Abstract
Under investigation in this paper is the Ivancevic option pricing model. Based on trial function method, rogue wave and dark wave solutions are constructed. By means of symbolic computation, these analytical solutions are obtained with the Maple. Perturbation solutions are obtained through direct perturbation method. These results will enrich the existing literature of the Ivancevic option pricing model. Dynamical characteristics for rogue waves and dark waves are exhibited by using three-dimensional plots, curve plots, density plots and contour plots.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.Avoid common mistakes on your manuscript.
1 Introduction
Most of nonlinear phenomena can be easily studied by nonlinear partial differential equations (NPDEs) [1,2,3,4,5,6,7,8]. Researchers have studied various kinds of waves through this powerful tool, such as mixed lump wave [9], multi-waves [10], three-wave [11], breather [12], rogue waves [13,14,15], multiple complex soliton [16], bright and dark soliton [17], complex wave [18], soliton solution [19,20,21,22], traveling wave solutions [23], lump solution [24,25,26,27,28], dark waves [29], double-wave solutions [30], interaction solution [31,32,33,34,35,36,37,38]. At the same time, various methods have been developed to study these NPDEs, such as, Hirota bilinear method [39], the general bilinear techniques [40], bilinear neural network method [41,42,43,44], the tanh method [45], extended tanh method [46], improved \((G'/G)\)-expansion [47], sine-cosine method [48], tanh-coth method [49], Lie group method [50], modified transformed rational function method [51]. Most of these methods listed above can be regarded as trial function method. Considering following general form of NPDEs,
where \(\psi \) is a complex function. To find the analytical solutions of Eq. (1), the trial function is constructed as follows:
where \(\xi =c_{1} t+k_{1} s\), \(\varPsi \left( \xi \right) \) can be any function with the independent variable \(\xi \), such as \(\tanh (\xi )\), \(\cos (\xi )\), \(\tanh (\xi )+\cos (\xi )\) and so on. \(\varPsi \left( \xi \right) \) can even be an arbitrary function \(F(\xi )\) or \(F(\xi )+F^2(\xi )\) and the like. Next, substituting Eq. (2) into Eq. (1), extracting the coefficients of \(\mathrm {e}^{i\left( c_{2} t+k_{2} s\right) }\) and then collecting the coefficients of \(\varPsi \left( \xi \right) \) in both real part and imaginary part, the system of equations can be obtained. Solving these equations, the constraint solutions of the coefficients in the original equation Eq. (2) and the trial function Eq. (1) will be obtained. By introducing these coefficient solutions into the trial function Eq. (1), the explicit solution \(\psi \) of Eq. (1) will be obtained. However, it is rare to study nonlinear option equations by using these powerful tools.
In this paper, we investigate the following Ivancevic option pricing model:
This is a wave-form, nonlinear, stochastic and adaptive option pricing model. This model was first proposed by Ivancevic in Ref. [52] to satisfy both behavioral and efficient markets, where \(\sigma \) means the volatility, which represents either stochastic process itself or just a constant. Landau coefficient \(\beta \) = \(\beta (r, w)\) means the adaptive market potential. In simplest nonadaptive scenario, \(\beta \) is equal to the r, which represents interest rate, while in the adaptive case, \(\beta (r, w)\) can be related to the market temperature and it depends on the set of adjustable parameters \(\{W_i\}\). The independent variable t represents time, and s represents asset price. Response variable \(\psi (s,t)\) represents the option price wave function, and it is the probability density function \(|\psi (s,t)|^2\) that represents the potential field. A novel analytical technique for the solution of time-fractional Ivancevic option pricing model has been studied by Jena et. al. [53].
The organization of this paper is as follows. In Sect. 2, dark wave solutions of Eq. (3) will be obtained through the tanh expansion method. In Sect. 3, rogue wave solutions of Ivancevic option pricing model will be obtained via trial function method. The dynamical characteristics of corresponding rogue waves will be exhibited through curve plots, 3D plots, density plots and contour plots. In Sect. 4, perturbation solutions are obtained through direct perturbation method. Section 5 will conclude this paper.
2 Dark wave of Ivancevic option pricing model
To get the financial dark wave solutions of Eq. (3), a transformation is given as follows:
where \(\xi =c_{1} t+k_{1} s\). Substituting transformation (4) into Eq. (3), we get a complex equation,
The real and imaginary parts of Eq. (5) are extracted as follows:
Making the following transformation to Eq. (7),
The real part of Eq. (5) is transformed as
The term of \(\frac{d}{d \xi } \varPsi (\xi )\) in Eq. (8) and the terms in Eq. (9) having same order of \(\tanh (\xi )\) are collected. Then, equating these equations to 0, a system of equations for concerned parameters is obtained as follows:
The following three sets of solutions of Eq. (10) are obtained
Substituting case 1 of Eq. (11) into (8), the explicit solution \(\psi _1\) of Eq. (3) via transformation (4) is obtained,
Substituting case 2 of Eq. (11) into (8), the explicit solution \(\psi _2\) of Eq. (3) via transformation (4) is obtained,
Substituting case3 of Eq. (11) into (8), the explicit solution \(\psi _3\) of Eq. (3) via transformation (4) is obtained,
Some appropriate values in Eq. (14) are given as: \( \beta =5,\sigma =3,k_2=2,k_1=4, \) to analyze the dynamics properties briefly. The wave function \(\psi _3\) with only two independent variables of time t and asset price s is obtained as follows:
Figure 1 shows the three-dimensional plots, density plot, curve plots and contour plot for the strength \(|\psi _3|\) of dark wave solutions for Eq. (15).
3 Rogue wave of Ivancevic option pricing model
To obtain the analytical solutions of Eq. (3), a transformation is given as follows:
where
from Eq. (16), the terms in Eq. (3) are obtained as follows:
Substituting Eq. (17) into Eq. (3), we get the following algebraic equation,
We collect the terms in Eq. (18) having same order of y and make them zero; the system of equations are obtained as follows:
Solving Eq. (19), we get the constraint relationship between the coefficients as follows:
Substituting the case 1 in Eq. (20) into Eq. (17), the explicit solution \(\psi \) of Eq. (3) via transformation (16) is obtained,
In order to analyze the dynamics of the solution, some parameters in Eq. (21) are given as follows:
Figure 2 shows the three-dimensional plots, density plot, curve plots and contour plot of the strength \(|\psi |\) of rogue wave solutions for Eq. (21).
4 Perturbation solutions of Ivancevic option pricing model
As we all know, there is white noise in option model. In order to restore the real situation of the option model, we add a perturbation term to the Ivancevic option pricing model Eq. (3) and the Ivancevic option pricing model with loss is obtained as follows:
To obtain the perturbation solutions, \(\psi \) is expanded as follows:
where \(a=a(t,s), b=b(t,s), \xi =\xi (t,s,\varGamma ), \tau =\tau (t,s,\varGamma )\) and \(\{\xi ,\tau \}\) satisfy the following relationship,
Substituting Eq. (24) into Eq. (23),
Let the coefficient of the same power of \(\epsilon \) be zero, and the following approximate equations are obtained,
Because \(\psi _0\) in Eq. (27) is not explicitly related to \(\epsilon \), the following relationship can be obtained,
so \(\psi _0\) is the exact solution of Eq. (3). From Eq. (24), \(\psi _1\) is the solution of following equation,
From Ref [54], the solution of Eq. (30) can be \(\psi _1=\psi _{0\xi }\) or \(\psi _1=\psi _{0\tau }\). For a given nontrivial solution \(\psi _0\), Eqs. (28-30) are consistent in any t and s, so the last three terms of Eq. (28) are all equal to zero and we can get,
The solutions of Eq. (29) and Eq. (31) are obtained,
Substituting the exact solution Eq. (32) into Eq. (14), through transformation (24) and \(\psi _1=\psi _{0\xi }\), the perturbation solutions of Ivancevic option pricing model Eq. (14) can be obtained as follows:
By choosing \(\beta = -4,\) \(\sigma = 2\), \(\epsilon = 0.01\), \(k_1 = 0.3\), \(k_2 = 0.5\) in Eq. (32), the three-dimensional plot, density plot and contour plot of the intensity \(|\psi |^2\) of perturbation solutions for Eq. (33) are shown well in Fig. 3. Figure 4 shows the curve plots of Eq. (33), from which we can find that perturbation solutions decays rapidly with the increase in \(\epsilon \).
5 Conclusions
In this work, we have constructed the rogue wave solutions and the dark wave solutions of Ivancevic option pricing model by choosing some different trial functions. With the help of symbolic computing technology, the rogue wave solutions of Ivancevic option pricing model are obtained via trial function method and the dark wave solutions of Ivancevic option pricing model are obtained via tanh method. Perturbation solutions are obtained through direct perturbation method. Various curve plots, density plot, three-dimensional plots and contour plots, and dynamical characteristics of these waves are shown well using Maple.
Data availability statements
Data sharing is not applicable to this article as no datasets were generated or analyzed during the current study
References
Yıldırım, Y., Yasar, E., Adem, A.R.: A multiple exp-function method for the three model equations of shallow water waves. Nonlinear Dyn. 89, 2291–2297 (2017)
Yıldırım, Y., Yaşar, E.: An extended korteweg-de vries equation: multi-soliton solutions and conservation laws. Nonlinear Dyn. 90, 1571–1579 (2017)
Yaşar, E.: New travelling wave solutions to the ostrovsky equation. Appl. Math. Comput. 216(11), 3191–3194 (2010)
Yıldırım, Y., Yaşar, E.: A (2+1)-dimensional breaking soliton equation: solutions and conservation laws. Chaos Solitons Fract. 107, 146–155 (2018)
Moretlo, T.S., Muatjetjeja, B., Adem, A.R.: On the solutions of a (3+1)-dimensional novel kp-like equation. Iran J Sci Technol Trans Sci 45, 1037–1041 (2021)
Adem, A.R.: The generalized (1+1)-dimensional and (2+1)-dimensional ito equations: multiple exp-function algorithm and multiple wave solutions. Comput. Math. Appl. 71(6), 1248–1258 (2016)
Moretlo, T.S., Muatjetjeja, B., Adem, A.R.: Lie symmetry analysis and conservation laws of a two-wave mode equation for the integrable kadomtsev-petviashvili equation. J. Appl. Nonlinear Dyn. 10(1), 65–79 (2021)
Giresunlu, I.B., Yaşar, E., Adem, A.R.: The logarithmic (1+1)-dimensional kdv-like and (2+1)-dimensional kp-like equations: Lie group analysis, conservation laws and double reductions. Int. J. Nonlinear Sci. Numer. Simul. 20(7–8), 747–755 (2019)
Younis, M., Ali, S., Rizvi, S.T.R., Tantawy, M., Tariq, K.U., Bekir, A.: Investigation of solitons and mixed lump wave solutions with (3+1)-dimensional potential-ytsf equation. Commun. Nonlinear Sci. Numer. Simul. 94, 105544 (2021)
Sağlam Özkan, Y., Yaşar, E.: Breather-type and multi-wave solutions for (2+1)-dimensional nonlocal gardner equation. Appl. Math. Comput. 390, 125663 (2021)
Guo, Y.F., Dong, L., Li, J.X.W.: The new exact solutions of the Fifth-Order Sawada-Kotera equation using three wave method. Appl. Math. Lett. 94, 232–237 (2019)
Gai, L.T., Ma, W.X., Li, M.C.: Lump-type solution and breather lump-kink interaction phenomena to a (3+1)-dimensional GBK equation based on trilinear form. Nonlinear Dyn. 100, 2715–2727 (2020)
Qin, C.Y., Tian, S.F., Wang, X.B., Zhang, T.T.: On breather waves, rogue waves and solitary waves to a generalized (2+1)-dimensional camassa-holm-kadomtsev-petviashvili equation. Commun. Nonlinear Sci. Numer. Simul. 62, 378–385 (2018)
Gai, L.T., Ma, W.X., Li, M.C.: Lump-type solutions, rogue wave type solutions and periodic lump-stripe interaction phenomena to a (3+1)-dimensional generalized breaking soliton equation. Phys. Lett. A 384, 126178 (2020)
Yin, H.M., Tian, B., Zhang, C.R., Du, X.X., Zhao, X.C.: Optical breathers and rogue waves via the modulation instability for a higher-order generalized nonlinear Schrödinger equation in an optical fiber transmission system. Nonlinear Dyn. 97, 843–852 (2019)
Wazwaz, A.M.: Multiple complex soliton solutions for integrable negative-order KdV and integrable negative-order modified KdV equations. Appl. Math. Lett. 88, 1–7 (2019)
Liu, J.G., Wazwaz, M.S.O.A.M.: A variety of nonautonomous complex wave solutions for the (2+1)-dimensional nonlinear Schrödinger equation with variable coefficients in nonlinear optical fibers. Optik 180, 917–923 (2019)
Ding, Y., Osman, M.S., Wazwaz, A.M.: Abundant complex wave solutions for the nonautonomous Fokas-Lenells equation in presence of perturbation terms. Optik 181, 503–513 (2019)
Lan, Z.Z., Gao, Y.T., Yang, J.W., Su, C.Q., Mao, B.Q.: Solitons, bäcklund transformation and lax pair for a (2+1)-dimensional broer-kaup-kupershmidt system in the shallow water of uniform depth. Commun. Nonlinear Sci. Numer. Simul. 44, 360–372 (2017)
Sun, B.N., Wazwaz, A.M.: General high-order breathers and rogue waves in the (3+1)-dimensional KP-Boussinesq equation. Commun. Nonlinear Sci. Numer. Simul. 64, 1–13 (2018)
Osman, M.S.: One-soliton shaping and inelastic collision between double solitons in the fifth-order variable-coefficient sawada-kotera equation. Nonlinear Dyn. 96(2), 1491–1496 (2019)
Javid, A., Raza, N., Osman, M.S.: Multi-solitons of thermophoretic motion equation depicting the wrinkle propagation in substrate-supported graphene sheets. Commun. Theor. Phys. 71(4), 362–366 (2019)
Srivastava, H.M., Baleanu, D., Machado, J.A.T., Osman, M.S., Rezazadeh, H., Arshed, S., Günerhan, H.: Traveling wave solutions to nonlinear directional couplers by modified kudryashov method. Phys. Scr. 95(7), 075217 (2020)
Zhou, Y., Manukure, S., Ma, W.X.: Lump and lump-soliton solutions to the Hirota-Satsuma-Ito equation. Commun. Nonlinear Sci. 68, 56–62 (2019)
Liu, J.G., Zhu, W.H.: Various exact analytical solutions of a variable-coefficient Kadomtsev-Petviashvili equation. Nonlinear Dyn. 100, 2739–2751 (2020)
Kaur, L., Wazwaz, A.M.: Lump, breather and solitary wave solutions to new reduced form of the generalized BKP equation. Int. J. Numer. Method H. 29(2), 569–579 (2019)
Osman, M.S., Inc, M., Liu, J.G., Hosseini, K., Yusuf, A.: Different wave structures and stability analysis for the generalized (2+1)-dimensional camassa-holm-kadomtsev-petviashvili equation. Phys. Scr. 95(3), 035229 (2020)
Ismael, H.F., Bulut, H., Park, C., Osman, M.S.: M-lump, N-soliton solutions, and the collision phenomena for the (2+1)-dimensional Date-Jimbo-Kashiwara-Miwa equation. Results Phys. 19, 103329 (2020)
Tahir, M., Awan, A.U., Osman, M.S., Baleanu, D., Alqurashi, M.M.: Abundant periodic wave solutions for fifth-order sawada-kotera equations. Results Phys. 17, 103105 (2020)
Osman, M., Baleanu, D., Adem, A., Hosseini, K., Mirzazadeh, M., Eslami, M.: Double-wave solutions and lie symmetry analysis to the (2 + 1)-dimensional coupled burgers equations. Chin. J. Phys. 63, 122–129 (2020)
Chen, S.J., Ma, W.X., Lü, X.: Bäcklund transformation, exact solutions and interaction behaviour of the (3+1)-dimensional hirota-satsuma-ito-like equation. Commun. Nonlinear Sci. Numer. Simul. 83, 105135 (2020)
Liu, J.G.: Collisions between lump and soliton solutions. Appl. Math. Lett. 92, 184–189 (2019)
Wang, X.M., Bilige, S.D., Pang, J.: Rational solutions and their interaction solutions of the (3+1)–dimensional jimbo–miwa equation. Adv. Math. Phys. p. 9260986 (2020)
Zhang, R.F., Bilige, S.D., Fang, T., Chaolu, T.: New periodic wave, cross-kink wave and the interaction phenomenon for the Jimbo-Miwa-like equation. Comput. Math. Appl. 78, 754–764 (2019)
Wang, X.M., Bilige, S.D., Pang, J.: Novel interaction phenomena of the (3+1)-dimensional jimbo-miwa equation. Commun. Theor. Phys. 72, 045001 (2020)
Manafian, J., Lakestani, M.: N-lump and interaction solutions of localized waves to the (2+1)-dimensional variable-coefficient Caudrey-Dodd-Gibbon-Kotera-Sawada equation. J. Geom. Phys. 150, 103598 (2020)
Manafian, J., Lakestani, M.: Lump-type solutions and interaction phenomenon to the bidirectional Sawada-Kotera equation. Pramana 92, 41 (2019)
Manafian, J., Mohammadi-Ivatloo, B., Abapour, M.: Lump-type solutions and interaction phenomenon to the (2+1)-dimensional Breaking Soliton equation. Appl. Math. Comput. 356, 13–41 (2019)
Wazwaz, A.M., Kaur, L.: Complex simplified hirota’s forms and lie symmetry analysis for multiple real and complex soliton solutions of the modified KdV-Sine-Gordon equation. Nonlinear Dyn. 95, 2209–2215 (2019)
Liu, J.G., Osman, M.S., Zhu, W.H., Zhou, L., Baleanu, D.: The general bilinear techniques for studying the propagation of mixed-type periodic and lump-type solutions in a homogenous-dispersive medium. AIP Advances 10(10), 105325 (2020)
Zhang, R.F., Bilige, S.D.: Bilinear neural network method to obtain the exact analytical solutions of nonlinear partial differential equations and its application to p-gBKP equatuon. Nonlinear Dyn. 95, 3041–3048 (2019)
Zhang, R.F., Bilige, S.D., Liu, J.G., Li, M.C.: Bright-dark solitons and interaction phenomenon for p-gBKP equation by using bilinear neural network method. Phys. Scr. 96, 025224 (2020)
Zhang, R.F., Bilige, S.D., Temuer, C.: Fractal solitons, arbitrary function solutions, exact periodic wave and breathers for a nonlinear partial differential equation by using bilinear neural network method. J. Syst. Sci. Complex. 34, 122–139 (2021)
Zhang, R.F., Li, M.C., Yin, H.M.: Rogue wave solutions and the bright and dark solitons of the (3+1)-dimensional Jimbo-Miwa equation. Nonlinear Dyn. 103, 1071–1079 (2021)
Wazwaz, A.M.: The tanh method for traveling wave solutions of nonlinear equations. Appl. Math. Comput. 154(3), 713–723 (2004)
Wazwaz, A.M.: The extended tanh method for new compact and noncompact solutions for the KP-BBM and the ZK-BBM equations. Chaos, Solitons Fractals 38(5), 1505–1516 (2008)
Shakeel, M., Mohyud-Din, S.T.: Improved (G’/G)-expansion and extended tanh methods for (2+1)-dimensional Calogero-Bogoyavlenskii-Schiff equation. Alex. Eng. J. 54(1), 27–33 (2015)
Wazwaz, A.M.: The Hirota’s direct method and the tanh-coth method for multiple-soliton solutions of the Sawada-Kotera-Ito seventh-order equation. Appl. Math. Comput. 199(1), 133–138 (2008)
Wazwaz, A.M.: The Hirota’s bilinear method and the tanh-coth method for multiple-soliton solutions of the Sawada-Kotera-Kadomtsev-Petviashvili equation. Appl. Math. Comput. 200(1), 160–166 (2008)
Ren, Y.W., Tao, M.S., Dong, H.H., Yang, H.W.: Analytical research of (3+1)-dimensional rossby waves with dissipation effect in cylindrical coordinate based on lie symmetry approach. Adv. Differ. Equ. 2019(1), 13 (2019)
Sun, Y.L., Ma, W.X., Yu, J.P., Khalique, C.M.: Exact solutions of the Rosenau-Hyman equation, coupled KdV system and Burgers-Huxley equation using modified transformed rational function method. Mod. Phys. Lett. B 33, 1850282 (2018)
Ivancevic, V.G.: Adaptive-Wave Alternative for the Black-Scholes Option Pricing Model. Cogn. Comput. 2, 17–30 (2010)
Jena, R.M., Chakraverty, S., Baleanu, D.: A novel analytical technique for the solution of time-fractional ivancevic option pricing model. Phys. A 550, 124380 (2020)
Lou, S.Y., Chen, W.Z.: Inverse recursion operator of the akns hierarchy. Phys. Lett. A 179(4), 271–274 (1993)
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest concerning the publication of this manuscript.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Chen, YQ., Tang, YH., Manafian, J. et al. Dark wave, rogue wave and perturbation solutions of Ivancevic option pricing model. Nonlinear Dyn 105, 2539–2548 (2021). https://doi.org/10.1007/s11071-021-06642-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11071-021-06642-6