In this article, we study the stochastic complex coupled Kuralay model, which possesses some applications in various fields, including physics, biology, and engineering, to obtain new solitary wave solutions. The explicit analytical solutions are obtained by using the Sardar subequation method, which helps to illuminate the dynamics of oscillators under random (noisy) effects. The integration of the Wiener process along a given method is a precise approximation of the stochastic behavior of the system. The proposed strategy enables the derivation of several exact solitary wave solutions under stochastic conditions, including bright, dark, and singular wave profiles. More significantly, the obtained solutions are also represented by 3D surface and contour plots that clearly show how solitary waves change and evolve when noise is introduced. Other stochastic models in physics and engineering can use the proposed approach to understand the workings of complex systems.
Citation: Sadia Yasin, Beenish, Salma Trabelsi, Meraa Arab. Dynamics of solitary waves in the stochastic complex coupled Kuralay model[J]. AIMS Mathematics, 2026, 11(3): 6050-6079. doi: 10.3934/math.2026251
In this article, we study the stochastic complex coupled Kuralay model, which possesses some applications in various fields, including physics, biology, and engineering, to obtain new solitary wave solutions. The explicit analytical solutions are obtained by using the Sardar subequation method, which helps to illuminate the dynamics of oscillators under random (noisy) effects. The integration of the Wiener process along a given method is a precise approximation of the stochastic behavior of the system. The proposed strategy enables the derivation of several exact solitary wave solutions under stochastic conditions, including bright, dark, and singular wave profiles. More significantly, the obtained solutions are also represented by 3D surface and contour plots that clearly show how solitary waves change and evolve when noise is introduced. Other stochastic models in physics and engineering can use the proposed approach to understand the workings of complex systems.
| [1] |
A. Khan, T. Akram, A. Khan, S. Ahmad, K. Nonlaopon, Investigation of time-fractional nonlinear KdV–Burgers equation under fractional operators with nonsingular kernels, AIMS Math., 8 (2023), 1251–1268. http://dx.doi.org/10.3934/math.2023063 doi: 10.3934/math.2023063
|
| [2] |
E. Tadmor, A review of numerical methods for nonlinear partial differential equations, Bull. Am. Math. Soc., 49 (2012), 507–554. http://dx.doi.org/10.1090/S0273-0979-2012-01379-4 doi: 10.1090/S0273-0979-2012-01379-4
|
| [3] |
S. Malik, M. S. Hashemi, S. Kumar, H. Rezazadeh, W. Mahmoud, M. S. Osman, Application of new Kudryashov method to various nonlinear partial differential equations, Opt. Quant. Electron., 55 (2023), 8. https://doi.org/10.1007/s11082-022-04261-y doi: 10.1007/s11082-022-04261-y
|
| [4] |
P. E. Farrell, A. Birkisson, S. W. Funke, Deflation techniques for finding distinct solutions of nonlinear partial differential equations, SIAM J. Sci. Comput., 37 (2015), A2026–A2045. https://doi.org/10.48550/arXiv.1410.5620 doi: 10.48550/arXiv.1410.5620
|
| [5] | S. Capitani, Lattice perturbation theory, Phys. Rep., 382 (2003), 113–302. |
| [6] | D. M. Blei, M. I. Jordan, Variational methods for the Dirichlet process, In: Proceedings of the twenty-first international conference on machine learning, 2004. https://doi.org/10.1145/1015330.1015439 |
| [7] |
K. J. Burns, G. M. Vasil, J. S. Oishi, D. Lecoanet, B. P. Brown, Dedalus: A flexible framework for numerical simulations with spectral methods, Phys. Rev. Res., 2 (2020), 023068. https://doi.org/10.48550/arXiv.1905.10388 doi: 10.48550/arXiv.1905.10388
|
| [8] |
S. Yasin, A. Khan, S. Ahmad, M. S. Osman, New exact solutions of (3+1)-dimensional modified KdV–Zakharov–Kuznetsov equation by Sardar-subequation method, Opt. Quant. Electron., 56 (2024), 90. http://dx.doi.org/10.1007/s11082-023-05558-2 doi: 10.1007/s11082-023-05558-2
|
| [9] |
A. Khan, A. U. Khan, S. Ahmad, Investigation of fractal fractional nonlinear Korteweg–de Vries–Schrödinger system with power-law kernel, Phys. Scr., 98 (2023), 085202. https://doi.org/10.3390/sym14040739 doi: 10.3390/sym14040739
|
| [10] |
A. Khalifa, H. Ahmed, K. K. Ahmed, Construction of exact solutions for a higher-order stochastic modified Gerdjikov–Ivanov model using the Imetf method, Phys. Scr., 99 (2024). https://doi.org/10.1088/1402-4896/ada321 doi: 10.1088/1402-4896/ada321
|
| [11] | T. Aktosun, Inverse scattering transform and the theory of solitons, Springer, New York, 2022, 47–61. https://doi.org/10.1007/978-1-0716-2457-9_295 |
| [12] | J. Hietarinta, Introduction to the Hirota bilinear method, Springer, Berlin, Heidelberg, 2007, 95–103. https://doi.org/10.1007/BFb0113694 |
| [13] |
J. Blanchet, X. Chen, Steady-state simulation of reflected Brownian motion and related stochastic networks, Ann. Appl. Probab., 25 (2015), 3209–3250. https://doi.org/10.1214/14-AAP1072 doi: 10.1214/14-AAP1072
|
| [14] |
Y. A. Madani, K. S. Mohamed, S. Yasin, S. Ramzan, K. Aldwoah, M. Hassan, Exploring novel solitary wave phenomena in Klein–Gordon equation using $\phi^6$ model expansion method, Sci. Rep., 15 (2025), 1834. http://dx.doi.org/10.1038/s41598-025-85461-w doi: 10.1038/s41598-025-85461-w
|
| [15] |
W. A. Faridi, Z. Myrzakulova, R. Myrzakulov, A. Akgül, M. S. Osman, The construction of exact solution and explicit propagating optical soliton waves of Kuralay equation by the new extended direct algebraic and Nucci's reduction techniques, Int. J. Model. Simul., 2024, 1–20. http://dx.doi.org/10.1080/02286203.2024.2326398 doi: 10.1080/02286203.2024.2326398
|
| [16] |
S. H. Alfalqi, M. M. A. Khater, Numerical solutions and analytical methods for the Kuralay equation: A path to understanding integrable systems, Opt. Quant. Electron., 56 (2024), 756. http://dx.doi.org/10.1007/s11082-024-06597-z doi: 10.1007/s11082-024-06597-z
|
| [17] |
W. A. Faridi, M. A. Bakar, Z. Myrzakulova, R. Myrzakulov, A. Akgül, S. M. El Din, The formation of solitary wave solutions and their propagation for Kuralay equation, Results Phys., 52 (2023), 106774. https://doi.org/10.1016/j.rinp.2023.106774 doi: 10.1016/j.rinp.2023.106774
|
| [18] |
M. Iqbal, D. Lu, A. R. Seadawy, N. E. Alsubaie, Z. Umurzakhova, R. Myrzakulov, Dynamical analysis of exact optical soliton structures of the complex nonlinear Kuralay-Ⅱ equation through computational simulation, Mod. Phys. Lett. B, 38 (2024), 2450367. https://doi.org/10.1142/S0217984924503676 doi: 10.1142/S0217984924503676
|
| [19] |
Beenish, A. K. Alsharidi, Dynamical analysis of exact optical soliton structures of the complex nonlinear Kuralay-Ⅱ equation through computational simulation, Mod. Phys. Lett. B, 38 (2025), 2450512. https://doi.org/10.1142/S0217984924503676 doi: 10.1142/S0217984924503676
|
| [20] |
N. Cheemaa, H. M. A. Siddiqui, A. Bekir, Stability, sensitivity, chaotic behavior, and phase trajectories evaluation of the Davey-Stewartson stochastic equation, Nonlinear Dyn., 113 (2025), 1102–1118. https://doi.org/10.1007/s11071-025-10912-y doi: 10.1007/s11071-025-10912-y
|
| [21] | S. Ahmad, S. F. Aldosary, M. A. Khan, Stochastic solitons of a short-wave intermediate dispersive variable (SIdV) equation, AIMS Math., 9 (2024), 10717–10733. http://dx.doi.org/2010.3934/math.2024525 |
| [22] |
R. F. Zhang, S. Bilige, Bilinear neural network method to obtain the exact analytical solutions of nonlinear partial differential equations and its application to $p$-gBKP equation, Nonlinear Dyn., 95 (2019), 3041–3048. https://doi.org/10.1007/s11071-018-04739-z doi: 10.1007/s11071-018-04739-z
|
| [23] |
S. T. Mohyud-Din, M. A. Noor, Homotopy perturbation method for solving partial differential equations, Z. Naturforsch. A, 64 (2009), 157–170. http://dx.doi.org/10.1515/zna-2009-3-402 doi: 10.1515/zna-2009-3-402
|
| [24] |
K. S. Nisar, O. A. Ilhan, S. T. Abdulazeez, J. Manafian, S. A. Mohammed, M. S. Osman, Novel multiple soliton solutions for some nonlinear PDEs via multiple Exp-function method, Results Phys., 21 (2021), 103769. https://doi.org/10.1016/j.rinp.2020.103769 doi: 10.1016/j.rinp.2020.103769
|
| [25] |
J. Sun, Auxiliary equation method for solving nonlinear partial differential equations, Phys. Lett. A, 309 (2003), 387–396. https://doi.org/10.1016/S0375-9601(03)00196-8 doi: 10.1016/S0375-9601(03)00196-8
|
| [26] |
S. E. Sherer, J. N. Scott, High-order compact finite-difference methods on general overset grids, J. Comput. Phys., 210 (2005), 459–496. https://doi.org/10.1016/j.jcp.2005.04.017 doi: 10.1016/j.jcp.2005.04.017
|
| [27] |
P. R. Kundu, M. R. A. Fahim, M. E. Islam, M. A. Akbar, The sine-Gordon expansion method for higher-dimensional NLEEs and parametric analysis, Heliyon, 7 (2021), e06498. https://doi.org/10.1016/j.heliyon.2021.e06459 doi: 10.1016/j.heliyon.2021.e06459
|
| [28] |
P. Xu, H. Huang, H. Liu, Semi-domain solutions to the fractal (3+1)-dimensional Jimbo–Miwa equation, Fractals, 32 (2024), 2450150. https://doi.org/10.1142/S0218348X24400425 doi: 10.1142/S0218348X24400425
|
| [29] |
K. J. Wang, S. Li, Complexiton, complex multiple kink soliton and rational wave solutions to the generalized (3+1)-dimensional Kadomtsev–Petviashvili equation, Phys. Scr., 99 (2024), 075214. http://dx.doi.org/10.1088/1402-4896/ad5062 doi: 10.1088/1402-4896/ad5062
|
| [30] |
A. Tian, W. Zhang, J. Hei, Y. Hua, X. Liu, J. Wang, et al., Resistance reduction method for building transmission and distribution systems based on an improved random forest model: A tee case study, Build. Environ., 2025, 113256. https://doi.org/10.1016/j.buildenv.2025.113256 doi: 10.1016/j.buildenv.2025.113256
|
| [31] |
K. Liu, M. Feng, W. Zhao, J. Sun, W. Dong, Y. Wang, et al., Pixel-level noise mining for weakly supervised salient object detection, IEEE Trans. Neural Netw. Learn. Syst., 2025. https://doi.org/10.1109/TNNLS.2025.3575255 doi: 10.1109/TNNLS.2025.3575255
|
| [32] |
P. N. Ryabov, D. I. Sinelshchikov, M. B. Kochanov, Application of the Kudryashov method for finding exact solutions of high-order nonlinear evolution equations, Appl. Math. Comput., 218 (2011), 3965–3972. https://doi.org/10.1016/j.amc.2011.09.027 doi: 10.1016/j.amc.2011.09.027
|
| [33] |
S. Yasin, M. A. Khan, S. Ahmad, S. F. Aldosary, Abundant new optical solitary waves of paraxial wave dynamical model with Kerr media via new extended direct algebraic method, Opt. Quant. Electron., 56 (2024), 925. https://doi.org/10.1007/s11082-024-06845-2 doi: 10.1007/s11082-024-06845-2
|
| [34] |
M. A. S. Murad, M. A. Mustafa, U. Younas, H. Emadifar, A. S. Khalifa, W. W. Mohammed, et al., Soliton solutions to the generalized derivative nonlinear Schrödinger equation under the effect of multiplicative white noise and conformable derivative, Sci. Rep., 15 (2025), 19599. http://dx.doi.org/10.1038/s41598-025-04981-7 doi: 10.1038/s41598-025-04981-7
|
| [35] | B. Øksendal, Stochastic differential equations: An introduction with applications, 6 Eds., Springer, Berlin, 2003. https://doi.org/10.1007/978-3-662-13050-6_5 |
| [36] |
N. Raza, A. Javid, Dynamics of optical solitons with Radhakrishnan–Kundu–Lakshmanan model via two reliable integration schemes, Optik, 178 (2019), 557–566. https://doi.org/10.1016/J.IJLEO.2018.09.133 doi: 10.1016/J.IJLEO.2018.09.133
|
| [37] |
M. Tariq, M. Moneeb, M. B. Riaz, S. S. Kazmi, M. A. ur Rehman, Unveiling chaos and stability in advection diffusion reaction systems via advanced dynamical and sensitivity analysis, Sci. Rep., 15 (2025), 5513. https://doi.org/10.1038/s41598-025-89995-x doi: 10.1038/s41598-025-89995-x
|
| [38] |
M. Tariq, M. Moneeb, M. B. Riaz, T. Kozubek, M. Aziz-ur-Rehman, Exploring chaos and stability: Dynamic insights into the stochastic Davey–Stewartson system through advanced sensitivity analysis, Model. Earth Syst. Environ., 11 (2025), 83. https://doi.org/10.1007/s40808-024-02229-3 doi: 10.1007/s40808-024-02229-3
|
| [39] |
M. B. Riaz, M. M. Tariq, S. S. Kazmi, M. Aziz-ur-Rehman, Exploring nonlinear dynamics and stability of embedded carbon nanotubes in mechanical engineering, Arch. Comput. Method. Eng., (2025), 1–27. https://doi.org/10.1007/s11831-025-10289-6 doi: 10.1007/s11831-025-10289-6
|
| [40] |
A. Khalifa, H. Ahmed, K. K. Ahmed, Construction of exact solutions for a higher-order stochastic modified Gerdjikov–Ivanov model using the Imetf method, Phys. Scr., 99 (2024). http://dx.doi.org/10.1088/1402-4896/ada321 doi: 10.1088/1402-4896/ada321
|
| [41] |
M. M. Tariq, M. B. Riaz, M. A. ur Rehman, Dilawaiz, Unraveling the complexity of solitary waves in the Klein–Fock–Gordon equation: Dynamical insights into bifurcation and chaos analysis, Model. Earth Syst. Environ., 11 (2025), 51. https://doi.org/10.1007/s40808-024-02249-z doi: 10.1007/s40808-024-02249-z
|
| [42] |
H. U. Rehman, S. Yasin, I. Iqbal, Optical soliton for (2+1)-dimensional coupled integrable NLSE using Sardar-subequation method, Mod. Phys. Lett. B, 38 (2024), 2450044. https://doi.org/10.1142/S0217984924500441 doi: 10.1142/S0217984924500441
|
| [43] |
N. Raza, M. A. Ullah, A comparative study of heat transfer analysis of fractional Maxwell fluid by using Caputo and Caputo–Fabrizio derivatives, Can. J. Phys., 98 (2020), 89–101. https://doi.org/10.1139/cjp-2018-0602 doi: 10.1139/cjp-2018-0602
|
| [44] |
S. Yasin, F. S. Alshammari, A. Khan, Beenish, Quasi-periodic dynamics and wave solutions of the Ivancevic option pricing model using multi-solution techniques, Symmetry, 17 (2025), 1137. https://doi.org/10.3390/sym17071137 doi: 10.3390/sym17071137
|
| [45] |
N. Raza, I. G. Murtaza, S. Sial, M. Younis, On solitons: The biomolecular nonlinear transmission line models with constant and time-variable coefficients, Wave. Random Complex, 28 (2018), 553–569. https://doi.org/10.1080/17455030.2017.1368734 doi: 10.1080/17455030.2017.1368734
|
| [46] |
M. E. Ramadan, H. M. Ahmed, A. S. Khalifa, K. K. Ahmed, Analytical study of fractional solitons in three dimensional nonlinear evolution equation within fluid environments, Sci. Rep., 15 (2025), 35399. http://dx.doi.org/10.1038/s41598-025-12576-5 doi: 10.1038/s41598-025-12576-5
|