programming in matlab me 303. outline of lecture what is matlab? windows? data types –arrays:...
TRANSCRIPT
Programming in MATLAB
ME 303
Outline of Lecture
• What is Matlab? Windows?• Data Types
– arrays: char, numeric, struct, cell
• Operators – arithmetic, relational, logical
• Flow Control– conditionals, case, while, etc.
• M-functions– syntax– examples of simple functions– writing and debugging a simple MATLAB function
What is Matlab ?
• MATLAB® is a high-performance language for technical computing. It integrates computation, visualization, and programming in an easy-to-use environment where problems and solutions are expressed in familiar mathematical notation.
• MATLAB is an interactive system whose basic data element is an array that does not require dimensioning. This allows you to solve many technical computing problems, especially those with matrix and vector formulations, in a fraction of the time it would take to write a program in a scalar noninteractive language such as C or Fortran. So where other programming languages work with numbers one at a time, MATLAB allows you to work with entire matrices quickly and easily.
FORTRAN:FORTRAN: real*8 A(10,10), B(10,10), C(10,10) real*8 A(10,10), B(10,10), C(10,10)
do i=1,10 do i=1,10 do j=1,10 do j=1,10 C(i,j) = A(i,j) + B(i,j) C(i,j) = A(i,j) + B(i,j) 10 continue 10 continue 20 continue 20 continue
MATLABMATLAB: : C = A + BC = A + B
• The name MATLAB stands for matrix laboratory.
• A software environment for interactive (No need to declare variables) numerical computations
• >> 2+3*4/2 • >> a=5e-3; b=1; a+b
• Examples:– Matrix computations and linear algebra– Solving nonlinear equations– Numerical solution of differential equations– Mathematical optimization– Statistics and data analysis– Signal processing– Modelling of dynamical systems– Solving partial differential equations– Simulation of engineering systems
What is Matlab ?
M-file editor/debugger window
Getting Help
To get help:
MATLAB main menu
-> Help
-> MATLAB Help
• Type one of the following commands in the command window:– help – lists all the help topics– help topic – provides help for the specified topic– help command – provides help for the specified
command– helpwin – opens a separate help window for
navigation– Lookfor keyword – search all M-files for keyword
• Online resource(http://www.mathworks.com)• >> demo in matlab
Getting Help
Variables
• Variable names:– Must start with a letter.– May contain only letters, digits, and the underscore
“_”.– MATLAB is case sensitive, for example one & ONE are
different variables. – MATLAB only recognizes the first 31 characters in a
variable name.
• Assignment statement:– Variable = number;– Variable = expression;
• Example: >> t = 1234;– >> t = 1234– t =– 1234
Variables
• Special variables:– ans: default variable name for the result.– pi: π = 3.1415926 ……– eps: ε= 2.2204e-016, smallest value by which two
numbers can differ– inf: ∞, infinity – NAN or nan: not-a-number
• Commands involving variables:– who: lists the names of the defined variables– whos: lists the names and sizes of defined variables– clear: clears all variables– clear name: clears the variable name– clc: clears the command window– clf: clears the current figure and the graph window
Arrays• A row vector in MATLAB can be created by an explicit list,
starting with a left bracket, entering the values separated by spaces (or commas) and closing the vector with a right bracket.
• A column vector can be created the same way, and the rows are separated by semicolons.
• Example:– >> x = [ 0 0.25*pi 0.5*pi 0.75*pi pi]– x = x is a row vector.– 0 0.7854 1.5708 2.3562 3.1416 – y=[0; 0.25*pi; 0.5*pi; 0.75*pi; pi]
– y = y is a column vector.– 0– 0.7854– 1.5708– 2.3562– 3.1416
• Vector Addressing- A vector element is addressed in MATLAB with an integer index enclosed in parentheses.
• Example:– >> x(3)– ans =– 1.5708 <- 3rd element of vector X
• The colon notation may be used to address a block of elements
• (start:increment:end)• Example:
– >> x(1:2:5)– ans =– 0 1.5708 3.1416
Arrays
• Some useful commands:
x = start:endCreate row vector x starting with start, counting by 1 , ending at end
x = start:increment:endCreate row vector x starting with start, counting by increment, ending at or before end
x = linspace(start,end,number)Create linearly spaced row vector x starting with start, ending at end, having number elements
x = logspace(start,end,number)Create logarithmically spaced row vector x starting with start, ending with end, having number elements
length(x) Returns the length of vector x
y = x’ Transpose of vector x
dot(x,y),cross(x,y)Returns the scalar dot and vector cross product of the vector x and y
Arrays
Matrices
• A matrix– rectangular array of numbers– 1-by-1 matrices, which are scalars, and – to matrices with only one row or column, which are
vectors.– It begins with [, and end with ]– Spaces or commas are used to separate elements in a row– Semicolon or enter is used to separate rows
• A = [1,2,3;4,-5,6;5,-6,7]
• MATLAB has other ways of storing both numeric and nonnumeric data, but in the beginning, it is usually best to think of everything as a matrix.
Matrices
Indexing Matrices
•Indexing using parentheses•>> A(2,3)
•Index submatrices using vectorsof row and column indices •>> A([2 3],[1 2])
•Ordering of indices is important!•>> B=A([3 2],[2 1])•>> B=[A(3,2),A(3,1);A(2,2);A(2,1)]
Indexing Matrices•Index complete row or column using the colon operator •>> A(1,:)
•Can also add limit index range•>> A(1:2,:)•>> A([1 2],:)
•General notation for colon operator•>> v=1:5•>> w=1:2:5
Matrices
• Element-by-Element Array-Array Mathematics
• Example:• >> x = [1 2 3];
• >> y = [4 5 6];
• >> z = x .* y
• z =
• 4 10 18
operation Algebraic Form MATLAB
Addition a + b a + b
Subtraction a – b a – b
Multiplication a x b a .* b
Division a / b a ./ b
Exponentiation ab a .^ b
Matrices
Matrices
zeros(n) Returns a n X n matrix of zeros
zeros(m,n) Returns a m X n matrix of zeros
ones(n) Returns a n X n matrix of ones
ones(m,n) Returns a m X n matrix of ones
size(A)For a m X n matrix A, returns the row vector [m,n] containing the number of rows and columns in matrix
length(A) Returns the larger of the number of rows or columns in A
Transpose B=A’
Identity Matrixeye(n) -> returns an n X n identity matrix
eye(m,n) -> returns an m X n matrix with ones on the main diagonal and zeros elsewhere
Addition and Subtraction C =A +B C =A - B
Scalar Multiplication B = α A, where α is a scalar
Matrix Multiplication C = A * B
Matrix Inverse B = inv(A), A must be a square matrix in this case
Matrix powers B = A * A , A must be a square matrix
Determinant det(A), A must be a square matrix
Expressions
Numbers
3 -99 0.00019.6397238 1.60210e-20 6.02252e231i -3.14159j 3e5i
• All numbers are stored internally using the long format. • 16 significant decimal digits and• a finite range of roughly 10-308 to 10+308.
Variables
S=5, Ali=6, a=4 A=3 a=?
Functions
Help elfunHelp specfunHelp elmat
Variables are stored in the workspace who – list current variables whos – detailed list of variables clear – removes all variables from the workspace
Data Types in MATLAB
Data Types in MATLAB
Uint8 and Doubles(Numeric)
• Double– almost all MATLAB
functions • expect doubles as
arguments• return doubles• e.g.,
• need to convert uint8 todouble before performingany math operations
» a = 1:10a =1 2 3 4 5 6 7 8 9 10» b = uint8(a)b = 1 2 3 4 5 6 7 8 9 10» whos Name Size Bytes Class
a 1x10 80 double array b 1x10 10 uint8 array
» b*2??? Error using ==> *Function '*' not defined for variables of class 'uint8'.
» (double(b))*2
ans =
2 4 6 8 10 12 14 16 18 20
Char Data Type» c = ['hello'];» whos Name Size Bytes Class c 1x5 10 char arrayGrand total is 5 elements using 10 bytes
» c(1)ans =h
» d = [c,' again'];» dd =hello again» » b = ['hello';'again'];» size(b)ans = 2 5» bb =helloagain»
name = 'Thomas R. Lee';The class and ischar functions show name's identity as a character array: class(name)ans = char
ischar(name)ans = 1
Structure Data Type
image.name = 'Tom';» image.height = 3;
» image.width = 3;
» image.data = [8 10 2; 22 7 22; 2 4 7];
» whos Name Size Bytes Class
image 1x1 590 struct array
Grand total is 18 elements using 590 bytes
>> image.name = 'Tom'image = name: 'Tom'>> image.height = 3;>> image.height = 3image = name: 'Tom' height: 3>> image.data = [8 10 2; 22 7 22; 2 4 7]image = name: 'Tom' height: 3 data: [3x3 double]>> image.width = 3image = name: 'Tom' height: 3 data: [3x3 double] width: 3>> imageimage =
name: 'Tom' height: 3 data: [3x3 double] width: 3
• A cell array provides a storage mechanism for dissimilar kinds of data. You can store arrays of different types and/or sizes within the cells of a cell array. For example, you can store a 1-by-50 char array, a 7-by-13 double array, and a 1-by-1 uint32 in cells of the same cell array.
• To access data in a cell array, you use the same matrix indexing as with other MATLAB matrices and arrays. However, with cell array indexing, you use curly braces, {}, instead of square brackets an parentheses around the array indices. For example, A{2,5} accesses the cell in row 2 and column 5 of cell array A.
Cell Arrays Data Type
Operators
• Arithmetic– numeric computations, e.g., 2^10
• Relational– quantitative comparison of operands– e.g., a < b
• Logical– AND, OR, NOT– return Boolean variable, 1 (TRUE) or 0 (FALSE)
Arithmetic Operators
• Transpose, a’• Power, a^2• Addition, multiplication, division
– a(1)*b(2)– a*b
• works if a and b are matriceswith appropriate dimensions(columns(a) = rows(b))
– a.*b (element by element)
• except for matrix operations, mostoperands must be of the same size,unless one is a scalar
Arithmetic Operators
• Transpose, a’• Power, a^2• Addition, multiplication, division
– a(1)*b(2)– a*b
• works if a and b are matriceswith appropriate dimensions(columns(a) = rows(b))
– a.*b (element by element)
• except for matrix operations, operands must be of the same size,unless one is a scalar
» a = [2 3];» b = [4 5];» a(1)*b(2)ans = 10
» a*b??? Error using ==> *Inner matrix dimensions must agree.
» a*b'ans = 23
» a.*bans =
8 15
» b/2ans = 2.0000 2.5000
Relational Operators
• <, <=, >, >=, ==, ~=
• compare corresponding elementsof arrays with same dimensions
• if one is scalar, one is not, the scalaris compared with each element
• result is element by element, 1 or 0
Relational Operators
• <, <=, >, >=, ==, ~=
• compare corresponding elementsof arrays with same dimensions
• if one is scalar, one is not, the scalaris compared with each element
• result is element by element 1 or 0
» aa = 2 3
» bb = 4 5
» a > bans = 0 0
» b > aans = 1 1
» a > 2ans = 0 1
Logical Operators
• Logical operators (combinations of relational operators)
• & (and)| (or)~ (not)
• Logical functionsxorisemptyanyall
Flow Control
• If– if
logical_expression– statements– End
if (beta(1)==0)&(alpha(1)~=0) K(1,1)=K(1,1)-(ko*beta(1)/alpha(1)); F(1)=F(1)-(ko*gama(1)/alpha(1)); end•Else and elseif
•The else statement has no logical condition. The statements associated with it execute if the preceding if (and possibly elseif condition) is false (0).
•The elseif statement has a logical condition that it evaluates if the preceding if (and possibly elseif condition) is false (0). The statements associated with it execute if its logical condition is true (1). You can have multiple elseif statements within an if block.
if n < 0 % If n negative, display error message. disp('Input must be positive');elseif rem(n,2) == 0 % If n positive and even, divide by 2. A = n/2;else A = (n+1)/2; % If n positive and odd, increment and divide.end
Flow Control
• switch, case, and otherwise
switch expression (scalar or string) case value1 statements % Executes if expression
is value1 case value2 statements % Executes if expression
is value2 . . . otherwise statements % Executes if expression
does not % match any caseend
switch input_num case -1 disp('negative one'); case 0 disp('zero'); case 1 disp('positive one'); otherwise disp('other value');end
Flow Control
• Use the for statement to loop a specific number of times.• The while statement is more suitable for basing the loop
execution on how long a condition continues to be true or false.
• Forfor index =
start:increment:end statementsend
for m = 1:5 for n = 1:100 A(m, n) = 1/(m + n - 1); endend
• While while expression statements end
while prod(1:n) < 1e100 n = n + 1;end
• Continue• The continue statement passes control to the next
iteration of the for or while loop in which it appears, skipping any remaining statements in the body of the loop.
• In nested loops, continue passes control to the next iteration of the for or while loop enclosing it.
Flow Control
fid = fopen('magic.m', 'r');count = 0;while ~feof(fid) line = fgetl(fid); if isempty(line) | strncmp(line, '%', 1) continue end count = count + 1;enddisp(sprintf('%d lines', count));
Flow Control
• Break• The break statement terminates the execution of a
for loop or while loop. • When a break statement is encountered, execution
continues with the next statement outside of the loop. In nested loops, break exits from the innermost loop only
fid = fopen('fft.m', 'r');s = '';while ~feof(fid) line = fgetl(fid); if isempty(line) break end s = strvcat(s, line);enddisp(s)
a=input('a=');b=input('b=');c=input(‘please neter the value…’);
input-outputuser_entry = input('prompt') displays prompt as a prompt on the screen, waits for input from the keyboard, and returns the value entered in user_entry.
user_entry = input('prompt','s') returns the entered string as a text variable rather than as a variable name or numerical value
reply = input('Do you want more? Y/N [Y]: ','s');if isempty(reply) reply = 'Y';end
count = fprintf(fid,format,A,...) formats the data in the real part of matrix A (and in any additional matrix arguments) under control of the specified format string, and writes it to the file associated with file identifier fid.
•Fid is 1 for standard output (the screen) or 2 for standard error.•The format argument is a string containing C language conversion specifications
input-output
fprintf('A unit circle has circumference %g radians.\n',2*pi)
A unit circle has circumference 6.283186 radians.
B = [8.8 7.7; 8800 7700]fprintf(1,'X is %6.2f meters or %8.3f mm\n',9.9,9900,B)display the lines:
X is 9.90 meters or 9900.000 mmX is 8.80 meters or 8800.000 mmX is 7.70 meters or 7700.000 mm
A,B,C
Δ<0 ?
Yes
No
A=0 ?
No solutionYes
No
X1=…..X2=…..
2
1
2
0
?
?
ax bx c
x
x
• clear• disp('This program is written... ')• fprintf('\n')• a=input('enter a=');• while a==0• disp('a ya sifirdan farkli bir
deger veriniz')• a=input('Please re-enter the
value of a=');• end• Delta=b^2-4*a*c;• if Delta<0• ‘No solution’• else• x1=(-b+sqrt(Delta))/(2*a);• x2=(-b-sqrt(Delta))/(2*a);• fprintf('First root=%5.5f \
nSecond root=%5.5f',x1,x2)• end
Plotting
• type help graph2d...• Plotting a point:
– >>plot (variablename, ‘symbol’)
• Example: Complex variable• >>z = 1 + 0.5j;• >>plot(z,‘*')• Commands for axes:
Command Description
axis([xmin xmax ymin ymax]) Define minimum and maximum values of the axes
axis square Produce a square plot
axis equal Equal scaling factors for both axes
axis normal Turn off axis square, equal
axis (auto) Return the axis to defaults
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2-0.5
0
0.5
1
1.5
Plotting
• Plotting curves:– plot(x,y) – generate a linear plot of the values of x (horizontal axis)
and y (vertical axis)– semilogx(x,y) - generate a plot of the values of x (logarithmic scale)
and y (linear scale)– semilogy(x,y) -– loglog(x,y) - generate a plot of the values of x and y (both
logarithmic scale)
• Multiple curves– plot(x,y,w,z) – multiple curves can be plotted on the same graph: y
vs. x and z vs. w – legend(‘string1’,’string2’, …) – used to distinguish between plots
on the same graph
• Multiple figures– figure(n) – use in creation of multiple plot windows before the
command plot()– close – closes the figure n window– close all – closes all the plot windows
• Subplots:– subplot(m,n,p) – m by n grid of windows, with p specifying the
current plot as the pth window
Plotting
• Example: (polynomial function)– Plot the polynomial using linear/linear, log/linear, linear/log, log/log scale
• >>% generate te polynomial:• >>x=linspace(0,10,100);• >>y=2*x.^2+7*x+9;• >>% plotting the polynomial:• >>figure(1);• >>subplot(2,2,1),plot(x,y);• >>title('polynomial, linear/linear scale');• >>ylabel('y'),grid;• >>subplot(2,2,2),semilogx(x,y);• >>title('polynomial, log/linear scale');• >>ylabel('y'),grid;• >>subplot(2,2,3),semilogy(x,y);• >>title('polynomial, linear/log scale');• >>ylabel('y'),grid;• >>subplot(2,2,4),loglog(x,y);• >>title('polynomial, log/log scale');• >>ylabel('y'),grid;
972 2 xxy
0 5 100
100
200
300polynomial, linear/linear scale
y
10-1
100
101
0
100
200
300polynomial, log/linear scale
y
0 5 1010
0
101
102
103
polynomial, linear/log scale
y
10-1
100
101
100
101
102
103
polynomial, log/log scale
y
Plotting
Adding new curves to the exsiting graph• Use the hold command to add lines/points to an
existing plot– hold on – retain existing axes, add new curves to
current axes.– hold off – release the current figure windows for
new plots
• Grids and labels:
Command Description
grid on Add dashed grids lines at the tick marks
grid off Removes grid lines (default)
Grid Toggles grid status (off to on or on to off)
title(‘text’) Labels top of plot with text
xlabel(‘text’) Labels horizontal (x) axis with text
ylabel(‘text’) Labels vertical (y) axis with text
text(x,y,’text’) Adds text to location (x,y) on the current axes, where (x,y) is in units from the current plot
M-Files
• Before, we have executed the commands in the command window. The more general way is to create a M-file.
• The M-file is a text file that consists a group of MATLAB commands.
• MATLAB can open and execute the commands exactly as if they were entered at the MATLAB command window.
• To run the M-files, just type the file name in the command window. (make sure the current working directory is set correctly)
User Defined Function
• Add the following command in the beginning of your m-file:
• function [output variables] = function_name (input variables);– Note: the function_name should be the same as your file
name to avoid confusion.
• Calling your function:– A user-defined function is called by the name of the m-file,
not the name given in the function definition.– Type in the m-file name like other pre-defined commands.
• Comments:– The first few lines should be comments, as they will be
displayed if help is requested for the function name. the first comment line is reference by the lookfor command.
• Example ( circle1.m)• function y = circle1(center,radius,nop,style)• % circle1 draws a circle with center defined as a vector 'center'• % radius as a scalar 'radius'. 'nop' is the number of points on the circle• % 'style' is the style of the point.• % Example to use: circle1([1 3],4,500, ':');• [m,n] = size(center);• if (~((m == 1) | (n == 1)) | (m == 1 & n == 1))• error('Input must be a vector')• end• close all• x0=center(1);• y0=center(2);• t0=2*pi/nop;• axis equal• axis([x0-radius-1 x0+radius+1 y0-radius-1 y0+radius+1])• hold on• for i=1:nop+1• pos1=radius*cos(t0*(i-1))+x0;• pos2=radius*sin(t0*(i-1))+y0;• plot(pos1,pos2,style);• end
User Defined Function
User Defined Function
• In command window:– >> help circle1
– circle1 draws a circle with center defined as a vector 'center' radius as a scalar 'radius'. 'nop' is the number of points on the circle 'style' is the style of the point
– Example to use: circle1([1 3],4,500,':');
• Example: plot a circle with center (3,1), radius 5 using 500 points and style '--':
– >> circle1([3 1],5,500,'--');
• Result in the Figure window
References
• Matlab help
• www.mathworks.com
• 58:111 Numerical Calculations (Univ. Of Iowa)
• 2E1215 course of Mikael Johanson
• Matlab Workshop of Dr. Ali A. JalaliDr. Ali A. Jalali
• Hakan Çopur’s Introductory Matlab Hakan Çopur’s Introductory Matlab PresentationPresentation