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      Markov chain-based impact analysis of the pandemic Covid-19 outbreak on global primary energy consumption mix

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          Abstract

          The historic evolution of global primary energy consumption (GPEC) mix, comprising of fossil (liquid petroleum, gaseous and coal fuels) and non-fossil (nuclear, hydro and other renewables) energy sources while highlighting the impact of the novel corona virus 2019 pandemic outbreak, has been examined through this study. GPEC data of 2005–2021 has been taken from the annually published reports by British Petroleum. The equilibrium state, a property of the classical predictive modeling based on Markov chain, is employed as an investigative tool. The pandemic outbreak has proved to be a blessing in disguise for global energy sector through, at least temporarily, reducing the burden on environment in terms of reducing demand for fossil energy sources. Some significant long term impacts of the pandemic occurred in second and third years (2021 and 2022) after its outbreak in 2019 rather than in first year (2020) like the penetration of other energy sources along with hydro and renewable ones in GPEC. Novelty of this research lies within the application of the equilibrium state feature of compositional Markov chain based prediction upon GPEC mix. The analysis into the past trends suggests the advancement towards a better global energy future comprising of cleaner fossil resources (mainly natural gas), along with nuclear, hydro and renewable ones in the long run.

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          Temporary reduction in daily global CO2 emissions during the COVID-19 forced confinement

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            Impacts of COVID-19 pandemic on the global energy system and the shift progress to renewable energy: Opportunities, challenges, and policy implications

            Being declared a global emergency, the COVID-19 pandemic has taken many lives, threatened livelihoods and businesses around the world. The energy industry, in particular, has experienced tremendous pressure resulting from the pandemic. In response to such a challenge, the development of sustainable resources and renewable energy infrastructure has demonstrated its potential as a promising and effective strategy. To sufficiently address the effect of COVID-19 on renewable energy development strategies, short-term policy priorities should be identified, while mid-term and long-term action plans should be formulated in achieving the well-defined renewable energy targets and progress towards a more sustainable energy future. In this review, opportunities, challenges, and significant impacts of the COVID-19 pandemic on current and future sustainable energy strategies were analyzed in detail; while drawing from experiences in identifying reasonable behaviors, orientating appropriate actions, and policy implications on the sustainable energy trajectory were also mentioned. Indeed, the question is that whether the COVID-19 pandemic will kill us or provide us with a precious lesson on future sustainable energy development.
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              An Outlook on the Global Development of Renewable and Sustainable Energy at the Time of Covid-19

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                Author and article information

                Contributors
                abdul.muqeet@ptut.edu.pk
                Journal
                Sci Rep
                Sci Rep
                Scientific Reports
                Nature Publishing Group UK (London )
                2045-2322
                24 April 2024
                24 April 2024
                2024
                : 14
                : 9449
                Affiliations
                [1 ]Department of Mechanical Engineering, University of Management and Technology, Sialkot Campus, ( https://ror.org/0095xcq10) Sialkot, 51310 Pakistan
                [2 ]Department of Electrical Engineering and Technology, Government College University Faisalabad, ( https://ror.org/051zgra59) Faisalabad, 38000 Pakistan
                [3 ]Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, ( https://ror.org/02f81g417) P.O.Box 51178, Riyadh, 11543 Kingdom of Saudi Arabia
                [4 ]Department of Electrical Engineering and Technology, Punjab Tianjin University of Technology, Lahore, Punjab Pakistan
                [5 ]Department of Electrical and Computer Engineering, Sungkyunkwan University, ( https://ror.org/04q78tk20) Suwon, 16419 South Korea
                Article
                60125
                10.1038/s41598-024-60125-3
                11043445
                38658780
                e69e969f-b49b-4b8d-a3b9-775ed450b7fe
                © The Author(s) 2024

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 29 September 2023
                : 18 April 2024
                Funding
                Funded by: FundRef http://dx.doi.org/10.13039/501100002383, King Saud University;
                Award ID: RSPD2023R553
                Categories
                Article
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                © Springer Nature Limited 2024

                Uncategorized
                covid-19 pandemic,markov chain,predictive modeling,equilibrium state,global primary energy consumption,energy science and technology,energy infrastructure

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