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Models for Predicting Non-Renewable Energy Competing with Renewable Source for Sustainable Energy Development: Case of Asia and Oceania Region

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  • Muhammad Ikram

    (Al Akhawayn University in Ifrane)

Abstract

Accurate energy forecasting is of great significance to meet the energy demands, clean energy plans and sustainable energy development strategies. Therefore, this study develops the integrated grey framework to forecast the growth trends of renewable and non-renewable energy production and consumption in Asia and Oceania region from 2017 to 2025 by using novel grey forecasting models, namely even grey model, discrete grey model, optimized discrete grey model and non-homogeneous discrete grey model (NDGM). Mean absolute percentage error was employed to measure the performance of grey models. Data were collected from the International Energy Agency from 1980 to 2016. The results reveal that the energy consumption and production from coal as a non-renewable energy source are comparatively higher than any other energy source and depicted an increasing trend until 2025. Renewable, nuclear and other renewable sources of energy production and consumption showed the uprising trend with slow pace. Moreover, the consumptions of petroleum started with 23.07 quadrillion BTU in 1980; however, the production ended at 18.577 quads BTU in 2015. The production and consumption of petroleum will reach approximately 21.0465 and 93.750 quads BTU, respectively, in 2025 and are projected to increase in Asia and Ocean region. All the four grey models showed the excellent performance. NDGM performance was recorded slightly higher. The study is first of its kind to develop the grey integrated forecasting framework to predict the renewable and non-renewable production and consumption in the region of Asia and Oceania. This study provides useful information for policymakers, decision-makers and energy experts in sustainable energy planning, and simultaneously helps to make the environment more sustainable.

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  • Muhammad Ikram, 2021. "Models for Predicting Non-Renewable Energy Competing with Renewable Source for Sustainable Energy Development: Case of Asia and Oceania Region," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 22(2), pages 133-160, December.
    • Handle: RePEc:spr:gjofsm:v:22:y:2021:i:2:d:10.1007_s40171-021-00285-7
    DOI: 10.1007/s40171-021-00285-7
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    as
    1. Menegaki, Angeliki N., 2011. "Growth and renewable energy in Europe: A random effect model with evidence for neutrality hypothesis," Energy Economics, Elsevier, vol. 33(2), pages 257-263, March.
    2. Iwafune, Yumiko & Mori, Yuko & Kawai, Toshiaki & Yagita, Yoshie, 2017. "Energy-saving effect of automatic home energy report utilizing home energy management system data in Japan," Energy, Elsevier, vol. 125(C), pages 382-392.
    3. Furlan, Claudia & Mortarino, Cinzia, 2018. "Forecasting the impact of renewable energies in competition with non-renewable sources," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1879-1886.
    4. D'Adamo, Idiano & Gastaldi, Massimo & Morone, Piergiuseppe, 2020. "The post COVID-19 green recovery in practice: Assessing the profitability of a policy proposal on residential photovoltaic plants," Energy Policy, Elsevier, vol. 147(C).
    5. Zeng, Bo & Li, Chuan, 2016. "Forecasting the natural gas demand in China using a self-adapting intelligent grey model," Energy, Elsevier, vol. 112(C), pages 810-825.
    6. Erum Rehman & Muhammad Ikram & Shazia Rehman & Ma Tie Feng, 2021. "Growing green? Sectoral-based prediction of GHG emission in Pakistan: a novel NDGM and doubling time model approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(8), pages 12169-12191, August.
    7. Salari, Mahmoud & Kelly, Inas & Doytch, Nadia & Javid, Roxana J., 2021. "Economic growth and renewable and non-renewable energy consumption: Evidence from the U.S. states," Renewable Energy, Elsevier, vol. 178(C), pages 50-65.
    8. Siti Inayatul Faizah & Uus Ahmad Husaeni, 2018. "Development of Consumption and Supplying Energy in Indonesia s Economy," International Journal of Energy Economics and Policy, Econjournals, vol. 8(6), pages 313-321.
    9. Sanjai Kumar Shukla & Sushil & Manoj Kumar Sharma, 2019. "Managerial Paradox Toward Flexibility: Emergent Views Using Thematic Analysis of Literature," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(4), pages 349-370, December.
    10. Ghazouani, Tarek & Boukhatem, Jamel & Yan Sam, Chung, 2020. "Causal interactions between trade openness, renewable electricity consumption, and economic growth in Asia-Pacific countries: Fresh evidence from a bootstrap ARDL approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
    11. Ali, Chaudhry Haider & Qureshi, Abdul Sattar & Mbadinga, Serge Maurice & Liu, Jin-Feng & Yang, Shi-Zhong & Mu, Bo-Zhong, 2017. "Biodiesel production from waste cooking oil using onsite produced purified lipase from Pseudomonas aeruginosa FW_SH-1: Central composite design approach," Renewable Energy, Elsevier, vol. 109(C), pages 93-100.
    12. Giest, Sarah & Mukherjee, Ishani, 2018. "Behavioral instruments in renewable energy and the role of big data: A policy perspective," Energy Policy, Elsevier, vol. 123(C), pages 360-366.
    13. Ito, Katsuya, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, Elsevier, vol. 151(C), pages 1-6.
    14. Mihail Nikolaevich Dudin & Konstantin Yurievich Reshetov & Victor Ivanovich Mysachenko & Natalia Nikolaevna Mironova & Olga Vladimirovna Divnenko, 2017. "Green Technology and Renewable Energy in the System of the Steel Industry in Europe," International Journal of Energy Economics and Policy, Econjournals, vol. 7(2), pages 310-315.
    15. Gong, Chengzhu & Gong, Nianjiao & Qi, Rui & Yu, Shiwei, 2020. "Assessment of natural gas supply security in Asia Pacific: Composite indicators with compromise Benefit-of-the-Doubt weights," Resources Policy, Elsevier, vol. 67(C).
    16. D’Adamo, Idiano & Falcone, Pasquale Marcello & Huisingh, Donald & Morone, Piergiuseppe, 2021. "A circular economy model based on biomethane: What are the opportunities for the municipality of Rome and beyond?," Renewable Energy, Elsevier, vol. 163(C), pages 1660-1672.
    17. Tugcu, Can Tansel & Ozturk, Ilhan & Aslan, Alper, 2012. "Renewable and non-renewable energy consumption and economic growth relationship revisited: Evidence from G7 countries," Energy Economics, Elsevier, vol. 34(6), pages 1942-1950.
    18. Deb, Chirag & Zhang, Fan & Yang, Junjing & Lee, Siew Eang & Shah, Kwok Wei, 2017. "A review on time series forecasting techniques for building energy consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 902-924.
    19. Ucok W.R. Siagian & Bintang B. Yuwono & Shinichiro Fujimori & Toshihiko Masui, 2017. "Low-Carbon Energy Development in Indonesia in Alignment with Intended Nationally Determined Contribution (INDC) by 2030," Energies, MDPI, vol. 10(1), pages 1-15, January.
    20. Squalli, Jay, 2017. "Renewable energy, coal as a baseload power source, and greenhouse gas emissions: Evidence from U.S. state-level data," Energy, Elsevier, vol. 127(C), pages 479-488.
    21. Bhattacharya, Mita & Paramati, Sudharshan Reddy & Ozturk, Ilhan & Bhattacharya, Sankar, 2016. "The effect of renewable energy consumption on economic growth: Evidence from top 38 countries," Applied Energy, Elsevier, vol. 162(C), pages 733-741.
    22. Wu, Wenqing & Ma, Xin & Zeng, Bo & Wang, Yong & Cai, Wei, 2019. "Forecasting short-term renewable energy consumption of China using a novel fractional nonlinear grey Bernoulli model," Renewable Energy, Elsevier, vol. 140(C), pages 70-87.
    23. Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "CO2 emissions, nuclear energy, renewable energy and economic growth in the US," Energy Policy, Elsevier, vol. 38(6), pages 2911-2915, June.
    24. Sujan Piya & Ahm Shamsuzzoha & Mohammad Khadem & Nasr Al-Hinai, 2020. "Identification of Critical Factors and Their Interrelationships to Design Agile Supply Chain: Special Focus to Oil and Gas Industries," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(3), pages 263-281, September.
    25. Amit Kumar Gupta & Narain Gupta, 2021. "Environment Practices Mediating the Environmental Compliance and firm Performance: An Institutional Theory Perspective from Emerging Economies," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 22(3), pages 157-178, September.
    26. Daniel Ştefan Armeanu & Georgeta Vintilă & Ştefan Cristian Gherghina, 2017. "Does Renewable Energy Drive Sustainable Economic Growth? Multivariate Panel Data Evidence for EU-28 Countries," Energies, MDPI, vol. 10(3), pages 1-21, March.
    27. Aarti Singh & Sushil & Samarjit Kar & Dragan Pamucar, 2019. "Stakeholder Role for Developing a Conceptual Framework of Sustainability in Organization," Sustainability, MDPI, vol. 11(1), pages 1-16, January.
    28. Haichao Wang & Giulia Di Pietro & Xiaozhou Wu & Risto Lahdelma & Vittorio Verda & Ilkka Haavisto, 2018. "Renewable and Sustainable Energy Transitions for Countries with Different Climates and Renewable Energy Sources Potentials," Energies, MDPI, vol. 11(12), pages 1-32, December.
    29. Gupta, Shivam & Chen, Haozhe & Hazen, Benjamin T. & Kaur, Sarabjot & Santibañez Gonzalez, Ernesto D.R., 2019. "Circular economy and big data analytics: A stakeholder perspective," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 466-474.
    30. Katsuya Ito, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, CEPII research center, issue 151, pages 1-6.
    31. Idiano D'Adamo & Massimo Gastaldi & Paolo Rosa, 2021. "Assessing Environmental and Energetic Indexes in 27 European Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 11(3), pages 417-423.
    32. Saad Ahmed Javed & Sifeng Liu, 2018. "Predicting the research output/growth of selected countries: application of Even GM (1, 1) and NDGM models," Scientometrics, Springer;Akadémiai Kiadó, vol. 115(1), pages 395-413, April.
    33. Apergis, Nicholas & Payne, James E. & Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "On the causal dynamics between emissions, nuclear energy, renewable energy, and economic growth," Ecological Economics, Elsevier, vol. 69(11), pages 2255-2260, September.
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