Energy Policymaking under Crisis Conditions: The study and Analysis of Two Variables of Energy Intensity and Energy Consumption, Using a Data Mining Approach in Iran

Document Type : Original Article

Authors

1 Associate Professor, Department of Economics, Faculty of Literature and Human Sciences, Hakim Sabzevari University, Sabzevar, Iran.

2 Assistant Professor, Department of Economics, Faculty of Literature and Human Sciences, Hakim Sabzevari University, Sabzevar, Iran.

Abstract

The study of energy consumption and energy intensity is of paramount importance, as these two variables provide a comprehensive picture of a country's energy status and play a key role in assessing energy efficiency and the sustainability of energy systems. These indicators not only reflect the level of energy consumption and efficiency but are also directly linked to achieving sustainable development goals, ensuring equitable access to energy, improving quality of life, and environmental protection. This research employs a data-mining approach to analyze energy intensity and energy consumption in Iran. World Bank time-series data from 1990 to 2023 have been used to identify energy consumption patterns and simulate their behavior under various conditions. A primary challenge of the study is the accurate selection of data, which directly impacts the validity of the results. For preprocessing, a missing data imputation technique based on autoencoders was utilized to complete missing data and standardize the dataset. Furthermore, distance-based and time-series similarity methods were employed to analyze data similarities and perform classification.
The findings indicate that Iran's energy intensity is dependent on environmental variables, natural resources, and social welfare. Analysis of total energy consumption also reveals that economic, environmental, and social factors, particularly fossil fuel consumption and greenhouse gas emissions, are influential. This research recommends that energy policymakers in Iran adopt a cross-sectoral and data-driven approach, incorporating economic, social, and environmental variables into their policy-making, so that they can realize optimized energy consumption management, reduce energy imbalances, and achieve sustainable development goals.

Keywords


اعظمی، سمیه و محمدی، پوریا. (1401). نقش شدت انرژی در تأثیر نامتقارن تولید بر مصرف انرژی کشورهای اوپک. پژوهشنامه اقتصاد انرژی ایران، 11(41)، 33-60.
باقری‌مقدم، ناصر؛ احمدی، محمدعلی؛ عباس پور، مجید و ناظمی، امیر. (1403). نقش سیاست فناوری و نوآوری در مواجهه هم‌زمان با ناترازی شدت انرژی و شدت کربن. مطالعات راهبردی سیاستگذاری عمومی، 14(52)، 104-12.
جهانگرد، اسفندیار؛ گلشنی، وجیهه؛ عبداله میلانی، مهنوش و غفارزاده، حمیدرضا. (1396). تجزیه مصرف انرژی در ایران 1390-1380 (یک تحلیل ایستای مقایسه ای با رویکرد SDA).‎ اقتصاد کاربردی، 20(7)، 1-10.
درگاهی، حسن و بیابانی خامنه، کاظم. (1393). تأمین مالی کارایی انرژی: مورد اقتصاد ایران.اقتصاد و الگو سازی، 5، 29-58.‎
زروکی، شهریار؛ احمدی، احمدرضا و بوشهری، محمد. (1402). اثر غیرخطی اندازه دولت بر شدت انرژی در ایران. مدلسازی اقتصاد انرژی, 1(1).، 77-102.
عاشوری، پارسا و حجت، حیدری. (1398). عوامل موثر بر شدت انرژی در استان‌های ایران: رویکرد میانگین‌گیری بیزی.مجله پژوهش های برنامه ریزی و سیاستگذاری انرژی، 5(1)، 29-63.‎
عالی، احمدرضا و سایه‌میری، علی. (1399). عوامل مؤثر برشدت انرژی در سازمان کشورهای صادرکننده نفت (اوپک).مجله‌ی بررسی‌های آمار رسمی ایران، 31(2)، 323-346.‎
محسنی، رضا و میثم، کاکاوند. (1396). تجزیه مصرف انرژی و عوامل موثر بر آن در ایران و کشورهای منتخب.فصلنامه علمی پژوهشی راهبرد اقتصادی، 6(22).‎
محمدی، مریم؛ فتاحی، شهرام، و سهیلی، کیومرث. (1400). بررسی رابطه علّیت بین مصرف انرژی و تولید ناخالص استان‌های ایران با استفاده از تحلیل موجک با داده‌های پانل. پژوهشنامه اقتصاد انرژی ایران، 10(40)،125-159.‎
مرادی، فیض اله؛ عاقلی، لطفعلی و عصاری آرانی، عباس. (1401). تأثیر نااطمینانی در سیاست‌های اقتصادی بر شدت انرژی در ایران. فصلنامه مطالعات اقتصاد انرژی، 18(72)، 27-58.‎
معینی، شهرام؛ شریفی، علیمراد و رسولی فرح، سمیرا. (1397). تحلیل مقایسه ای سیاست مالیات بر انرژی های با پایه نفت و گاز و یارانه R&D انرژی بر بهره وری انرژی در ایران. نظریه های کاربردی اقتصاد، 5(2)، 103-126.
ناهیدی امیرخیز، محمدرضا؛ رحیم زاده، فرزاد و شکوهی فرد، سیامک. (1400). بررسی رابطه رشد اقتصادی، مصرف انرژی و انتشار گازهای گلخانه ای (مطالعه موردی: کشورهای منتخب سازمان همکاری اسلامی). علوم و تکنولوژی محیط زیست، 22(3)، 13-26
Ali, A., Audi, M., & Roussel, Y. (2021). Natural resources depletion, renewable energy consumption and environmental degradation: A comparative analysis of developed and developing world. International Journal of Energy Economics and Policy, 11(3), 251–260.
Amin, N., Shabbir, M. S., Song, H., & Abbass, K. (2024). Renewable energy consumption and its impact on environmental quality: A pathway for achieving sustainable development goals in ASEAN countries. Energy & Environment, 35(2), 644–662.
Bi, Z., Guo, R., & Khan, R. (2024). Renewable adoption, energy reliance, and CO₂ emissions: A comparison of developed and developing economies. Energies, 17(13), 3111.
Bildirici, M., & Kayıkçı, F. Ç. (2023). Energy consumption, energy intensity, economic growth, FDI, urbanization, PM2.5 concentrations nexus. Environment, Development and Sustainability, 1–19.
Dokas, I., Panagiotidis, M., Papadamou, S., & Spyromitros, E. (2022). The determinants of energy and electricity consumption in developed and developing countries: International evidence. Energies, 15(7), 2558.
Haldar, A., Sethi, N., Jena, P. K., & Padhan, P. C. (2023). Towards achieving Sustainable Development Goal 7 in sub-Saharan Africa: Role of governance and renewable energy. Sustainable Development, 31(4), 2446–2463.
Kunwal, I., Sheikh, M. R., Faridi, M. Z., & Mushtaq, M. I. (2023). Urbanization, energy consumption and environmental quality in Asian countries. Bulletin of Business and Economics, 12(4), 372–386.
Lan-yue, Z., Yao, L., Jing, Z., Bing, L., Ji-min, H., Shi-huai, D., & Ya-qi, Z. (2017). The relationships among energy consumption, economic output and energy intensity of countries at different stage of development. Renewable and Sustainable Energy Reviews, 74, 258–264.
Le, T. H., Chang, Y., & Park, D. (2020). Renewable and nonrenewable energy consumption, economic growth, and emissions: International evidence. The Energy Journal, 41(2), 73–92.
Lian, M. (2024). The impact of cleaner energy sources, advanced technology firms, and economic expansion on ecological footprints is critical in sustainable development. Heliyon, 10(11), e31100.
Liu, R., Qadeer, A., Liu, J., Sarwar, S., & Hussan, M. W. (2024). The paradox of progress towards SDG7: Governance quality and energy poverty dynamics in Pakistan. Sustainability, 16(19), 8291.
Majeed, M. T., & Asghar, N. (2021). Trade, energy consumption, economic growth, and environmental quality: Empirical evidence from D-8 and G-7 countries. Environmental Science and Pollution Research, 28(43), 61302–61316.
Mehmood, U., Agyekum, E. B., Tariq, S., Ul Haq, Z., Uhunamure, S. E., Edokpayi, J. N., & Azhar, A. (2022). Socio-economic drivers of renewable energy: Empirical evidence from BRICS. International Journal of Environmental Research and Public Health, 19(8), 4614.
Nieto, J., Moyano, P. B., Moyano, D., & Miguel, L. J. (2023). Is energy intensity a driver of structural change? Empirical evidence from the global economy. Journal of Industrial Ecology, 27(1), 283–296.
Nillesen, H. L. P., Haffner, C. G. R., & Ozbugday, F. C. (2013). A global perspective on the long-term impact of increased energy efficiency. In Energy efficiency towards the end of demand growth (pp. 87–110).
Otsuka, A., & Goto, M. (2018). Regional determinants of energy intensity in Japan: The impact of population density. Asia-Pacific Journal of Regional Science, 2, 257–278.
Shabeer, M. G., & Rasul, F. (2024). Energy, forests and environmental sustainability: A comparative analysis of developed and developing economies. Journal of Economic Impact, 6(1), 14–20.
Spetan, K. A. A., Al-Rawabdeh, M. M., Al-Assaf, G. I., & Al-Tal, R. M. (2024). Renewable energy consumption, climate change, and economic growth: A case of selected countries. Journal of Ecohumanism, 3(6), 1645–1665.
Zheng, W., & Walsh, P. P. (2019). Economic growth, urbanization and energy consumption: A provincial-level analysis of China. Energy Economics, 80, 153–162.
Buoli, M., Grassi, S., Caldiroli, A., Carnevali, G. S., Mucci, F., Iodice, S., ... & Bollati, V. (2018). Is there a link between air pollution and mental disorders? Environment International, 118, 154–168.
Yang, B. Y., Fan, S., Thiering, E., Seissler, J., Nowak, D., Dong, G. H., & Heinrich, J. (2020). Ambient air pollution and diabetes: A systematic review and meta-analysis. Environmental Research, 180, 108817.
Braithwaite, I., Zhang, S., Kirkbride, J. B., Osborn, D. P., & Hayes, J. F. (2019). Air pollution (particulate matter) exposure and associations with depression, anxiety, bipolar, psychosis and suicide risk: A systematic review and meta-analysis. Environmental Health Perspectives, 127(12), 126002.
Newbury, J. B., Stewart, R., Fisher, H. L., Beevers, S., Dajnak, D., Broadbent, M., ... & Bakolis, I. (2021). Association between air pollution exposure and mental health service use among individuals with first presentations of psychotic and mood disorders: Retrospective cohort study. The British Journal of Psychiatry, 219(6), 678–685.