THERMAL SCIENCE

International Scientific Journal

Authors of this Paper

External Links

IMPROVED FRACTIONAL EXPONENTIAL CURVE MODEL FOR NUCLEAR ENERGY GENERATION IN ASIA-PACIFIC REGION

ABSTRACT
To further improve the modelling and forecasting accuracy of the exponential curve model, a new type of exponential curve model is proposed by combining the fractional-order data processing method and a first-order polynomial term. The parameters involved are solved by the piecewise summation technique and the intelligent optimization algorithm. Furthermore, the new model is applied to nuclear energy generation in Asia-Pacific, and the results are compared with the exponential curve model, the modified exponential curve model, and the fractional-order modified exponential curve model. These results indicate that the newly proposed model can obtain more competitive results.
KEYWORDS
PAPER SUBMITTED: 2024-10-10
PAPER REVISED: 2024-11-12
PAPER ACCEPTED: 2024-11-25
PUBLISHED ONLINE: 2025-06-01
DOI REFERENCE: https://doi.org/10.2298/TSCI2502339Z
CITATION EXPORT: view in browser or download as text file
THERMAL SCIENCE YEAR 2025, VOLUME 29, ISSUE Issue 2, PAGES [1339 - 1344]
REFERENCES
  1. Hassan, Q., et al., The Renewable Energy Role in the Global Energy Transformations, Renewable Energy Focus, 48 (2024), 100545
  2. Rahman, M. M., et al., Materials and Design Strategies for Next-Generation Energy Storage: A Review, Renewable and Sustainable Energy Reviews, 212 (2025), 115368
  3. Soto, G. H., et al., Nuclear Energy Generation's Impact on the CO2 Emissions and Ecological Footprint among European Union Countries, Science of The Total Environment, 945 (2024), 173844
  4. Nighoskar, A., et al., Advancing Nuclear Energy Forecasting: Exploring Regression Modelling Techniques for Improved Accuracy, Nuclear Engineering and Technology, 57 (2025), 103144
  5. Rohman, J., et al., Multi-Timescale Power System Operations for Electrolytic Hydrogen Generation in Integrated Nuclear-Renewable Energy Systems, Applied Energy, 377 (2025), 124346
  6. Zhou, Y. D., et al., Time Series Analysis and Applications, Higher Education Press, Beijing, China, 2016
  7. Jia, J. P., et al., Statistics, 5th ed., China Renmin University Press, Beijing, China, 2014
  8. Zuo, K., et al., A New Fractional Modified Exponential Curve Model and Its Applications, Communications in Statistics-Theory and Methods, 52 (2023), 20, pp. 7206-7222
  9. Wu, W. Q., et al., Forecasting Short-Term Renewable Energy Consumption of China Using a Novel Fractional Non-Linear Grey Bernoulli Model, Renewable Energy, 140 (2019), Sept., pp. 70-87
  10. Sun, B., et al., A Fuzzy Logic Constrained Particle Swarm Optimization Algorithm for Industrial Design Problems, Applied Soft Computing, 167 (2024), 112456

2025 Society of Thermal Engineers of Serbia. Published by the VinĨa Institute of Nuclear Sciences, National Institute of the Republic of Serbia, Belgrade, Serbia. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International licence