: Quantitative assessments across different income countries’ g," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    2. Baris Kablamaci, 2017. "A re-examination of causal relation between economic growth and energy consumption: Evidence from 91 countries," Economics Bulletin, AccessEcon, vol. 37(2), pages 790-805.
    3. Wang, Xiong & Wang, Xiao & Ren, Xiaohang & Wen, Fenghua, 2022. "Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach," Energy Economics, Elsevier, vol. 109(C).
    4. Samargandi, Nahla, 2017. "Sector value addition, technology and CO2 emissions in Saudi Arabia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 78(C), pages 868-877.
    5. Solomon P. Nathaniel & Festus V. Bekun, 2020. "Electricity Consumption, Urbanization and Economic Growth in Nigeria: New Insights from Combined Cointegration amidst Structural Breaks," Research Africa Network Working Papers 20/013, Research Africa Network (RAN).
    6. Fang Yang & Jie Dian, 2022. "Macro-Economic Impact of Policies for Controlling Fossil Energy Consumption in China," Energies, MDPI, vol. 15(3), pages 1-19, January.
    7. Usman, Muhammad & Khalid, Khaizran & Mehdi, Muhammad Abuzar, 2021. "What determines environmental deficit in Asia? Embossing the role of renewable and non-renewable energy utilization," Renewable Energy, Elsevier, vol. 168(C), pages 1165-1176.
    8. Xiao-Ying Dong & Qiying Ran & Yu Hao, 2019. "On the nonlinear relationship between energy consumption and economic development in China: new evidence from panel data threshold estimations," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(4), pages 1837-1857, July.
    9. Kangyin Dong & Xiucheng Dong & Qingzhe Jiang, 2020. "How renewable energy consumption lower global CO2 emissions? Evidence from countries with different income levels," The World Economy, Wiley Blackwell, vol. 43(6), pages 1665-1698, June.
    10. Yang, Shuangpeng & umar, Muhammad, 2022. "How globalization is reshaping the environmental quality in G7 economies in the presence of renewable energy initiatives?," Renewable Energy, Elsevier, vol. 193(C), pages 128-135.
    11. Ahmad, Mahmood & Ahmed, Zahoor & Khan, Sana Akbar & Alvarado, Rafael, 2023. "Towards environmental sustainability in E−7 countries: Assessing the roles of natural resources, economic growth, country risk, and energy transition," Resources Policy, Elsevier, vol. 82(C).
    12. Henrique Oliveira & Víctor Moutinho, 2021. "Renewable Energy, Economic Growth and Economic Development Nexus: A Bibliometric Analysis," Energies, MDPI, vol. 14(15), pages 1-28, July.
    13. Alharthi, Majed & Hanif, Imran & Alamoudi, Hawazen, 2022. "Impact of environmental pollution on human health and financial status of households in MENA countries: Future of using renewable energy to eliminate the environmental pollution," Renewable Energy, Elsevier, vol. 190(C), pages 338-346.
    14. Mehmet Balcilar & Zeynel Abidin Ozdemir & Huseyin Ozdemir & Muhammad Shahbaz, 2018. "Carbon dioxide emissions, energy consumption and economic growth: The historical decomposition evidence from G-7 countries," Working Papers 15-41, Eastern Mediterranean University, Department of Economics.
    15. 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).
    16. Andrew Adewale Alola & Nihat Doganalp & Hephzibah Onyeje Obekpa, 2023. "The influence of renewable energy and economic freedom aspects on ecological sustainability in the G7 countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 716-727, April.
    17. Huang, Jiashun & Li, Weiping & Guo, Lijia & Hu, Xi & Hall, Jim W., 2020. "Renewable energy and household economy in rural China," Renewable Energy, Elsevier, vol. 155(C), pages 669-676.
    18. Lawal, Adedoyin Isola & Ozturk, Ilhan & Olanipekun, Ifedolapo O. & Asaleye, Abiola John, 2020. "Examining the linkages between electricity consumption and economic growth in African economies," Energy, Elsevier, vol. 208(C).
    19. Malik, Meheroon Nisa Abdul & Masih, Mansur, 2017. "The relationship between energy consumption, financial development and economic growth: an evidence from Malaysia based on ARDL," MPRA Paper 86374, University Library of Munich, Germany.
    20. Suki, Norazah Mohd & Suki, Norbayah Mohd & Afshan, Sahar & Sharif, Arshian & Meo, Muhammad Saeed, 2022. "The paradigms of technological innovation and renewables as a panacea for sustainable development: A pathway of going green," Renewable Energy, Elsevier, vol. 181(C), pages 1431-1439.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:osf:socarx:gkpbu. 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: OSF (email available below). General contact details of provider: https://arabixiv.org .

    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.