EN
China Total Energy Consumption Forecast with Optimized Continuous Conformable Fractional Grey Model
Abstract
One of the methods used for forecasting of the time series is the fractional grey modeling approach. In this paper, the OCCFGM(1,1) model is utilized to forecasting of the total energy consumption data of China. The optimal values of $\alpha$ and $r$, which are fractional parameters in the model, are calculated using the Brute Force algorithm. Data collected from official sources from 2013 to 2022 are used to build the forecasting model, while data from 2013 to 2020 are employed to evaluate the accuracy at the model. The obtained results indicate that the OCCFGM(1,1) model exhibits superior forecasting performance compared to the other models under consideration.
Keywords
References
- Bilgil, H. (2021). New grey forecasting model with its application and computer code. AIMS Mathematics, 6(2), 1497–1514. https://doi.org/10.3934/math.2021091
- Deng, J. L. (1982). Control problems of grey systems. Systems & Control Letters, 1(5), 288–294. https://doi.org/10.1016/s0167-6911(82)80025-x
- Deng, J. L. (1996). Basic Methods of Grey Systems (4th ed.). Huazhong University of Science, Technology Press.
- Ding, S., Tao, Z., Zhang, H., & Li, Y. (2022). Forecasting nuclear energy consumption in China and America: An optimized structure-adaptative grey model. Energy, 239, 121928. https://doi.org/10.1016/j.energy.2021.121928
- Erdinc, U., Bilgil, H., & Ozturk, Z. (2024). Novel Fractional Forecasting Model for Time Dependent Real World Cases. REVSTAT-Statistical Journal, 169–188. https://doi.org/10.57805/REVSTAT.V22I2.468
- Gao, M., Yang, H., Xiao, Q., & Goh, M. (2022). A novel method for carbon emission forecasting based on Gompertz's law and fractional grey model: Evidence from American industrial sector. Renewable Energy, 181, 803–819. https://doi.org/10.1016/j.renene.2021.09.072
- Javed, S. A. (2023). Posterior Variance Test: Ex ante Evaluation of Grey Forecasting model. International Journal of Grey Systems, 3(1), 17–28. https://doi.org/10.52812/ijgs.71
- Khalil, R., Al Horani, M., Yousef, A., & Sababheh, M. (2014). A new definition of fractional derivative. Journal of Computational and Applied Mathematics, 264, 65–70. https://doi.org/10.1016/j.cam.2014.01.002
Details
Primary Language
English
Subjects
Econometric and Statistical Methods
Journal Section
Research Article
Publication Date
December 31, 2024
Submission Date
March 5, 2024
Acceptance Date
October 30, 2024
Published in Issue
Year 1970 Volume: 12 Number: 3
APA
Bilgil, H., & Erdinç, Ü. (2024). China Total Energy Consumption Forecast with Optimized Continuous Conformable Fractional Grey Model. Alphanumeric Journal, 12(3), 157-168. https://doi.org/10.17093/alphanumeric.1447211
Cited By
A novel q-GM (1,1) modeling with application to greenhouse gas emissions
Grey Systems: Theory and Application
https://doi.org/10.1108/GS-04-2025-0039Fixed Point Approach for Fractional Order Differential Equation Systems
Journal of New Results in Science
https://doi.org/10.54187/jnrs.1671939