Vol. 337 No. 1 (2026)
DOI https://doi.org/10.18799/24131830/2026/1/4991
Role of low-carbon technologies in lowering industrial energy intensity: methodological approach and projection
Relevance. Long-term energy demand projection has been for years an essential task facing researchers. The complexity involved in making such projection is due to the ever-growing uncertainty and variability of the factors and trends shaping this demand. The present study is a relevant contribution to the literature because it addresses Russia transition to a low-carbon development model and decarbonization of energy-intensive industries that seeks to improve the resource and energy efficiency of industrial production and reduce the carbon footprint. Aim. To investigate the projected dynamics and makeup of fuel and energy demand subject various factors such as adoption of energy-efficient and low-carbon technology, reduction of material intensity, transition to alternative energy sources, electrification of industrial processes, and improvements in energy efficiency. Methods. The methodological approach is based on the principles of systems analysis, simulation modeling, and cross-sectoral modeling. We propose to use an original system of models tailored to the above problem so as to make the required projections. Results and discussion. The study reports our analysis of the long-term trends in the adoption of new technology in energy-intensive industries. We contribute a projection of demand for energy by the industrial sector and the economy as a whole. The projection assumes the ongoing low-carbon energy transition and its time frame covers the period to 2050. The projection takes into account: 1) changes in the makeup of energy consumption with a decrease in the share of energy-intensive industries of the primary sector and a growth of the share of high-tech industries, 2) increased use of secondary wastes (metal, paper, cardboard, glass, etc.), 3) transition to the best available technology, 4) replacement of currently used energy carriers and raw materials by zero-carbon and low-carbon alternatives, 5) two-fold reduction in CO2 emissions. We outline the future dynamics of energy intensity reduction as compared to that of the leading countries of the world. The energy intensity of the Russian economy is expected to decrease by 1.5 times by 2050 as a result of the adoption of energy-efficient and low-carbon technology contributing to decarbonization of the economy.
Keywords:
low-carbon technology, energy consumption, energy intensity, forecasting, energy demand, fuel and energy resources, projections
References:
1. Projection of the energy industry development in Russia and the world – 2019. Eds. A.A. Makarov, T.A. Mitrova, V.A. Kulagina. Moscow, ERI RAS – Moscow School of Management SKOLKOVO Publ., 2019. 210 p. (In Russ.)
2. Lchtenböhmer S., Nilsson L. J, Åhman M., Schneider C. Decarbonising the energy intensive basic materials industry through electrification – Implications for future EU electricity demand. Energy, 2016, vol. 115, pp. 1623–1631. DOI: https://doi.org/10.1016/j.energy.2016.07.110.
3. World Energy Transitions Outlook 2023: 1.5°C Pathway. Abu Dhabi, International Renewable Energy Agency, 2023. 258 р. Available at: www.irena.org/publications (accessed 22 May 2024).
4. Net Zero by 2050 A Roadmap for the Global Energy Sector. IEA, 2021. 224 p. Available at: www.iea.org (accessed 12 May 2024).
5. Zhang S., Chen W. China’s energy transition pathway in a carbon neutral vision. Engineering, 2022, vol. 14, pp. 64–76. DOI: https://doi.org/10.1016/j.eng.2021.09.004.
6. Neuwirth M., Fleiter T., Manz P., Hofmann R. The future potential hydrogen demand in energy-intensive industries – a site-specific approach applied to Germany. Energy Conversion and Management, 2022, vol. 252. DOI: https://doi.org/10.1016/j.enconman.2021.115052.
7. Filippov S.P. Transition to carbon-neutral economy: opportunities, limits, and emerging challenges. Thermal Engineering, 2024, no. 1, pp. 21–40. (In Russ.) DOI: 10.56304/S004036362401003X.
8. European Commission. 2050 Long-term strategy. 2022. Available at: https://ec.europa.eu/clima/eu-action/climate-strategies-targets/2050-long-term-strategy_en. (accessed: 12 June 2024).
9. U.S. Energy Information Administration. International Energy Outlook 2023. Available at: https://www.eia.gov/outlooks/ieo (accessed: 24 June 2024).
10. World Energy Outlook 2023. IEA. Available at: https://www.iea.org (accessed: 11 September 2024).
11. Economic and Energy Outlook of Japan for FY 2022. Economic and Energy Outlook of Japan to 2050. Available at: https://eneken.ieej.or.jp/data/10043.pdf (accessed: 24 June 2024).
12. Hansen K., Mathiesen B.V., Skov I.R. Full energy system transition towards 100% renewable energy in Germany in 2050. Renew. Sustain. Energy Rev., 2019, vol. 102. pp. 1–13. DOI: https://doi.org/10.1016/j.rser.2018.11.038.
13. Veselov F.V., Khorshev A.A., Erokhina I.V., Alikin R.O. A study of the directions and associated costs in reducing carbon emission in the electric power industry until 2050, taking into account the inter-sectoral factors. Studies on Russian Economic Development, 2023, no. 6, pp. 79–90. DOI: 10.47711/0868-6351-201-79-90.
14. A study of pathways and pace of low-carbon energy development in Russia. Ed. by A.A. Makarov. Moscow, Energy Research Institute of the Russian Academy of Sciences Publ., 2022. 156 p. (In Russ.)
15. Filippov S.P., Veselov F.V., Keiko A.V., Khorshev A.A. Approaches to the forecast formation of the development of the Russian energy sector as a component part of scenarios for decarbonization of the country's economy. Studies on Russian Economic Development, 2023, no. 6, pp. 67–78. DOI: 10.47711/0868-6351-201-67-78.
16. Russia on the path to carbon neutrality. Ed. by I.A. Bashmakov. Moscow, CENEf (Center for Energy Efficiency) – XXI Publ., 2022. 133 p. Available at: https://cenef-xxi.ru/articles (accessed: 24 June 2024).
17. Bashmakov I.A., Bashmakov V.I., Borisov K.B., Dzedzichek M.G., Drammnod P., Lunin A.A., Lebedev O.V., Karvalho P. Monitoring the adoption of low-carbon technology in Russia: opportunities for its acceleration and risks of lagging behind. Moscow, CENEf (Center for Energy Efficiency) Publ., 2020. 261 p. Available at: https://cenef-xxi.ru/articles (accessed: 24 June 2024).
18. Bashmakov I.A., Bashmakov V.I., Borisov K.B., Dzedzichek M.G., Lunin A.A., Lebedev O.V., Myshak A. Low carbon technology in Russia. Current state and prospects. Moscow, CENEf (Center for Energy Efficiency) – XXI Publ., 2023. Available at: https://cenef-xxi.ru/uploads/Tehnologicheskij_razryv_1c905a5aa1.pdf (accessed 6 November 2024).
19. Bashmakov I.A. Carbon tax in the system of taxes on energy and environmental taxes. Ecological Bulletin of Russia, 2018, no. 3, pp. 1–13. (In Russ.)
20. Cao L., Toyohara A., Li Y., Zhou W. Willingness to pay for carbon tax in Japan. Sustainable Production and Consumption, 2024, vol. 52, pp. 427–444. DOI: https://doi.org/10.1016/j.spc.2024.11.004.
21. Kononov Yu.D., Kononov D.Yu. The possible impact of the introduction of the greenhouse gas emissions charge on the electricity cost. National Interests: Priorities and Security, 2021, vol. 17, no. 9, pp. 1612–1624. (In Russ.) DOI: 10.24891/ni.17.9.1612.
22. Federal State Statistics Service (Rosstat). Available at: https://rosstat.gov.ru/ (accessed: 24 June 2024).
23. Bashmakov I.A. Decarbonization of the global and Russian industrial sector and low-carbon regulation. Moscow, CENEf (Center for Energy Efficiency) – XXI Publ., 2023. Available at: https://cenef-xxi.ru/articles (accessed 19 September 2024).
24. Energy Technology Perspectives 2023. The State of Clean Technology Manufacturing. IEA, 2023. 463 p. Available at: www.iea.org (accessed 10 December 2024).
25. Dobrokhotova M.V., Matushansky A.V. Applying the best available techniques concept for the technological transformation of industry under the energy transition conditions. Economics of Sustainable Development, 2022, no. 2 (50), pp. 63–68. (In Russ.)
26. The innovation-driven electric power sector-21. Eds. V.M. Batenin, V.V. Bushuev, N.I. Voropai. Moscow, Energiya Publ. Center, 2017. 584 p. (In Russ.)
27. Okorokov V.R., Okorokov R.V. Dynamics and projections of material intensity of human activities: trends, consequences, and a future model of economy. News of higher educational institutions. The series "Economics, Finance, and Production Management, 2016, no. 3 (29), pp. 52–61. (In Russ.)
28. Fontana K.A., Erznkyan B.A. The circular economy: circular images of the future. Economics of Contemporary Russia, 2023, no. 3 (102), pp. 32–46. (In Russ.) DOI: 10.33293/1609-1442-2023-3(102)-32-46.
29. Fan Y., Fang Ch. Circular economy development in China – current situation, evaluation and policy implications. Environmental Impact Assessment Review, 2020, vol. 84 (1). DOI: 10.1016/j.eiar.2020.106441.
30. Zhidebekkyzy A., Kalmakova D., Amangeldiyeva B. Implementation of circular economy principles across counties. National economy: development vectors, 2022, vol. 6 (141), pp. 43–62.
31. Ma S., Zhang Y., Liu Y., Yang H., Lv J., Ren S. Data-driven sustainable intelligent manufacturing based on demand response for energy-intensive industries. Journal of Cleaner Production, 2020, vol. 274. https://doi.org/10.1016/j.jclepro.2020.123155.
32. Sousa-Zomer T.T., Magalhaes L., Zancul E., Campos L.M.S., Cauchick-Miguel P.A. Cleaner production as an antecedent for circular economy paradigm shift at the micro-level: evidence from a home appliance manufacturer. Journal of Cleaner Production, 2018, vol. 185, pp. 740–748. DOI: https://doi.org/10.1016/j.jclepro.2018.03.006.
33. Hens L., Block C., Cabello-Eras J.J., Sagastume-Gutierez A., Garcia-Lorenzo D., Chamoro C., Mendoza H., Haeseldonckx D., Vandecasteelel C. On the evolution of “Cleaner Production as a concept and a practice. Journal of Cleaner Production, 2018, vol. 172, pp. 3323–3333. DOI: https://doi.org/10.1016/j.jclepro.2017.11.082.
34. Posch A., Brudermann T., Braschel N., Gabriel M. Strategic energy management in energy-intensive enterprises: a quantitative analysis of relevant factors in the Austrian paper and pulp industry. Journal of Cleaner Production, 2015, vol. 90, pp. 291–299. DOI: https://doi.org/10.1016/j.jclepro.2014.11.044.
35. Wang N., Chen X., Wu G., Chang Y.-C., Yao S. A short-term based analysis on the critical low carbon technologies for the main energy-intensive industries in China. Journal of Cleaner Production, 2018, vol. 171, pp. 98–106. DOI: https://doi.org/10.1016/j.jclepro.2017.09.26.
36. Udit Kumar Sahu, Aman Kumar, Ashis Kumar Pradhan. Analyzing energy intensity of Indian Chemical industry: A panel data approach. Energy Nexus, 2024, vol. 13 (2). DOI: http://dx.doi.org/10.1016/j.nexus.2024.100279.
37. Wells J., Heeley A., Akram M., Hughes K.J., Ingham D.B., Pourkashanian M. Simulation and modelling study of a chemical absorption plant to evaluate capture effectiveness when treating high CO2 content iron and steel industry emissions. Fuel, 2025, vol. 1. DOI: 10.1016/j.fuel.2024.133189.
38. Liu W., Peng T., Tang R., Umeda Y., Hu L. An Internet of Things-enabled model-based approach to improving the energy efficiency of aluminum die casting processes. Energy, 2020, vol. 202 (7). DOI: https://doi.org/10.1016/ j.energy.2020.117716.
39. Voynov O.Yu., Lisienko V.G., Chesnokov Yu.N., Lapteva A.V. Comparison of energy costs in modern steel production technologies. Energy and resource saving. Energy supply. Alternative and renewable energy sources. Materials of the International scientific and practical conference. Ekaterinburg, UrFU Publ., 2017. pp. 127–131. (In Russ.)
40. Sandberg E., Krook-Riekkola A. The impact of technology availability on the transition to net-zero industry in Sweden. Journal of Cleaner Production Volume, 2022. vol. 363 (20). DOI: https://doi.org/10.1016/j.jclepro.2022.132594.
41. Encyclopedia of Technologies 2.0: Production of Non-Metals. Ed. by D.O. Skobelev. Moscow, St Petersburg, Renome Publ., 2022. 466 p. (In Russ.)
42. Cao Z. Myers R.J., Lupton R.C., Duan H. The sponge effect and carbon emission mitigation potentials of the global cement cycle. Nat. Commun., 2020, vol. 11 (1), pp. 3777, DOI: 10.1038/s41467-020-17583-w.
43. Guo R., Wang J., Bin L., Tong D. Global CO2 uptake by cement from 1930 to 2019. Earth Syst. Sci. Data, 2021, vol. 13 (4), pp. 1791–1805. DOI: 10.5194/essd-13-1791-2021.
44. Favier A., Scrivener K., Habert G. Decarbonizing the cement and concrete sector: integration of the full value chain to reach net zero emissions in Europe. IOP Conf. Ser. Earth Environ, 2019. DOI: https://doi.org/10.1088/1755-1315/ 225/1/012009.
45. Obrist M.D., Kannan R., Schmidt T.J., Kober T. Decarbonization pathways of the Swiss cement industry towards net zero emissions. J. Clean. Prod., 2021, vol. 288, DOI: https://doi.org/10.1016/j.jclepro.2020.125413.
46. Bashmakov I.A. Prospects for decarbonization of the Russian cement industry. Fundamental and Applied Climatology, 2023, vol. 2 (9). DOI: https://doi.org/10.21513/2410-8758-2023-2-165-177.
47. Bianco V. The future of the Italian electricity generation sector. An analysis of the possible strategic models. Foresight and STI Governance, 2018, vol. 12 (3), pp. 20–28. DOI: 10.17323/2500-2597.2018.3.20.28.
48. Wang L., Zhang H., Xia M., MaCan J. Chinese household consumption become more energy efficient? Analysis based on input–output and demand system models. Energy Economics, 2025, vol. 141. DOI: https://doi.org/10.1016/j.eneco.2024.108116.
49. Bhattacharyya S.C., Timilsina G.R. A review of energy system models. International Journal of Energy Sector Management, 2010, vol. 4 (4), pp. 494–518.
50. Capros P., Kannavou M., Evangelopoulou S., Petropoulos A., Siskos P., Tasios N., Zazias G., De Vita A. Outlook of the EU energy system up to 2050: The case of scenarios prepared for European Commission's “clean energy for all Europeans” package using the PRIMES model. Energy Strategy Reviews, 2018, vol. 22, pp. 255–263. DOI: https://doi.org/10.1016/j.esr.2018.06.009.
51. Capros P., Vita A. Reference Scenario 2020. Energy, transport and GHG emissions – Trends to 2050. European Commission. Luxembourg, Publications Office of the European Union, 2021. Available at: https://pure.iiasa.ac.at/id/eprint/17356/1/MJ0221816ENN.en.pdf (accessed 14 January 2025).
52. Gonocruz R.A., Ozawa A., Kudoh Y. Japan's energy transition scenarios to achieve carbon neutrality under multiple energy service demand: energy system analysis using the AIST-TIMES model. Applied Energy, 2025, vol. 383 (1). DOI: https://doi.org/10.1016/j.apenergy.2025.125300.
53. U.S. Energy Information Administration. The National Energy Modeling System: an overview 2018, 2019. Available at: https://www.eia.gov/outlooks/aeo/nems/overview/pdf/0581(2018).pdf (accessed 15 September 2024).
54. Huang K., Eckelman M. Estimating future industrial emissions of hazardous air pollutants in the United States using the National Energy Modeling System (NEMS). Resources, Conservation and Recycling, 2021, vol. 169. DOI: https://doi.org/10.1016/j.resconrec.2021.105465.
55. Ozawa A., Tsani T., Kudoh Y. Japan's pathways to achieve carbon neutrality by 2050 – Scenario analysis using an energy modeling methodology. Renewable and Sustainable Energy Reviews, 2022, vol. 169. DOI: https://doi.org/10.1016/j.rser.2022.112943.
56. SCANER, an integrated system of models and data. Ed. by A.A. Makarov. Moscow, Energy Research Institute of the Russian Academy of Sciences Publ., 2011. 72 p. (In Russ.)
57. Mazurova O.V., Gal’perova E.V. Energy consumption in Russia: current state and forecast. Studies on Russian Economic Development, 2023, vol. 34 (1), pp. 105–114. DOI: 10.1134/S1075700723010136.
58. Kononov Yu.D., Kononov D.Yu. Analysis of methods and models used in the evaluation of long-term development options of the energy sector. Energy policy, 2018, no. 3, pp. 61–67. (In Russ.)
59. The circular economy: trends and prospects: a research monograph. Ed. by E.Yu. Dorokhina. Moscow, MAKS Press, 2023. 128 p. (In Russ.) DOI: https://doi.org/10.29003/m3129.978-5-317-06912-4.


