Lecture 13: M/O/F/ for Engineering Applications Part 1 BJ Furman 26NOV2012 The Plan for Today Matlab/Octave/FreeMat (M/O/F) for engineering applications Overview of M/O/F Matlab/FreeMat environment Octave command line Basic operations Script files Resources for more information Learning Objectives Explain what M/O/F are Navigate the Matlab user interface and Octave command line Use M/O/F as a scratch pad Create script files to execute a sequence of commands Matlab and Octave M/O/F are ‘high-level’ languages They abstract away the nitty-gritty details Numerical calculation Oriented toward engineering, mathematical, and scientific computing Matlab (Matrix Laboratory) Key point! Powerful graphics and analysis tools Particularly good at handling arrays! Controls, signal processing, data analysis, and other specialized ‘toolboxes’ are available Widely used in industry Matlab is commercial software (a student version is available) http://www.mathworks.com/ Octave and FreeMat are open source and free: http://www.gnu.org/software/octave/ (main page) http://freemat.sourceforge.net/index.html (main page) Matlab (ver. 6.5) Environment (GUI) Default Window Layout Workspace/Current Directory Window Workspace: lists variables Directory: files in current dir Command Window Interactive ‘scratch pad’ Command History Window Octave Command Line Enter commands at the prompt QtOctave GUI Enter commands at the prompt Matlab as a ‘scratch pad’ Info on variables in the workspace Variables are dynamically typed Octave as a ‘scratch pad’ dynamically typed M/O/F Basics - 1 Fundamental element: the array even scalars are stored as 1x1 array of double floating point value How many bytes? See Workspace Window Useful commands (see documentation for more details!) who (information about what is in memory) whos (more detailed information about what is in memory) clc (clears the command window. In QtOctave, View Clear Terminal) clear (clears all user defined variables) help name (provides information on command name) M/O/F Basics - 2 Script files (.m files) Text files containing M/O/F statements Type in a text editor (M/O/F) or use M-file editor in Matlab (File/New/M-File or Ctrl-n) Comments Matlab: % Octave: % or # FreeMat: % Example: look at cool_plot.m Verify directory containing cool_plot.m is in the file path MATLAB: File | Set Path… | select folder Octave: addpath(‘dir_path’) find from Windows Explorer Script File Example: cool_plot.m Plot of z( x, y ) e 0.5[ x 2 0.5( x y )2 ] over 4 x, y 4 Octave Script File Example cool_plot.m needs to be in the ‘load path’ • Octave: addpath(dir-path) Example (yours may be different): addpath('C:\Octave\Octave_code') • Matlab: File | Set Path… Plot of z( x, y ) e0.5[ x 2 0.5( x y )2 ] over 4 x, y 4 Matlab Script File Example Ch Example function exp(-0.5(x*x+0.5(x-y)(x-y))) z 1 0.9 0.8 0.7 0.6 0.5 0.4 0.3 0.2 0.1 0 1 0.9 0.8 0.7 0.6 0.5 0.4 0.3 0.2 0.1 0 4 3 2 y 1 0 -1 -2 -1 -3 -4 -4 See: chap. 23 of The Ch Language User's Guide and chap. 2 of The Ch Language Environment Reference 0 1 2 3 4 x -2 -3This plot is generated by Ch Student Edition Excel Example Data needs to be equally spaced • Select z-data values • Insert | Other Charts | Surface • Use Chart Tools | Layout tab to control display M/O/F Basics - 3 Array creation A = [1 2 3; 4,5,6; 7 8 9] What does this do? Indexing elements size(A) A(1,2) Separate elements by spaces or commas, and rows by semicolon or carriage return Index by enclosing indices in ( ) Which element does this choose? Contrast with C. Adding elements A(4,2) = 13 A(4,2) = 13; What does this do? Contrast with C. The semicolon at the end suppresses the output M/O/F Basics - 4 Vectors (just 1xn or nx1 arrays) Vectors using the colon operator C = 1 : 0.25 : 2 D=0:5 Note: limit is reached only if (limit-base)/increment is an integer 1 0.25 2 Format: base : increment : limit For an increment of 1: base : limit Linspace B=[sin(pi/4), -2^3, size(A,1)] E= Format: start : end : n For n elements linearly spaced between start and linspace(0,5,3) end Logspace F= Format: start : end : n For n elements logarithmically spaced between logspace(1,3,5) start and end M/O/F Basics - 5 Manipulating arrays Add a row A = [ A ; [ 10 11 12 ] ] Extract a sub-array What does this do? G = A(1:3, 1:2) Colon operator by itself means, “all the elements” Assuming A = [ 1 2 3; 4,5,6 ; 7 8 9 ] Can apply to the dimensions of the arrays to access all the elements of a row or column Can apply to the entire array to get all the elements as a column vector What order will they come out? Examples H = [1:4; linspace(10,40,4); 400:-100:100] I = H( [1 2], : ) What will this produce? J = H( : ) Matlab stores array elements in columnmajor order. M/O/F Basics - 6 Special matrices zeros, ones, eye K=zeros(3) L=ones(4) M=eye(3) M/O/F Basics - 7 Matrix operations Arithmetic just like with scalars! (But need to take care that dimensions agree) N=L*7 O=N+eye(4) P=B*E P=B*E’ Q=A+B Q=B+E [1 2]*[3 ; 4] What does the ‘ do? A=[1 2 3; 4,5,6; 7 8 9] B=[sin(pi/4), -2^3, size(A,1)] E=linspace(0,5,3) L=ones(4) M/O/F Basics - 8 i2 i1 R2 Matrix operations, cont. i3 Recall the circuit analysis problem R1=10k R2=R3=5k V=10V Matrix solution 1 1 1 Ri V R Ri R V i R V use ' left' division to solve for i iR\V If we had iR = V instead, we’d use ‘right’ division: ( i = R / V ) roughly the same as: i = VR-1 1 0 0 1 0 R2 R3 R R3 +V Matrix division R1 1 i1 0 R1 i2 V 0 i3 V i V R = [1 -1 -1; 0 0 10e3; 0 10e3 0]; V = [0 10 10]’; I=R\V M/O/F Basics - 9 Matrix operations, cont. Element-by-element operations use . (dot) and the operator (other v1 than addition/subtraction) dot product of two vectors v1 v2 v1 v2 cos( ) v2 ˆ ˆ ˆ v1 3i 2 j 5k v2 2iˆ 4 ˆj 10 kˆ what is v1 v2? v1 v2 (3)( 2) (2)( 4) ( 5)(10 ) 6 8 50 52 in M/O/F : v1 [3 2 5] sum(v1 . * v 2) v 2 [2 4 10] Note!! period-asterisk means element-by-element multiplication M/O/F Basics - 10 Functions Like script M-files, but several differences: first line must be of the form: Name that you assign function [output args] = function_name(input args) keyword variables generated in the function are local to the function, whereas for script files (.m files), variables are global the file must be named, ‘function_name.m’ Make sure you add comments at the start that describe what the function does Example: root-mean-square function, N 2 xi rms1.m i 1 Given, x [ x1 , x2 ,..., x N ] RMS N M/O/F Basics - 10.1 Functions, cont. Example: root-mean-square function, cont. Pseudocode: xs = x .^2 Sum the squares Given, x [ x1 , x2 ,..., x N ] RMS sums = sum(xs) Divide by N N = length(x) ms = sums/N Take the square root Expression to square each element in vector x square each element of x sum the squares divide by N take the square root N rms = sqrt(ms) Before you write the function, make sure the name you propose is not already used! help fn_name xi2 i 1 N M/O/F Basics - 10.2 Functions, cont. Example: root-mean-square function, cont. H1 comment line (used in lookfor) Comments that will be displayed by help command function [y] = rms(v) % rms(v) root mean square of the elements of the column vector v % Function rms(v) returns the root mean square of the elements % of the column vector, v. If v is a matrix, then rms(v) returns % a row vector such that each element is the root mean square %of the elements in the corresponding column of v. vs = v.^2; % what does this line do? Also note semicolon. s = size(v); % what does this line do? y = sqrt(sum(vs,1)/s(1)); % what is s(1)? Let v=sin([0: 0.0001*pi: 2*pi]’), one period of a sine wave. The RMS value of a sine wave is its amplitude*1/sqrt(2) Does rms() work with a row vector? How about a matrix? M/O/F Basics - 10.3 Functions, cont. Make rms function more robust to work with row or column vector or matrix with column vectors of data Pseudocode: Test for size of v if > 2, print error message else if row vector transpose calculate rms See rms3.m Vector Dot Product Example Find the X and Y components of the vector, V that is, find v x and v y , so that v x v y v v v Y ĵ iˆ vy vx X ˆ v iˆ cos( ) v (1) cos( ) v cos( ) vx v i x x x v y v ˆj v y ˆj cos(90 ) v y (1) cos(90 ) v y sin( ) Back Review References Matlab. (2009, November 6). In Wikipedia, the free encyclopedia. Retrieved November 6, 2009, from http://en.wikipedia.org/wiki/Matlab Matlab tutorials: http://www.mathworks.com/academia/student_center/tutorials/launchpad.html GNU Octave. (2009, October 31). In Wikipedia, the free encyclopedia. Retrieved November 6, 2009, from http://en.wikipedia.org/wiki/GNU_Octave Octave main page: http://www.gnu.org/software/octave/ (http://octave.sourceforge.net/ access to pre-built installers) Octave tutorials: http://homepages.nyu.edu/~kpl2/dsts6/octaveTutorial.html, http://smilodon.berkeley.edu/octavetut.pdf FreeMat. http://freemat.sourceforge.net/index.html ftp://www.chabotcollege.edu/faculty/bmayer/ChabotEngineeringCour ses/ENGR-25.htm