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Introduction to Matlab By: İ.Yücel Özbek Outline: What is Matlab? Matlab Screen Variables, array, matrix, indexing Operators (Arithmetic, relational, logical ) Display Facilities Flow Control Using of M-File Writing User Defined Functions Conclusion What is Matlab? Matlab MATLAB (Matrix laboratory) is basically a high level language which has many specialized toolboxes for making things easier for us Assembly High Level Languages such as C, Pascal etc. Matlab What are we interested in? Matlab (C++ and LabView) are required in almost every research position. Advantage: Good toolbox library Disavantage: Longer processing time Price Free Clones Octave Scilab Matlab Screen Command Window type commands Current Directory View folders and m-files Workspace View program variables Double click on a variable to see it in the Array Editor Command History view past commands save a whole session using diary Variables No need for types. i.e., All variables are created with double precision unless specified and they are matrices. After these statements, the variables are 1x1 matrices with double precision int a; double b; float c; Example: >>x=5; >>x1=2; Getting help The help command >> help The help window >> helpwin The lookfor command >> lookfor CANCEL >>CTR C GOOGLE: Matlab... » lookfor scholes BLSLAMBDA Black-Scholes elasticity. BLSPRICE Black-Scholes put and call pricing. BLSRHO Black-Scholes sensitivity to interest rate change. .... » help blsprice BLSPRICE Black-Scholes put and call pricing. [CALL,PUT] = BLSPRICE(SO,X,R,T,SIG,Q) returns the value of call and put options using the Black-Scholes pricing formula.SO is the current asset price, X is the exercise price, R is the risk- free .... » lookfor scholes BLSLAMBDA Black-Scholes elasticity. BLSPRICE Black-Scholes put and call pricing. BLSRHO Black-Scholes sensitivity to interest rate change. .... » help blsprice BLSPRICE Black-Scholes put and call pricing. [CALL,PUT] = BLSPRICE(SO,X,R,T,SIG,Q) returns the value of call and put options using the Black-Scholes pricing formula.SO is the current asset price, X is the exercise price, R is the risk- free .... Array, Matrix a vector x = [1 2 5 1] x = 1 2 5 1 a matrix x = [1 2 3; 5 1 4; 3 2 -1] x = 1 2 3 5 1 4 3 2 -1 transpose y = x’ y = 1 2 5 1 Long Array, Matrix t =1:10 t = 1 2 3 4 5 6 7 8 9 10 k =2:-0.5:-1 k = 2 1.5 1 0.5 0 -0.5 -1 B = [1:4; 5:8] x = 1 2 3 4 5 6 7 8 Generating Vectors from functions zeros(M,N) MxN matrix of zeros ones(M,N) MxN matrix of ones rand(M,N) MxN matrix of uniformly distributed random numbers on (0,1) x = zeros(1,3) x = 0 0 0 x = ones(1,3) x = 1 1 1 x = rand(1,3) x = 0.9501 0.2311 0.6068 Matrix Index The matrix indices begin from 1 (not 0 (as in C)) The matrix indices must be positive integer Given: A(-2), A(0) Error: ??? Subscript indices must either be real positive integers or logicals. A(4,2) Error: ??? Index exceeds matrix dimensions. Concatenation of Matrices x = [1 2], y = [4 5], z=[ 0 0] A = [ x y] 1 2 4 5 B = [x ; y] 1 2 4 5 C = [x y ;z] Error: ??? Error using ==> vertcat CAT arguments dimensions are not consistent. Operators (arithmetic) + addition - subtraction * multiplication / division ^ power ‘ complex conjugate transpose Matrices Operations Given A and B: Addition Subtraction Product Transpose Operators Element by Element .* element-by-element multiplication ./ element-by-element division .^ element-by-element power FIND fuction X = [1 0 4 -3 0 0 0 8 6]; find(X > 2) ans = 3 8 9 The use of “.” – “Element” Operation K= x^2 Erorr: ??? Error using ==> mpower Matrix must be square. B=x*y Erorr: ??? Error using ==> mtimes Inner matrix dimensions must agree. A = [1 2 3; 5 1 4; 3 2 1] A = 1 2 3 5 1 4 3 2 -1 y = A(:,3) y= 3 4 -1 b = x .* y b= 3 8 -3 c = x . / y c= 0.33 0.5 -3 d = x .^2 d= 1 4 9 x = A(1,:) x= 1 2 3 Math Functions Basic Task: Plot the function sin(x) between 0≤x≤4π Create an x-array of 100 samples between 0 and 4π. Calculate sin(.) of the x-array Plot the y-array >>x=linspace(0,4*pi,100); >>y=sin(x); >>plot(y) 0 10 20 30 40 50 60 70 80 90 100 -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 Plot the function e-x/3sin(x) between 0≤x≤4π Create an x-array of 100 samples between 0 and 4π. Calculate sin(.) of the x-array Calculate e-x/3 of the x-array Multiply the arrays y and y1 >>x=linspace(0,4*pi,100); >>y=sin(x); >>y1=exp(-x/3); >>y2=y*y1; Plot the function e-x/3sin(x) between 0≤x≤4π Multiply the arrays y and y1 correctly Plot the y2-array >>y2=y.*y1; >>plot(y2) 0 10 20 30 40 50 60 70 80 90 100 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 Display Facilities plot(.) stem(.) Example: >>x=linspace(0,4*pi,100); >>y=sin(x); >>plot(y) >>plot(x,y) Example: >>stem(y) >>stem(x,y) 0 10 20 30 40 50 60 70 80 90 100 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0 10 20 30 40 50 60 70 80 90 100 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 Display Facilities title(.) xlabel(.) ylabel(.) >>title(‘This is the sinus function’) >>xlabel(‘x (secs)’) >>ylabel(‘sin(x)’) 0 10 20 30 40 50 60 70 80 90 100 -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 This is the sinus function x (secs) si n( x) Display Facilities HOLD ON holds the current plot HOLD OFF releases hold on current plot HOLD toggles the hold state SUBPLOT- display multiple axes subplot(#rows, #cols, index) »subplot(2,2,1); » … »subplot(2,2,2) » ... »subplot(2,2,3) » ... »subplot(2,2,4) » ... »subplot(2,2,1); » … »subplot(2,2,2) » ... »subplot(2,2,3) » ... »subplot(2,2,4) » ... Alternative Scales for Axes SEMILOGY log Y linear X PLOTYY 2 sets of linear axes LOGLOG Both axes logarithmic SEMILOGX log X linear Y »other_axes Surface Plot Example » t = 0.001:0.001:0.03; » s = 90:0.2:100; » [gt, gs] = meshgrid(t,s); » r = 0.1; » k = 95; » [call, put] = blsprice(gs,k,r,gt,0.3); » surf(t,s,call) » xlabel('Time to Maturity') » ylabel('Spot Price’); » t = 0.001:0.001:0.03; » s = 90:0.2:100; » [gt, gs] = meshgrid(t,s); » r = 0.1; » k = 95; » [call, put] = blsprice(gs,k,r,gt,0.3); » surf(t,s,call) » xlabel('Time to Maturity') » ylabel('Spot Price’); »surface_ex 3-D Surface Plotting »surf_3d Specialized Plotting Routines »spec_plots Operators (relational, logical) == Equal to ~= Not equal to < Strictly smaller > Strictly greater <= Smaller than or equal to >= Greater than equal to & And operator | Or operator Flow Control if for while break …. Control Structures If Statement Syntax if (Condition_1) Matlab Commands elseif (Condition_2) Matlab Commands elseif (Condition_3) Matlab Commands else Matlab Commands end Some Dummy Examples if ((a>3) & (b==5)) Some Matlab Commands; end if (a<3) Some Matlab Commands; elseif (b~=5) Some Matlab Commands; end if (a<3) Some Matlab Commands; else Some Matlab Commands; end Control Structures For loop syntax for i=Index_Array Matlab Commands end Some Dummy Examples for i=1:100 Some Matlab Commands; end for j=1:3:200 Some Matlab Commands; end for m=13:-0.2:-21 Some Matlab Commands; end for k=[0.1 0.3 -13 12 7 -9.3] Some Matlab Commands; end Control Structures While Loop Syntax while (condition) Matlab Commands end Dummy Example while ((a>3) & (b==5)) Some Matlab Commands; end Use of M-File Click to create a new M-File • Extension “.m” • A text file containing script or function or program to run Use of M-File If you include “;” at the end of each statement, result will not be shown immediatelySave file as Denem430.m Use of M-File Writing User Defined Functions Functions are m-files which can be executed by specifying some inputs and supply some desired outputs. The code telling the Matlab that an m-file is actually a function is You should write this command at the beginning of the m-file and you should save the m-file with a file name same as the function name function out1=functionname(in1) function out1=functionname(in1,in2,in3) function [out1,out2]=functionname(in1,in2) Writing User Defined Functions Examples Write a function : out=squarer (A, ind) Which takes the square of the input matrix if the input indicator is equal to 1 And takes the element by element square of the input matrix if the input indicator is equal to 2 Same Name Writing User Defined Functions Another function which takes an input array and returns the sum and product of its elements as outputs The function sumprod(.) can be called from command window or an m-file as Notes: “%” is the neglect sign for Matlab (equaivalent of “//” in C). Anything after it on the same line is neglected by Matlab compiler. Sometimes slowing down the execution is done deliberately for observation purposes. You can use the command “pause” for this purpose pause %wait until any key pause(3) %wait 3 seconds Complex Numbers Another function which takes an input array and returns the sum and product of its elements as outputs ≫ z = 2+1.5*j, real(z) to get the result z = 2.000+1.500i ans = 2 Variables >>I = int8(zeros(100)); % Creates an intermediate array String Arrays: Created using single quote delimiter (') Each character is a separate matrix element (16 bits of memory per character) Indexing same as for numeric arrays » str = 'Hi there,' str = Hi there, » str2 = 'Isn''t MATLAB great?' str2 = Isn't MATLAB great? » str = 'Hi there,' str = Hi there, » str2 = 'Isn''t MATLAB great?' str2 = Isn't MATLAB great? »string_array 1x9 vectorstr = H i t h e r e , String Arrays: » str ='Hi there,'; » str1='Everyone!'; » new_str=[str, ' ', str1] new_str = Hi there, Everyone! » str2 = 'Isn''t MATLAB great?'; » new_str2=[new_str; str2] new_str2 = Hi there, Everyone! Isn't MATLAB great? » str ='Hi there,'; » str1='Everyone!'; » new_str=[str, ' ', str1] new_str = Hi there, Everyone! » str2 = 'Isn''t MATLAB great?'; » new_str2=[new_str; str2] new_str2 = Hi there, Everyone! Isn't MATLAB great? 1x19 vector 1x9 vectors »string_cat Using [ ] operator: Each row must be same length Row separator: semicolon (;) Column separator: space / comma (,) For strings of different length: • STRVCAT • STR2MAT » new_str3 = strvcat(str, str2) new_str3 = Hi there, Isn't MATLAB great? » new_str3 = strvcat(str, str2) new_str3 = Hi there, Isn't MATLAB great? 2x19 matrix 2x19 matrix (zero padded) 1x19 vectors String Arrays: String Comparisons STRCMP - compare whole strings STRNCMP - compare first ‘N’ characters FINDSTR - finds substring within a larger string Converting between numeric & string arrays: NUM2STR - convert from numeric to string array STR2NUM - convert from string to numeric array File I/O : High-level routines: SAVE & LOAD Other file formats: csvread - comma-separated ASCII files dlmread - general ASCII delimited files textread - read formatted data load fname load fname x y z load fname -ascii load fname -mat load fname* load fname load fname x y z load fname -ascii load fname -mat load fname* save fname save fname x y z save fname data* save fname -ascii save fname -v4 save fname save fname x y z save fname data* save fname -ascii save fname -v4 Use wildcard (*) for similar variables Low-level text file I/O: This is a magic matrix 17 23 4 10 11 24 5 6 12 18 1 7 13 19 25 8 14 20 21 2 15 16 22 3 9 ASCII text file: magic5.txt » fid=fopen('magic5.txt', 'rt'); » title = fgetl(fid); » [data,count]=fscanf(fid, '%i'); » data = reshape(data, 5, 5); » fclose(fid); » fid=fopen('magic5.txt', 'rt'); » title = fgetl(fid); » [data,count]=fscanf(fid, '%i'); » data = reshape(data, 5, 5); » fclose(fid); »help fprintf Reading data from text file: » fid = fopen('magic5.txt', 'wt'); » fprintf(fid, '%s\n', 'This is a magic matrix'); » fprintf(fid, '%i\t%i\t%i\t%i\t%i\n', magic(5)); » fclose(fid); » fid = fopen('magic5.txt', 'wt'); » fprintf(fid, '%s\n', 'This is a magic matrix'); » fprintf(fid, '%i\t%i\t%i\t%i\t%i\n', magic(5)); » fclose(fid); Writing data to text file: % This is a comment, it starts with a “%” clc % Clear command window clear all % Clear variables in MatLab y = 5*3 + 2^2; % simple arithmetic x = [1 2 4 5 6]; % create the vector “x” x1 = x.^2; % square each element in x E = sum(abs(x).^2); % Calculate signal energy P = E/length(x); % Calculate av signal Basic Matlab Operations % Calculate av signal power x2 = x(1:3); % Select first 3 elements in x z = 1+i; % Create a complex number a = real(z); % Pick off real part b = imag(z); % Pick off imaginary part plot(x); % Plot the vector as a signal t = 0:0.1:100; % Generate sampled time x3=exp(-t).*cos(t); % Generate a discrete signal plot(t, x3, ‘x’);% Plot points Basic Matlab Operations %This shows how to save a table in Excel columnHeader = {'t', 'x3'}; xlswrite('Table_1.xls',columnHeader,'Sheet1','A1'); %Saves the heather in Excel xlswrite('Table_1.xls',[t; x3]','Sheet1','A2'); %Saves the variables in Excel %This reads the same table in Excel excel_data = xlsread('Table_1.xls',); Basic Matlab Operations Questions Thank You…