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This is solution to one of problems in Numerical Analysis. This is matlab code. Its helpful to students of Computer Science, Electrical and Mechanical Engineering. This code also help to understand algorithm and logic behind the problem. This code includes: Clamped, Cubic, Spline, Algorithm, Interpolant, Function, Definced, Generate, Output, Nodes, Entry, Columns
Typology: Exercises
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% To construct the cubic spline interpolant S for the function f, % defined at the numbers x(0) < x(1) < ... < x(n), satisfying % S'(x(0)) = f'(x(0)) and S'(x(n)) = f'(x(n)): % % INPUT: n; x(0), x(1), ..., x(n); either generate A(I) = f(x(I)) % for i = 0, 1, ..., n or input A(I) for I = 0, 1, ..., n; % FP0 = f'(x(0)); FPN = f'(x(n)). % % OUTPUT: A(J), B(J), C(J), D(J) for J = 0, 1, ..., n - 1. % % NOTE: S(x) = A(J) + B(J) * ( x - x(J) ) + C(J) * ( x - x(J) )2 + % D(J) * ( x - x(J) )3 for x(J) <= x < x(J + 1) syms('OK', 'FLAG', 'N', 'I', 'X', 'A', 'AA', 'NAME', 'INP'); syms('FP0', 'FPN', 'M', 'H', 'XA', 'XL', 'XU', 'XZ', 'C', 'J'); syms('B', 'D', 'OUP','s','x'); TRUE = 1; FALSE = 0; fprintf(1,'This is Clamped Cubic Spline Interpolation.\n'); OK = FALSE; while OK == FALSE fprintf(1,'Choice of input method:\n'); fprintf(1,'1. Input entry by entry from keyboard\n'); fprintf(1,'2. Input data from a text file\n'); fprintf(1,'3. Generate data using a function F with nodes entered '); fprintf(1,'from keyboard\n'); fprintf(1,'4. Generate data using a function F with nodes from '); fprintf(1,'a text file\n'); fprintf(1,'Choose 1, 2, 3, or 4 please\n'); FLAG = input(' '); if FLAG >= 1 & FLAG <= 4 OK = TRUE; end end if FLAG == 1 OK = FALSE; while OK == FALSE fprintf(1,'Input n\n'); N = input(' '); if N > 0 OK = TRUE; X = zeros(1,N+1); A = zeros(1,N+1); for I = 0:N fprintf(1,'Input X(%d) and F(X(%d)) ', I, I); fprintf(1,'on separate lines\n'); X(I+1) = input(' '); A(I+1) = input(' '); end else fprintf(1,'Number must be a positive integer\n'); end end end
if FLAG == 2 fprintf(1,'Has a text file been created with the data in two columns ?\n'); fprintf(1,'Enter Y or N\n'); AA = input(' ','s'); if AA == 'Y' | AA == 'y' fprintf(1,'Input the file name in the form - '); fprintf(1,'drive:\name.ext\n'); fprintf(1,'For example: A:\DATA.DTA\n'); NAME = input(' ','s'); INP = fopen(NAME,'rt'); OK = FALSE; while OK == FALSE fprintf(1,'Input n\n'); N = input(' '); if N > 0 X = zeros(1,N+1); A = zeros(1,N+1); for I = 0:N X(I+1) = fscanf(INP, '%f',1); A(I+1) = fscanf(INP, '%f',1); end fclose(INP); OK = TRUE; else fprintf(1,'Number must be a positive integer\n'); end end else fprintf(1,'Please create the input file in two column '); fprintf(1,'form with the\n'); fprintf(1,'X values and F(X) values in the corresponding columns.\n'); fprintf(1,'The program will end so the input file can be created.\n'); OK = FALSE; end end if FLAG == 3 fprintf(1,'Input the function F(x) in terms of x\n'); fprintf(1,'For example: cos(x)\n'); s = input(' ','s'); F = inline(s,'x'); OK = FALSE; while OK == FALSE fprintf(1,'Input n\n'); N = input(' '); if N > 0 X = zeros(1,N+1); A = zeros(1,N+1); for I = 0:N fprintf(1,'Input X(%d)\n', I); X(I+1) = input(' '); A(I+1) = F(X(I+1)); end OK = TRUE;
XA = zeros(1,N+1); XA(1) = 3.0 * (A(2) - A(1)) / H(1) - 3.0 * FP0; XA(N+1) = 3.0 * FPN - 3.0 * (A(N+1) - A(N)) / H(N); % STEP 3 for I = 1:M XA(I+1) = 3.0(A(I+2)H(I)-A(I+1)(X(I+2)- X(I))+A(I)H(I+1))/(H(I+1)H(I)); end % STEP 4 % STEPS 4, 5, 6 and part of 7 solve the tridiagonal system using Algorithm 6. % use XL, XU, XZ in place of L, MU, Z resp. XL = zeros(1,N+1); XU = zeros(1,N+1); XZ = zeros(1,N+1); XL(1) = 2.0 * H(1); XU(1) = 0.5; XZ(1) = XA(1) / XL(1); % STEP 5 for I = 1:M XL(I+1) = 2.0 * (X(I+2) - X(I)) - H(I) * XU(I); XU(I+1) = H(I+1) / XL(I+1); XZ(I+1) = (XA(I+1) - H(I) * XZ(I)) / XL(I+1); end % STEP 6 XL(N+1) = H(N) * (2.0 - XU(N)); XZ(N+1) = (XA(N+1) - H(N) * XZ(N)) / XL(N+1); C = zeros(1,N+1); B = zeros(1,N+1); D = zeros(1,N+1); C(N+1) = XZ(N+1); % STEP 7 for I = 1:N J = N - I; C(J+1) = XZ(J+1) - XU(J+1) * C(J+2); B(J+1) = (A(J+2)-A(J+1))/H(J+1)-H(J+1)(C(J+2)+2.0*C(J+1))/3.0; D(J+1) = (C(J+2) - C(J+1)) / (3.0 * H(J+1)); end % STEP 8 fprintf(1,'Select output destination\n'); fprintf(1,'1. Screen\n'); fprintf(1,'2. Text file\n'); fprintf(1,'Enter 1 or 2\n'); FLAG = input(' '); if FLAG == 2 fprintf(1,'Input the file name in the form - drive:\name.ext\n'); fprintf(1,'For example: A:\OUTPUT.DTA\n'); NAME = input(' ','s'); OUP = fopen(NAME,'wt'); else OUP = 1; end fprintf(OUP, 'CLAMPED CUBIC SPLINE INTERPOLATION\n\n'); fprintf(OUP, 'The numbers X(0), ..., X(N) are:\n');
for I = 0:N fprintf(OUP, ' %11.8f', X(I+1)); end fprintf(OUP, '\n\nThe coefficients of the spline on the subintervals '); fprintf(OUP, 'are:\n'); fprintf(OUP, 'for I = 0, ..., N-1\n'); fprintf(OUP, ' A(I) B(I) C(I) D(I)\n'); for I = 0:M fprintf(OUP,'%13.8f %13.8f %13.8f %13.8f\n',A(I+1),B(I+1),C(I+1),D(I+1)); end if OUP ~= 1 fclose(OUP); fprintf(1,'Output file %s created successfully\n',NAME); end end