Abstract
Studies on Non-linear evolutionary equations have become more critical as time evolves. Such equations are not far-fetched in fluid mechanics, plasma physics, optical fibers, and other scientific applications. It should be an essential aim to find exact solutions of these equations. In this work, the Lie group theory is used to apply the similarity reduction and to find some exact solutions of a (3+1) dimensional nonlinear evolution equation. In this report, the groups of symmetries, Tables for commutation, and adjoints with infinitesimal generators were established. The subalgebra and its optimal system is obtained with the aid of the adjoint Table. Moreover, the equation has been reduced into a new PDE having less number of independent variables and at last into an ODE, using subalgebras and their optimal system, which gives similarity solutions that can represent the dynamics of nonlinear waves.
1 Introduction
Recently, non-linear governing equations suitable to analyze quartic autocatalysis were presented by Makinde and Animasaun in [1] and [2]. There has been an increasing interest in the study of NLEEs in the past few years. The (3+1) - dimensional nonlinear evolution equations was first introduced by Zhaqilao [3] in the study of algebraic-geometrical solutions. An evolution equation refers to a partial differential equation having partial derivatives of the dependent variable u with respect to the time t and space variables x = (x1, ..., xn), which are the independent variables. The (3+1)-dimensional equation possesses the KdV equation ut − 6uux + uxxx = 0 as its main term under the transformations v(x, t) → u(x′, t′), 
where
Obviously, 
To remove the integral term in equation (1) by introducing the potential
we get
Generally, it is not easy to get every possible combination of group generators to obtain the invariant solutions, as there may be infinitely many solutions. Researchers have always discussed relatively independent solutions, this inspires many other researchers to obtain a new system called an optimal system. Thus, in this paper, we constructed a one-dimensional optimal system of subalgebra for equation (4). The Norwegian mathematician Sophus Lie introduced the term invariant solutions and developed the Lie point symmetry analysis (1842–1899). The research conducted so far motivates us to obtain some new exact solutions using an optimal system, of equation (4), which has not been found in research yet.
One may find in this article some acceptable answers, as a result, shown in the graphs and solutions presented in the closed-form. Do the soliton solutions of the given equation exist? If so, how do they behave? Can one speculate the “soliton” nature of the solution even if solutions are not well known in some real systems? How can one find some precise solutions that can be useful “if the complexity of the methods affects the solution results”? Are there solutions to test stability and estimate errors for the newly proposed numerical algorithms”? The authors have tried to find the answers of the above mentioned questions in the present article.
This work has two main objectives. The first is to obtain an optimal system, and the second is to obtain several types of new exact solutions. In section (2), we have applied the Lie group approach to obtain the symmetries of equation (4). An optimal system of vector fields is established in section (3). In section (4), we investigated the reduced equations to find exact solutions, and in the end, some remarks are presented in the conclusion.
2 Lie point symmetries
Lie group of transformations with parameter (ɛ) acting on variables (dependent and independent) for equation (4) are as follows
where ɛ is a small Lie group parameter andψx, ψy, ψz, τ and η are the infinitesimals of the transformation which are to be found for independent and dependent variables, respectively. Thus, the associated Lie algebra will be of the form Olver [31]
The above vector field generates a symmetry of equation (4). Also, for the invariance, pr(5)ℙ(Δ) = 0, when Δ = 0 for equation (4), where pr(5)ℙ is the fifth prolongation of ℙ. To obtain an overdetermined system of the coupled PDEs, we applied pr(5)ℙ to equation (4)
and get
After this, we use a computer algebra software (Maple) to obtain the following system of PDEs:
and, thus, we obtained the required infinitesimal generator as follows:
where ci′s, (i = 1, 2, 3, 4) and fj′s, (j = 1, 2, 3) are arbitrary. Following the Lie symmetry method explained in [31], we get the Lie algebra of symmetries for equation (4) as follows:
Now, for convenience, we obtain the Table 1 of commutator with entries as [ℙi, ℙj] = ℙi · ℙj − ℙj ·ℙi (see [31]).
Commutator Table
| * | ℙ1 | ℙ2 | ℙ3 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
|---|---|---|---|---|---|---|---|
| ℙ1 | 0 | −ℙ2 | 0 | 
 | 
0 | 
 | 
 | 
| ℙ2 | ℙ2 | 0 | 0 | 0 | 0 | 0 | 0 | 
| ℙ3 | 0 | 0 | 0 | −ℙ4 | −ℙ5 | 0 | 0 | 
| ℙ4 | 
 | 
0 | ℙ4 | 0 | 0 | 0 | 0 | 
| ℙ5 | 0 | 0 | ℙ5 | 0 | 0 | 0 | 0 | 
| ℙ6 | 
 | 
0 | 0 | 0 | 0 | 0 | 0 | 
| ℙ7 | 
 | 
0 | 0 | 0 | 0 | 0 | 0 | 
Clearly, the infinite-dimensional Lie algebra spanned by vector fields (11) generates an infinite continuous group of transformations of equation (4). These generators are linearly independent. Thus, it is very much appropriate to represent any infinitesimal of equation (4) as a linear combination of ℙi, given as
The group of transformation 
The right hand side gives the transformed point 
where ɛ is any real no. For a detailed description, the reader can see [31].
Generally, there is an infinite number of subalgebras for this Lie algebra formed from linear combinations of generators ℙ1, ℙ2, ℙ3, ℙ4, ℙ5, ℙ6 and ℙ7. If two subalgebras are equivalent, i.e., each has conjugate in the symmetry group, then their corresponding invariant solutions are connected by the same transformation. Thus, it is sufficient to place all similar subalgebras in one class and select a representative for every class. The set of all these representatives is called an optimal system (for details, see [31] and [32]). A detailed discussion is given in the next section.
3 Optimal system of subalgebra
Now, we find an optimal system of one dimensional Lie subalgebra. As an application of Lie group analysis, the primary use of an optimal system is to classify the group invariant solutions of partial differential equations to shorten the problem of categorizing subgroups of the complete symmetry group. A set of subalgebras forms an optimal system if each subalgebra of the Lie algebra is equivalent to a unique member of the set of subalgebras under some element of adjoint representation. Ovsiannnikov and Olver [31, 32] suggested the construction of an optimal system for the Lie subalgebra. The method made useful progress under the work of Petera, Winternitz, and Zassenhaus [33, 34], where various illustrations of an optimal system of subgroups can be seen for the Lie groups of mathematical physics. Based on the systematic algorithm [35], we find an optimal system of one-dimensional subalgebras of the equation (4). The symmetry Lie algebra having a basis {ℙ1, ℙ2, ℙ3,ℙ4, ℙ5, ℙ6, ℙ7} of section (2) and identify this with ℝ7 as a vector space using the map ℙi → 𝔢i where {𝔢1, 𝔢2, 𝔢3, 𝔢4, 𝔢5, 𝔢6, 𝔢7} is the standard basis of ℝ7. Then, from the Table 1, we obtain the following matrix description of Ad(ℙi):
where [ℙi, ℙj] is the commutator of the two operators. A real function ϕ on the Lie algebra 𝔤 is called an invariant if it satisfies the following condition:
For the Lie algebra 𝔤, we consider any subgroup g = exp(ɛ𝒮), where 
where θi = θi(a1, a2, a3, a4, a5, a6, a7, b1, b2, b3, b4, b5, b6, b7), i = 1, 2, 3, 4, 5, 6, 7 can be obtained from the commutator table (1), and for invariance
Expanding the right-hand side of eq. (15), we obtain
where
Substitution of equations (17) into equation (16) and collection of the coefficients of all 
Looking the solutions of the above system, we get the invariant form given as, ϕ(a1, a2, a3, a4, a5, a6, a7) = F(a1, a3), where F can be chosen as an arbitrary function. Thus, the following two basic invariants of the Lie algebra 𝔤 exist:
also the function 
Now, we need to prepare the general adjoint transformation matrix A, which is obtained by the product of the individual matrices of the adjoint actions A1, A2, A3, A4, A5, A6, A7, which are the adjoint action of ℙ1, ℙ2, ℙ3, ℙ4, ℙ5, ℙ6, ℙ7 to A.
Let ɛi, i = 1, 2, 3, 4, 5, 6, 7 be real constants and g = eɛiℙi, then we get
The adjoint action of ℙj on ℙi can be obtained from the adjoint representation, (see Table 2) for more detail, one may refer to Hu et al. [35].
Adjoint Table
| Ad | ℙ1 | ℙ2 | ℙ3 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
|---|---|---|---|---|---|---|---|
| ℙ1 | ℙ1 | eɛℙ2 | ℙ3 | 
 | 
ℙ5 | 
 | 
 | 
| ℙ2 | ℙ1 −ɛℙ2 | ℙ2 | ℙ3 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
| ℙ3 | ℙ1 | ℙ2 | ℙ3 | eɛℙ4 | eɛℙ5 | ℙ6 | ℙ7 | 
| ℙ4 | 
 | 
ℙ2 | ℙ3 − ɛℙ4 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
| ℙ5 | ℙ1 | ℙ2 | ℙ3 − ɛℙ5 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
| ℙ6 | 
 | 
ℙ2 | ℙ3 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
| ℙ7 | 
 | 
ℙ2 | ℙ3 | ℙ4 | ℙ5 | ℙ6 | ℙ7 | 
The formation of an optimal system of subalgebras of a Lie algebra is not an easy assignment. An optimal system of Lie subalgebras can be obtained by solving the system of algebraic equations, and the equivalent Lie subalgebras can be identified by the use of adjoint action on the set of these Lie subalgebras. Let
where c1, c2, c3, c4, c5, c6, c7 are the real constants. Here, X can be considered as a column vector with entries c1, c2, c3, c4, c5, c6, c7. Let A(ɛ1, ɛ2, ɛ3, ɛ4, ɛ5, ɛ6, ɛ7) = A7A6A5A4A3A2A1, which gives
Now, to construct an optimal system of equation (4), we consider 
In addition, A(ɛ1, ɛ2, ɛ3, ɛ4, ɛ5, ɛ6, ɛ7) transform X as follows
By definition, X and A(ɛ1, ɛ2, ɛ3, ɛ4, ɛ5, ɛ6, ɛ7)·X generate equivalent one dimensional Lie subalgebras for any ɛ1, ɛ2, ɛ3, ɛ4, ɛ5, ɛ6, ɛ7. This provides the liberty of choosing various values of ɛi to represent the equivalence class of X that might be much simpler than X. In order to distinguish the one dimensional Lie subalgebras of equation (4), we consider the cases as follows:
Case-1
c1 = 1, c3 = l1. Here, 
Thus, the action of adjoint maps Ad(exp(ɛ2ℙ2)), Ad(exp(ɛ4ℙ4)), Ad(exp(ɛ5ℙ5)), Ad(exp(ɛ6ℙ6)) and Ad(exp(ɛ7ℙ7)) will eliminate the coefficients of ℙ2, ℙ4, ℙ5, ℙ6 and ℙ7, respectively, from 
Case-2
c1 = 1, c3 = 0. Now, choosing a representative element 
Thus, the actions of adjoint maps Ad(exp(ɛ2ℙ2)), Ad(exp(ɛ4ℙ4)), Ad(exp(ɛ6ℙ6)) and Ad(exp(ɛ7ℙ7)) will eliminate the coefficients of ℙ2, ℙ3, ℙ4, ℙ6 and ℙ7 from 
Case-3
c1 = 0, c3 = 1. Now, choosing a representative element 
Thus, the action of adjoint maps Ad(exp(ɛ4ℙ4)), Ad(exp(ɛ5ℙ5)) will eliminate the coefficients of ℙ4 and ℙ5 from 
Case-4
c1 = 0, c3 = 0. Now, choosing a representative element 
i.e., any subalgebra spanned by ℙ1, ℙ2, ℙ3, ℙ4, ℙ5, ℙ6, ℙ7 is equivalent to some 
4 Invariant solutions
After the formation of one-dimensional optimal system of equation (4), we reach the equivalence class of group invariant solutions of equation (4). We will present the details of the calculation for some of the vector fields and directly give the calculation results for the remaining vector fields.
4.1 
ℙ ˜ 1 = ℙ 1 + c 3 ℙ 3  
Solving the characteristic equation, similarity variables can be obtained as
then, we get the invariants as 
Again, reducing the equation (26) by point symmetries, the following vector fields are found to span the symmetry group of equation (26):
where f1(Z) and f2(Z) are the arbitrary functions. By the appropriate choice of the arbitrary functions of the above equation, if f1(Z) = Z, 
which yields
where G(r, s) is a similarity function of variables r and s, which are given by
Thus, the characteristic equation for the second reduction of equation (4) is
We can see that, this is a nonlinear PDE with two independent and one dependent variable. After applying the similarity transform again, the following vector fields are found to span the symmetry group of equation (31):
Thus, the second reduction by similarity of equation (4) gives
which leads to G = m2, where m1 and m2 are some real constants. Thus, the invariant solution of equation (4) is given by

Solution profiles for equation (34) with m2 = 20, n1 = 10, n2 = 20 and y = 5.
4.2 
ℙ ˜ 2 = ℙ 1 + c 5 ℙ 5  
For this subalgebra, the similarity variables can be obtained by the following characteristic equation:
then, we get the invariants as 
Again, reducing the equation (36) by point symmetries, the following vector fields are found to span the symmetry group of equation (36):
where f1(Z)and f2(Z) are the arbitrary functions. It leads to the following characteristic equations:

Solution profiles for equation (44) with n1 = 1, n2 = 2, m3 = 3, z = 2 and R = 20sin(w).
By the appropriate choice of the arbitrary functions of the above equation, if f1(Z) = Z, 
where G(r, s) is a similarity function of variables r and s, which are given by
Thus, the second reduction by similarity of equation (4) gives
We can see that, this is a nonlinear PDE with two independent and one dependent variable. After applying the similarity transform again, the following vector fields are found to span the symmetry group of equation (41),
Thus, the characteristic equation for the second reduction of equation (4) is
where m1 and m2 are some real constants.
This leads to 
where
4.3 
ℙ ˜ 3 = c 2 ℙ 2 + ℙ 3 + c 6 ℙ 6 + c 7 ℙ 7  
For this subalgebra the similarity variables can be obtained by the following characteristic equations:
then we get the invariants as X = x − c6 ln(z), 
Again, reducing the equation (46) by point symmetries, the following vector fields are found to span the symmetry group of equation (46):
where f1(T), f2(T), f3(T), f4(T) and f5(T) are the arbitrary functions. By the appropriate choice of the arbitrary functions in the above equation, If f1(T) = T, 
which yields,
where G(r, s) is a similarity function of variables r and s, which are given by
Thus, the second reduction by similarity of equation (4) gives
We can see that, this is a nonlinear PDE with two independent and one dependent variable. After using the similarity transform again, the following vector fields are found to span symmetry group of equation (51):
where n1, n2, n3 and n4 are the arbitrary constants. By the appropriate choice of these constants, If n1 = 1, n2 = n3 = n4 = 0, it leads to the following characteristic equations:
which leads to 

Solution profiles for equation (55) with m1 = 2, m2 = 1, m3 = 1 and c7 = 2.
Thus, the second reduction by similarity of equation (4) gives
Now, with a particular solution for equation (54) as R(w) = w, an invariant solution of equation (4) is given by
4.4 
ℙ ˜ 4 = c 2 ℙ 2 + c 4 ℙ 4 + c 5 ℙ 5 + c 6 ℙ 6 + c 7 ℙ 7  
Solving the characteristic equations:
we obtain the invariants as 

Solution profiles for equation (58) with c2 = 2, c4 = 5, c6 = 5, c7 = 2, k1 = 8, k5 = 5, and z = 5.
This is a nonlinear PDE in three variables X, Y, Z having the general solution 
5 Discussion and conclusion
In the previous sections, we have made a possible attempt to analyze a (3+1)-dimensional nonlinear evolution equation ([5,6,7,8, 18]) by a well-organized Lie Symmetry method to find the group invariant solutions of the equation so that different types of solitary solutions can be obtained for the same. We acquired the geometric symmetry encompassed by seven basic symmetry algebra. For the classification of all the subalgebra, an optimal system of subalgebras is entrenched. Moreover, similarity solutions are also presented, along with solutions in terms of hypergeometric function. Thus, we obtained a variety of different kinds of multiple soliton solutions for the (3+1)-dimensional nonlinear equation, where significant features and distinct physical structures can be noticed for each set of specific solutions. To the best of our knowledge, the similarity solutions through an optimal system for the same nonlinear equation have not been obtained before. A different variety of soliton solutions has been obtained, and in further work, it can be considered for other nonlinear models by the same systematic approach. The results would be of more importance in understanding different phenomena of different types of nonlinear waves in nonlinear systems, optics, fluid dynamics, including water waves. Also, in view of the availability of programming languages like Mathematica or Maple (which makes tedious algebraic calculations easy), we observed that the Lie Symmetry method is a direct, standard, and computer-based method. The properties of new solutions for the (3+1)-dimensional nonlinear equation are easy to observe by the given figures.
Funding information: The first author, Ashish Tiwari, acknowledges the financial support awarded by “inistry of Human Resource Development”, under the scheme senior Research Fellowship and the second author, Kajal Sharma, acknowledges the financial support awarded by “Department of Science and Technology”, New Delhi under the scheme senior Research Fellowship.
Author contributions: All authors have accepted responsibility for the entire content of this manuscript and approved its submission.
Conflict of interest: The authors state no conflict of interest.
Data Availability Statement: All data generated or analysed during this study are included in this published article [and its supplementary information files].
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 - New Soliton Solutions for the Higher-Dimensional Non-Local Ito Equation
 - Role of shallow water waves generated by modified Camassa-Holm equation: A comparative analysis for traveling wave solutions
 - Study on vibration monitoring and anti-vibration of overhead transmission line
 - Vibration signal diagnosis and analysis of rotating machine by utilizing cloud computing
 - Hybrid of differential quadrature and sub-gradients methods for solving the system of Eikonal equations
 - Developing a model to determine the number of vehicles lane changing on freeways by Brownian motion method
 - Finite element method for stress and strain analysis of FGM hollow cylinder under effect of temperature profiles and inhomogeneity parameter
 - Novel solitons solutions of two different nonlinear PDEs appear in engineering and physics
 - Optimum research on the temperature of the ship stern-shaft mechanical seal end faces based on finite element coupled analysis
 - Numerical and experimental analysis of the cavitation and study of flow characteristics in ball valve
 - Role of distinct buffers for maintaining urban-fringes and controlling urbanization: A case study through ANOVA and SPSS
 - Significance of magnetic field and chemical reaction on the natural convective flow of hybrid nanofluid by a sphere with viscous dissipation: A statistical approach
 - Special Issue: Recent trends and emergence of technology in nonlinear engineering and its applications
 - Research on vibration monitoring and fault diagnosis of rotating machinery based on internet of things technology
 - An improved image processing algorithm for automatic defect inspection in TFT-LCD TCON
 - Research on speed sensor fusion of urban rail transit train speed ranging based on deep learning
 - A Generalized ML-Hyers-Ulam Stability of Quadratic Fractional Integral Equation
 - Study on vibration and noise influence for optimization of garden mower
 - Relay vibration protection simulation experimental platform based on signal reconstruction of MATLAB software
 - Research on online calibration of lidar and camera for intelligent connected vehicles based on depth-edge matching
 - Study on fault identification of mechanical dynamic nonlinear transmission system
 - Research on logistics management layout optimization and real-time application based on nonlinear programming
 - Complex circuit simulation and nonlinear characteristics analysis of GaN power switching device
 - Seismic nonlinear vibration control algorithm for high-rise buildings
 - Parameter simulation of multidimensional urban landscape design based on nonlinear theory
 - Research on frequency parameter detection of frequency shifted track circuit based on nonlinear algorithm
 
Artikel in diesem Heft
- Nonlinear absolute sea-level patterns in the long-term-trend tide gauges of the East Coast of North America
 - Insight into the significance of Joule dissipation, thermal jump and partial slip: Dynamics of unsteady ethelene glycol conveying graphene nanoparticles through porous medium
 - Numerical results for influence the flow of MHD nanofluids on heat and mass transfer past a stretched surface
 - A novel approach on micropolar fluid flow in a porous channel with high mass transfer via wavelet frames
 - On the exact and numerical solutions to a new (2 + 1)-dimensional Korteweg-de Vries equation with conformable derivative
 - On free vibration of laminated skew sandwich plates: A finite element analysis
 - Numerical simulations of stochastic conformable space–time fractional Korteweg-de Vries and Benjamin–Bona–Mahony equations
 - Dynamical aspects of smoking model with cravings to smoke
 - Analysis of the ROA of an anaerobic digestion process via data-driven Koopman operator
 - Lie symmetry analysis, optimal system, and new exact solutions of a (3 + 1) dimensional nonlinear evolution equation
 - Extraction of optical solitons in birefringent fibers for Biswas-Arshed equation via extended trial equation method
 - Numerical study of radiative non-Darcy nanofluid flow over a stretching sheet with a convective Nield conditions and energy activation
 - A fractional study of generalized Oldroyd-B fluid with ramped conditions via local & non-local kernels
 - Analytical and numerical treatment to the (2+1)-dimensional Date-Jimbo-Kashiwara-Miwa equation
 - Gyrotactic microorganism and bio-convection during flow of Prandtl-Eyring nanomaterial
 - Insight into the significance of ramped wall temperature and ramped surface concentration: The case of Casson fluid flow on an inclined Riga plate with heat absorption and chemical reaction
 - Dynamical behavior of fractionalized simply supported beam: An application of fractional operators to Bernoulli-Euler theory
 - Mechanical performance of aerated concrete and its bonding performance with glass fiber grille
 - Impact of temperature dependent viscosity and thermal conductivity on MHD blood flow through a stretching surface with ohmic effect and chemical reaction
 - Computational and traveling wave analysis of Tzitzéica and Dodd-Bullough-Mikhailov equations: An exact and analytical study
 - Combination of Laplace transform and residual power series techniques to solve autonomous n-dimensional fractional nonlinear systems
 - Investigating the effects of sudden column removal in steel structures
 - Investigation of thermo-elastic characteristics in functionally graded rotating disk using finite element method
 - New Aspects of Bloch Model Associated with Fractal Fractional Derivatives
 - Magnetized couple stress fluid flow past a vertical cylinder under thermal radiation and viscous dissipation effects
 - New Soliton Solutions for the Higher-Dimensional Non-Local Ito Equation
 - Role of shallow water waves generated by modified Camassa-Holm equation: A comparative analysis for traveling wave solutions
 - Study on vibration monitoring and anti-vibration of overhead transmission line
 - Vibration signal diagnosis and analysis of rotating machine by utilizing cloud computing
 - Hybrid of differential quadrature and sub-gradients methods for solving the system of Eikonal equations
 - Developing a model to determine the number of vehicles lane changing on freeways by Brownian motion method
 - Finite element method for stress and strain analysis of FGM hollow cylinder under effect of temperature profiles and inhomogeneity parameter
 - Novel solitons solutions of two different nonlinear PDEs appear in engineering and physics
 - Optimum research on the temperature of the ship stern-shaft mechanical seal end faces based on finite element coupled analysis
 - Numerical and experimental analysis of the cavitation and study of flow characteristics in ball valve
 - Role of distinct buffers for maintaining urban-fringes and controlling urbanization: A case study through ANOVA and SPSS
 - Significance of magnetic field and chemical reaction on the natural convective flow of hybrid nanofluid by a sphere with viscous dissipation: A statistical approach
 - Special Issue: Recent trends and emergence of technology in nonlinear engineering and its applications
 - Research on vibration monitoring and fault diagnosis of rotating machinery based on internet of things technology
 - An improved image processing algorithm for automatic defect inspection in TFT-LCD TCON
 - Research on speed sensor fusion of urban rail transit train speed ranging based on deep learning
 - A Generalized ML-Hyers-Ulam Stability of Quadratic Fractional Integral Equation
 - Study on vibration and noise influence for optimization of garden mower
 - Relay vibration protection simulation experimental platform based on signal reconstruction of MATLAB software
 - Research on online calibration of lidar and camera for intelligent connected vehicles based on depth-edge matching
 - Study on fault identification of mechanical dynamic nonlinear transmission system
 - Research on logistics management layout optimization and real-time application based on nonlinear programming
 - Complex circuit simulation and nonlinear characteristics analysis of GaN power switching device
 - Seismic nonlinear vibration control algorithm for high-rise buildings
 - Parameter simulation of multidimensional urban landscape design based on nonlinear theory
 - Research on frequency parameter detection of frequency shifted track circuit based on nonlinear algorithm