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          September 22, 2018 01:58 
        
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  | import numpy as np | |
| import matplotlib.pyplot as plt | |
| import sympy as sb | |
| def Chebyshev(N): | |
| P = [0]*(N+1) | |
| P[0] = 1 | |
| P[1] = x | |
| for n in range(1,N): | |
| P[n+1] = 2 * x*P[n] - P[n-1] | |
| P[n+1] = sb.expand(P[n+1]) | |
| p = [0]*(N+1) | |
| for n in range(N+1): | |
| p[n] = sb.lambdify(x,P[n]) | |
| return P,p | |
| def Legendre(N): | |
| P = [0]*(N+1) | |
| P[0] = 1 | |
| P[1] = x | |
| for n in range(1,N): | |
| P[n+1] = ( (2*n+1)*x*P[n] - n*P[n-1]) /(n+1) | |
| P[n+1] = sb.expand(P[n+1]) | |
| p = [0]*(N+1) | |
| for n in range(N+1): | |
| p[n] = sb.lambdify(x,P[n]) | |
| return P,p | |
| x = sb.Symbol('x') | |
| N = 6 | |
| P1,p1 = Chebyshev(N) | |
| P2,p2 = Legendre(N) | |
| xx = np.linspace(-1,1,1000) | |
| YY1 = [] | |
| YY2 = [] | |
| for n in range(N): | |
| yy = p1[n](xx) | |
| YY1.append(yy) | |
| yy = p2[n](xx) | |
| YY2.append(yy) | |
| plt.close('all') | |
| plt.figure(figsize=(8,8)) | |
| plt.subplot(2,1,1) | |
| for n in range(N): | |
| if isinstance(YY1[n],np.ndarray) is False: | |
| YY1[n] = YY1[n]*np.ones_like(xx) | |
| plt.plot(xx,YY1[n],label='$T_%d(x) = %s$' %(n,sb.latex(P1[n]))) | |
| plt.title('Chebyshev Polynomials (1st)',fontsize=12) | |
| plt.subplot(2,1,2) | |
| for n in range(N): | |
| if isinstance(YY2[n],np.ndarray) is False: | |
| YY2[n] = YY2[n]*np.ones_like(xx) | |
| plt.plot(xx,YY2[n],label='$P_%d(x) = %s$' %(n,sb.latex(P2[n]))) | |
| plt.title('Legendre Polynomials',fontsize=12) | |
| axes = plt.gcf().get_axes() | |
| for axis in axes: | |
| plt.sca(axis) | |
| plt.grid() | |
| plt.xlabel('$x$') | |
| plt.ylabel('$y$') | |
| plt.ylim([-1.2,1.2]) | |
| plt.legend(fontsize=12,bbox_to_anchor=(1.04,0.8), loc="upper left") | |
| plt.tight_layout() | |
| plt.savefig('ChebyshevPolynomials2.png') | 
  
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