Numerical study for the fractional model of banks' competition using two efficient computational methods
Authors
M. Adel
- Department of Mathematics, Faculty of Science, Islamic University of Madinah, Madinah, 42351, Saudi Arabia.
M. M. Khader
- Department of Mathematics and Statistics, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, KSA.
M. B. Riaz
- IT4Innovations, VSB-Technical University of Ostrava, Ostrava, Czech Republic.
I. Alraddadi
- Department of Mathematics, Faculty of Science, Islamic University of Madinah, Madinah, 42351, Saudi Arabia.
H. Ahmad
- Department of Mathematics, Faculty of Science, Islamic University of Madinah, Madinah, 42351, Saudi Arabia.
- Operational Research Center in Healthcare, Near East University, Nicosia/TRNC, 99138 Mersin 10, Turkey.
- Department of Mathematics, College of Science, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, South Korea.
- Department of Technical Sciences, Western Caspian University, Baku 1001, Azerbaijan.
Abstract
In this paper, we examine and analyze how Egyptian banks compete for
profits. Four fractional differential equations make up this model.
As a first step toward mitigating its sudden negative impact, we
present the appropriate optimal control technique for bank profits
during crises (for instance, the Covid-19 crisis). The proposed
system is then solved using the spectral collocation method
(SCM). This approach efficiently solves the model (with Caputo-sense
of fractional derivative) by approximating the solution using
Gegenbauer wavelet polynomials (GWPs). In addition, we
consider the same model but with another type of derivative known as
Caputo-Fabrizio (CF), and use its properties to convert the proposed
model into a system of fractional integral equations which are
numerically estimated with the help of the Simpson's-\(1/3\) rule as
an efficient numerical technique for integration. By contrasting
the findings of the given techniques with those of the RK4 method,
we can confirm their efficiency and accuracy. The
results show that the techniques are efficient tools for
simulating the solution to such a problem. The
sudden drop in bank profits that occurred in 2020 as a result of the
Covid-19 crisis may have been offset by the control mechanism in
place. Special attention is given to studying the effect of some
parameters in the system to provide a complete numerical simulation
of the system which can be used in making decisions related to
banking operations.
Share and Cite
ISRP Style
M. Adel, M. M. Khader, M. B. Riaz, I. Alraddadi, H. Ahmad, Numerical study for the fractional model of banks' competition using two efficient computational methods, Journal of Mathematics and Computer Science, 39 (2025), no. 4, 437--452
AMA Style
Adel M., Khader M. M., Riaz M. B., Alraddadi I., Ahmad H., Numerical study for the fractional model of banks' competition using two efficient computational methods. J Math Comput SCI-JM. (2025); 39(4):437--452
Chicago/Turabian Style
Adel, M., Khader, M. M., Riaz, M. B., Alraddadi, I., Ahmad, H.. "Numerical study for the fractional model of banks' competition using two efficient computational methods." Journal of Mathematics and Computer Science, 39, no. 4 (2025): 437--452
Keywords
- Banks' competition model
- optimal control
- fractional derivative
- Gegenbauer wavelet polynomials
- SCM
- numerical integration
- RK4 method
MSC
References
-
[1]
T. Abdeljawad, D. Baleanu, On fractional derivatives with exponential kernel and their discrete versions, Rep. Math. Phys., 80 (2017), 11–27
-
[2]
M. Adel, H. M. Srivastava, M. M. Khader, Implementation of an accurate method for the analysis and simulation of electrical R-L circuits, Math. Methods Appl. Sci., 46 (2023), 8362–8371
-
[3]
S. Arshad, I. Saleem, A. Akgül, J. Huang, Y. Tang, S. M. Eldin, A novel numerical method for solving the Caputo- Fabrizio fractional differential equation, AIMS Math., 8 (2023), 9535–9556
-
[4]
A. Atangana, D. Baleanu, New fractional derivative with the non-local and non-singular kernel, Therm. Sci., 20 (2016), 8 pages
-
[5]
I. Çelik, Generalization of Gegenbauer wavelet collocation method to the generalized Kuramoto-Sivashinsky equation, Int. J. Appl. Comput. Math., 4 (2018), 19 pages
-
[6]
I. Çelik, Gegenbauer wavelet collocation method for the extended Fisher-Kolmogorov equation in two dimensions, Math. Methods Appl. Sci., 43 (2020), 5615–5628
-
[7]
, Central Bank of Egypt (CBE), Available online: https://www.cbe.org.eg/en/Pages/default.aspx, (accessed on 10 February 2023),
-
[8]
C.-A. Comes, Banking system: three level Lotka-Volterra model, Procedia Econ. Finance, 3 (2012), 251–255
-
[9]
Fatmawati, M. A. Khan, M. Azizah, Windarto, S. Ullah, A fractional model for the dynamics of competition between commercial and rural banks in Indonesia, Chaos Solitons Fractals, 122 (2019), 32–46
-
[10]
X. Gong, Fatmawati, M. A. Khan, A new numerical solution of the competition model among bank data in Caputo-Fabrizio derivative, Alex. Eng. J., 59 (2020), 2251–2259
-
[11]
T. Guo, O. Nikan, Z. Avazzadeh, W. Qiu, Efficient alternating direction implicit numerical approaches for multidimensional distributed-order fractional integro-differential problems, Comput. Appl. Math., 41 (2022), 27 pages
-
[12]
Y. Ibrahim, M. Khader, A. Megahed, F. Abd Elsalam, M. Adel, An efficient numerical simulation for the fractional Covid-19 model by using the GRK4M together and the fractional FDM, Fractal Fract., 6 (2022), 14 pages
-
[13]
A. Jajarmi, S. Arshad, D. Baleanu, A new fractional modeling and control strategy for the outbreak of dengue fever, Phys. A, 535 (2019),
-
[14]
M. M. Khader, K. M. Abualnaja, Galerkin-FEM for obtaining the numerical solution of the linear fractional Klein-Gordon equation, J. Appl. Anal. Comput., 9 (2019), 261–270
-
[15]
M. M. Khader, M. Adel, Modeling and numerical simulation for covering the fractional Covid-19 model using spectral collocation-optimization algorithms, Fractal Fract., 6 (2022), 19 pages
-
[16]
M. Adel, M. M. Khader, S. Algelany, K. Aldwoah, An Accurate Approach to Simulate the Fractional Delay Differential Equations, Fractal Fract., 7 (2023), 11 pages
-
[17]
M. M. Khader, M. Adel, Numerical approach for solving the Riccati and logistic equations via QLM-rational Legendre collocation method, Comput. Appl. Math., 39 (2020), 9 pages
-
[18]
M. M. Khader, K. M. Saad, A numerical study by using the Chebyshev collocation method for a problem of biological invasion: fractional Fisher equation, Int. J. Biomath., 11 (2018), 1–15
-
[19]
S. Lakka, C. Michalakelis, D. Varoutas, D. Martakos, Competitive dynamics in the operating systems market: modeling and policy implications, Technol. Forecast. Soc. Change, 80 (2013), 88–105
-
[20]
Z. Li, Z. Liu, M. A. Khan, Fractional investigation of bank data with fractal-fractional Caputo derivative, Chaos Solitons Fractals, 131 (2020), 12 pages
-
[21]
J. Losada, J. J. Nieto, Properties of a new fractional derivative without singular kernel, Progr. Fract. Differ. Appl., 1 (2015), 87–92
-
[22]
I. Masti, K. Sayevand, On collocation-Galerkin method and fractional B-spline functions for a class of stochastic fractional integro-differential equations, Math. Comput. Simul., 216 (2024), 263–287
-
[23]
C. Michalakelis, C. Christodoulos, D. Varoutas, T. Sphicopoulos, Dynamic estimation of markets exhibiting a preypredator behavior, Expert Syst. Appl., 39 (2012), 7690–7700
-
[24]
O. Nikan, Z. Avazzadeh, J. A. Tenreiro Machado, Localized kernel-based meshless method for pricing financial options underlying fractal transmission system, Math. Methods Appl. Sci., 47 (2024), 3247–3260
-
[25]
O. Nikan, J. A. Tenreiro Machado, Z. Avazzadeh, H. Jafari, Numerical evaluation of fractional Tricomi-type model arising from physical problems of gas dynamics, J. Adv. Res., 25 (2020), 205–216
-
[26]
O. A. M. Omar, H. M. Ahmed, W. Hamdy, Investigation of Egyptian banks’ competition through a Riesz-Caputo fractional model, Fractal Fract., 7 (2023), 21 pages
-
[27]
K. M. Owolabi, A. Atangana, Analysis and application of new fractional Adams-Bashforth scheme with Caputo-Fabrizio derivative, Chaos Soliton Fractals, 105 (2017), 111–119
-
[28]
N. Ozdemir, A. Secer, M. Bayram, The Gegenbauer wavelets-based computational methods for the coupled system of Burgers’ equations with time-fractional derivative, Mathematics, 7 (2019), 15 pages
-
[29]
S. Qureshi, A. Atangana, Mathematical analysis of dengue fever outbreak by novel fractional operators with field data, Phys. A, 526 (2019), 19 pages
-
[30]
S. Qureshi, A. Yusuf, Fractional derivatives applied to MSEIR problems: Comparative study with real-world data, Eur. Phys. J. Plus, 134 (2019),
-
[31]
S. G. Samko, A. A. Kilbas, O. I. Marichev, Fractional integrals and derivatives, Gordon and Breach Science Publishers, , Yverdon (1993)
-
[32]
K. Sayevand, H. Jafari, A promising coupling of Daftardar-Jafari method and He’s fractional derivation to approximate solitary wave solution of nonlinear fractional KdV equation, Adv. Math. Models Appl., 7 (2022), 121–129
-
[33]
K. Sayevand, J. T. Machado, I. Masti, Analysis of dual Bernstein operators in the solution of the fractional convectiondiffusion equation arising in underground water pollution Author links open overlay panel, J. Comput. Appl. Math., 399 (2022),
-
[34]
K. Sayevand, M. R. Rostami, H. S. Attari, A new study on delay fractional variational problems, Int. J. Comput. Math., 95 (2018), 1170–1194
-
[35]
A. Secer, N. Ozdemir, An effective computational approach based on Gegenbauer wavelets for solving the time-fractional Kdv-Burgers-Kuramoto equation, Adv. Differ. Equ., 2019 (2019), 19 pages
-
[36]
R. S. Sharp, H. Peng, Vehicle dynamics applications of optimal control theory, Veh. Syst. Dyn., 49 (2011), 1073–1111
-
[37]
M. Ur Rehman, U. Saeed, Gegenbauer wavelets operational matrix method for fractional differential equations, J. Korean Math. Soc., 52 (2015), 1069–1096
-
[38]
M. Usman, M. Hamid, R. U. Haq, W. Wang, An efficient algorithm based on Gegenbauer wavelets for the solutions of variable-order fractional differential equations, Eur. Phys. J. Plus, 133 (2018), 1–16
-
[39]
W.Wang, M. A. Khan, Analysis and numerical simulation of fractional model of bank data with fractal-fractional Atangana- Baleanu derivative, J. Comput. Appl. Math., 369 (2020), 15 pages
-
[40]
Z. Zarvan, K. Sayevand, R. M. Ganji, H. Jafari, A reliable numerical algorithm mixed with hypergeometric function for analyzing fractional variational problems, Numer. Algorithms, 98 (2025), 2081–2112
-
[41]
C. Zhu, G. Yin, On competitive Lotka-Volterra model in random environments, J. Math. Anal. Appl., 357 (2009), 154–170