We have already discussed Akbari–Ganji's method (AGM), exp‐function method, Adomian decomposition method (ADM), homotopy perturbation method (HPM), variational iteration method (VIM), and homotopy analysis method (HAM) in Chapters 9, 10, 11, 12, 13, and 14, respectively. This chapter presents another effective numerical method that approximates the solution of the PDEs by functional values at certain discretized points. This method can be applied with considerably less number of grid points, whereas the methods like finite difference method (FDM), finite element method (FEM), and finite volume method (FVM) as given in Chapters 5, 6, and 7, respectively, may need more number of grid points to obtain the solution. However, FDM, FEM, and FVM are versatile methods which may certainly be used to handle regular as well as irregular domains.
Approximating partial derivatives by means of weighted sum of function values is known as Differential Quadrature (DQ). The differential quadrature method (DQM) was proposed by Bellman et al. [1–4]. Determination of weighted coefficients plays an important and crucial role in DQM. As such, an effective procedure for finding weighted coefficients suggested by Bellman is to use a simple algebraic formulation of weighted coefficient with the help of coordinates of grid points. Here, the coordinate of the grid points are the roots of the base functions like Legendre polynomials, Chebyshev polynomials, etc. Interested readers may see Refs. [5–10] and references therein for more details and application of DQM.
In this section, DQM has been illustrated [ 1 ,2] by considering a second‐order nonlinear partial differential equation (PDE) of the form
subject to initial condition
The DQ of the first‐ and second‐order spatial derivatives at the grid points xi are given by
By plugging Eqs. (15.3) and (15.4) in Eq. (15.1), we obtain a system of N ordinary differential equations (ODEs) as follows:
subject to initial conditions
The weighted coefficients aij and bij are to be found using N grid points xi and these grid points depend on the considered polynomials like Legendre, Chebyshev, etc. In this chapter, shifted Legendre polynomials in [0, 1] have been used to find weighted coefficients.
The shifted Legendre polynomials [11,12] of order N are given as
First, five shifted Legendre polynomials are
The weighted coefficients in terms of shifted Legendre polynomial [2]
are taken as follows:
and
Once all aii are obtained, it is then easy to find bii following the below procedure.
Let us denote Eq. ( 15.3 ) as
where A = [aij]N × N.
The second‐order derivative can be approximated as
where [bij] = A2.
Hence, weighted coefficients bij can be obtained by squaring A as
Substituting the obtained weighted coefficients aij and bij in Eq. (15.5) and then using a suitable method to solve the system of ODEs, the solution of the model problem may be found at selected grid points.
Next, we solve two test problems to demonstrate the DQM.
In this section, two nonlinear PDEs are solved by considering different N for better understanding of the DQM.
Figure 15.2 Absolute error plots for N = 4, N = 7 at t = 0.01.
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