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Time Series Analysis of Fossil Fuels Consumption in Slovakia by Arima Model Cover

Time Series Analysis of Fossil Fuels Consumption in Slovakia by Arima Model

Open Access
|Jan 2023

Abstract

According to the Green Deal, the carbon neutrality of the European Union (EU) should be reached partly by the transition from fossil fuels to alternative renewable sources. However, fossil fuels still play an essential role in energy production, and are widely used in the world with no alternative to be completely replaced with, so far. In recent years, we have observed the rapidly growing prices of commodities such as oil or gas. The analysis of past fossil fuels consumption might contribute significantly to the responsible formulation of the energy policy of each country, reflected in policies of related organisations and the industrial sector. Over the years, a number of papers have been published on modelling production and consumption of fossil and renewable energy sources on the level of national economics, industrial sectors and households, exploiting and comparing a variety of approaches. In this paper, we model the consumption of fossil fuels (gas and coal) in Slovakia based on the annual data during the years 1965–2020. To our knowledge, no such model, which analyses historical data and provides forecasts for future consumption of gas and coal, respectively, in Slovakia, is currently available in the literature. For building the model, we have used the Box–Jenkins methodology. Because of the presence of trend in the data, we have considered the autoregressive integrated moving average (ARIMA (p,d,q)) model. By fitting models with various combinations of parameters p, d, q, the best fitting model has been chosen based on the value of Akaike’s information criterion. According to this, the model for coal consumption is ARIMA(0, 2, 1) and for gas consumption it is ARIMA(2, 2, 2).

DOI: https://doi.org/10.2478/ama-2023-0004 | Journal eISSN: 2300-5319 | Journal ISSN: 1898-4088
Language: English
Page range: 35 - 43
Submitted on: Jun 28, 2022
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Accepted on: Oct 24, 2022
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Published on: Jan 14, 2023
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2023 Mária Michalková, Ivana Pobočíková, published by Bialystok University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.