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

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  • 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.

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  • 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
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    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. 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.
    4. 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.
    5. Ang, James B., 2008. "Economic development, pollutant emissions and energy consumption in Malaysia," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 271-278.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
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