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MATLAB

From Wikipedia, the free encyclopedia
Numerical computing environment and programming language

For the geographical region, seeMatlab (Bangladesh).
Not to be confused withMATHLAB.
MATLAB (software)
L-shaped membrane logo[1]
Developer(s)MathWorks
Initial release1984; 41 years ago (1984)
Stable release
R2024b[2] Edit this on Wikidata / September 12, 2024; 6 months ago (September 12, 2024)
Written inC/C++, MATLAB
Operating systemWindows,macOS, andLinux[3][4]
PlatformIA-32,x86-64,ARM64
TypeNumerical computing
LicenseProprietarycommercial software
Websitemathworks.com
MATLAB (programming language)
Paradigmmulti-paradigm:functional,imperative,procedural,object-oriented,array
Designed byCleve Moler
DeveloperMathWorks
First appearedlate 1970s
Stable release
R2024b[2] Edit this on Wikidata / September 12, 2024; 6 months ago (September 12, 2024)
Typing disciplinedynamic,weak
Filename extensions.m,.p,[5].mex*,[6].mat,[7].fig,[8].mlx,[9].mlapp,[10].mltbx,[11].mlappinstall,[12].mlpkginstall[13]
Websitemathworks.com
Influenced by
Influenced

MATLAB (an abbreviation of "MATrix LABoratory"[18]) is aproprietarymulti-paradigmprogramming language andnumeric computing environment developed byMathWorks. MATLAB allowsmatrix manipulations, plotting offunctions and data, implementation ofalgorithms, creation ofuser interfaces, and interfacing with programs written in other languages.

Although MATLAB is intended primarily for numeric computing, an optional toolbox uses theMuPADsymbolic engine allowing access tosymbolic computing abilities. An additional package,Simulink, adds graphical multi-domain simulation andmodel-based design fordynamic andembedded systems.

As of 2020[update], MATLAB has more than four million users worldwide.[19] They come from various backgrounds ofengineering,science, andeconomics. As of 2017[update], more than 5000 global colleges and universities use MATLAB to support instruction and research.[20]

History

[edit]

Origins

[edit]

MATLAB was invented by mathematician and computer programmerCleve Moler.[21] The idea for MATLAB was based on his 1960s PhDthesis.[21] Moler became a math professor at theUniversity of New Mexico and started developing MATLAB for his students[21] as a hobby.[22] He developed MATLAB's initiallinear algebra programming in 1967 with his one-time thesis advisor,George Forsythe.[21] This was followed byFortran code forlinear equations in 1971.[21]

Before version 1.0, MATLAB "was not a programming language; it was a simple interactivematrix calculator. There were no programs, no toolboxes, no graphics. And noODEs orFFTs."[23]

The first early version of MATLAB was completed in the late 1970s.[21] The software was disclosed to the public for the first time in February 1979 at theNaval Postgraduate School in California.[22] Early versions of MATLAB were simplematrix calculators with 71 pre-built functions.[24] At the time, MATLAB was distributed for free[25][26] to universities.[27] Moler would leave copies at universities he visited and the software developed a strong following in the math departments of university campuses.[28]: 5 

In the 1980s, Cleve Moler metJohn N. Little. They decided to reprogram MATLAB inC and market it for theIBMdesktops that were replacingmainframe computers at the time.[21] John Little and programmer Steve Bangert re-programmed MATLAB in C, created the MATLAB programming language, and developed features for toolboxes.[22]

Commercial development

[edit]

MATLAB was first released as a commercial product in 1984 at the Automatic Control Conference inLas Vegas.[21][22]MathWorks, Inc. was founded to develop the software[26] and the MATLAB programming language was released.[24] The first MATLAB sale was the following year, whenNick Trefethen from theMassachusetts Institute of Technology bought ten copies.[22][29]

By the end of the 1980s, several hundred copies of MATLAB had been sold to universities for student use.[22] The software was popularized largely thanks to toolboxes created by experts in various fields for performing specialized mathematical tasks.[25] Many of the toolboxes were developed as a result ofStanford students that used MATLAB in academia, then brought the software with them to the private sector.[22]

Over time, MATLAB was re-written for early operating systems created byDigital Equipment Corporation,VAX,Sun Microsystems, and for Unix PCs.[22][24] Version 3 was released in 1987.[30] The first MATLAB compiler was developed byStephen C. Johnson in the 1990s.[24]

In 2000, MathWorks added a Fortran-based library for linear algebra in MATLAB 6, replacing the software's original LINPACK and EISPACK subroutines that were in C.[24] MATLAB's Parallel Computing Toolbox was released at the 2004 Supercomputing Conference and support for graphics processing units (GPUs) was added to it in 2010.[24]

Recent history

[edit]

Some especially large changes to the software were made with version 8 in 2012.[31] Theuser interface was reworked[citation needed] andSimulink's functionality was expanded.[32]

By 2016, MATLAB had introduced several technical and user interface improvements, including the MATLAB LiveEditor notebook, and other features.[24]

Release history

[edit]

For a complete list of changes of both MATLAB an official toolboxes, check MATLAB previous releases.[33]

Versions of the MATLAB product family
Name of releaseMATLABSimulink, Stateflow (MATLAB attachments)Year
Volume 85.01996
Volume 95.11997
R9.15.1.11997
R105.21998
R10.15.2.11998
R115.31999
R11.15.3.11999
R126.02000
R12.16.12001
R136.52002
R13SP16.5.12003
R13SP26.5.2
R1476.02004
R14SP17.0.16.1
R14SP27.0.46.22005
R14SP37.16.3
R2006a7.26.42006
R2006b7.36.5
R2007a7.46.62007
R2007b7.57.0
R2008a7.67.12008
R2008b7.77.2
R2009a7.87.32009
R2009b7.97.4
R2010a7.107.52010
R2010b7.117.6
R2011a7.127.72011
R2011b7.137.8
R2012a7.147.92012
R2012b8.08.0
R2013a8.18.12013
R2013b8.28.2
R2014a8.38.32014
R2014b8.48.4
R2015a8.58.52015
R2015b8.68.6
R2016a9.08.72016
R2016b9.18.8
R2017a9.28.92017
R2017b9.39.0
R2018a9.49.12018
R2018b9.59.2
R2019a9.69.32019
R2019b9.710.0
R2020a9.810.12020
R2020b9.910.2
R2021a9.1010.32021
R2021b9.1110.4
R2022a9.1210.52022
R2022b9.1310.6
R2023a9.1410.72023
R2023b23.223.2
R2024a24.124.12024
R2024b24.224.2

Syntax

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The MATLAB application is built around the MATLAB programming language.

Common usage of the MATLAB application involves using the "Command Window" as an interactive mathematicalshell or executingtext files containing MATLAB code.[34]

"Hello, world!" example

[edit]

An example of a"Hello, world!" program exists in MATLAB.

disp('Hello, world!')

It displays like so:

Hello, world!

Variables

[edit]

Variables are defined using theassignment operator,=.

MATLAB is aweakly typed programming language becausetypes are implicitly converted.[35] It is aninferredtyped language because variables can be assigned without declaring their type, except if they are to be treated as symbolic objects,[36] and that their type can change.

Values can come fromconstants, from computation involving values of other variables, or from the output of afunction.

For example:

>>x=17x = 17>>x='hat'x =hat>>x=[3*4,pi/2]x =   12.0000    1.5708>>y=3*sin(x)y =   -1.6097    3.0000

Vectors and matrices

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A simple array is defined using the colon syntax:initial:increment:terminator. For instance:

>>array=1:2:9array = 1 3 5 7 9

defines a variable namedarray (or assigns a new value to an existing variable with the namearray) which is an array consisting of the values 1, 3, 5, 7, and 9. That is, the array starts at 1 (theinitial value), increments with each step from the previous value by 2 (theincrement value), and stops once it reaches (or is about to exceed) 9 (theterminator value).

Theincrement value can actually be left out of this syntax (along with one of the colons), to use a default value of 1.

>>ari=1:5ari = 1 2 3 4 5

assigns to the variable namedari an array with the values 1, 2, 3, 4, and 5, since the default value of 1 is used as the increment.

Indexing is one-based,[37] which is the usual convention formatrices in mathematics, unlike zero-based indexing commonly used in other programming languages such as C,C++, andJava.

Matrices can be defined by separating the elements of a row with blank space or comma and using a semicolon to separate the rows. The list of elements should be surrounded by square brackets[]. Parentheses() are used to access elements and subarrays (they are also used to denote a function argument list).

>>A=[16,3,2,13;5,10,11,8;9,6,7,12;4,15,14,1]A = 16  3  2 13  5 10 11  8  9  6  7 12  4 15 14  1>>A(2,3)ans = 11

Sets of indices can be specified by expressions such as2:4, which evaluates to[2, 3, 4]. For example, a submatrix taken from rows 2 through 4 and columns 3 through 4 can be written as:

>>A(2:4,3:4)ans = 11 8 7 12 14 1

A squareidentity matrix of sizen can be generated using the functioneye, and matrices of any size with zeros or ones can be generated with the functionszeros andones, respectively.

>>eye(3,3)ans = 1 0 0 0 1 0 0 0 1>>zeros(2,3)ans = 0 0 0 0 0 0>>ones(2,3)ans = 1 1 1 1 1 1

Transposing a vector or a matrix is done either by the functiontranspose or by adding dot-prime after the matrix (without the dot, prime will performconjugate transpose for complex arrays):

>>A=[1;2],B=A.',C=transpose(A)A =     1     2B =     1     2C =     1     2>>D=[0,3;1,5],D.'D =     0     3     1     5ans =     0     1     3     5

Most functions accept arrays as input and operate element-wise on each element. For example,mod(2*J,n) will multiply every element inJ by 2, and then reduce each element modulon. MATLAB does include standardfor andwhile loops, but (as in other similar applications such asAPL andR), using thevectorized notation is encouraged and is often faster to execute. The following code, excerpted from the functionmagic.m, creates amagic squareM for odd values ofn (MATLAB functionmeshgrid is used here to generate square matricesI andJ containing1:n{\displaystyle 1:n}):

[J,I]=meshgrid(1:n);A=mod(I+J-(n+3)/2,n);B=mod(I+2*J-2,n);M=n*A+B+1;

Structures

[edit]

MATLAB supports structure data types.[38] Since all variables in MATLAB are arrays, a more adequate name is "structure array", where each element of the array has the same field names. In addition, MATLAB supports dynamic field names[39] (field look-ups by name, field manipulations, etc.).

Functions

[edit]

When creating a MATLAB function, the name of the file should match the name of the first function in the file. Valid function names begin with an alphabetic character, and can contain letters, numbers, or underscores. Variables and functions are case sensitive.[40]

rgbImage=imread('ecg.png');grayImage=rgb2gray(rgbImage);% for non-indexed imageslevel=graythresh(grayImage);% threshold for converting image to binary,binaryImage=im2bw(grayImage,level);% Extract the individual red, green, and blue color channels.redChannel=rgbImage(:,:,1);greenChannel=rgbImage(:,:,2);blueChannel=rgbImage(:,:,3);% Make the black parts pure red.redChannel(~binaryImage)=255;greenChannel(~binaryImage)=0;blueChannel(~binaryImage)=0;% Now recombine to form the output image.rgbImageOut=cat(3,redChannel,greenChannel,blueChannel);imshow(rgbImageOut);

Function handles

[edit]

MATLAB supports elements oflambda calculus by introducing function handles,[41] or function references, which are implemented either in .m files or anonymous[42]/nested functions.[43]

Classes and object-oriented programming

[edit]

MATLAB supportsobject-oriented programming including classes,inheritance, virtual dispatch, packages,pass-by-value semantics, andpass-by-reference semantics.[44] However, the syntax and calling conventions are significantly different from other languages. MATLAB has value classes and reference classes, depending on whether the class hashandle as a super-class (for reference classes) or not (for value classes).[45]

Method call behavior is different between value and reference classes. For example, a call to a method:

object.method();

can alter any member ofobject only ifobject is an instance of a reference class, otherwise value class methods must return a new instance if it needs to modify the object.

An example of a simple class is provided below:

classdefHellomethodsfunctiongreet(obj)disp('Hello!')endendend

When put into a file namedhello.m, this can be executed with the following commands:

>>x=Hello();>>x.greet();Hello!

Graphics and graphical user interface programming

[edit]
Graphs are unavailable due to technical issues. Updates on reimplementing the Graph extension, which will be known as the Chart extension, can be found onPhabricator and onMediaWiki.org.

MATLAB has tightly integrated graph-plotting features. For example, the functionplot can be used to produce a graph from two vectorsx andy. The code:

x=0:pi/100:2*pi;y=sin(x);plot(x,y)

produces the following figure of thesine function:

MATLAB supports three-dimensional graphics as well:

[X,Y]=meshgrid(-10:0.25:10,-10:0.25:10);f=sinc(sqrt((X/pi).^2+(Y/pi).^2));mesh(X,Y,f);axis([-1010-1010-0.31])xlabel('{\bfx}')ylabel('{\bfy}')zlabel('{\bfsinc} ({\bfR})')hiddenoff
   
[X,Y]=meshgrid(-10:0.25:10,-10:0.25:10);f=sinc(sqrt((X/pi).^2+(Y/pi).^2));surf(X,Y,f);axis([-1010-1010-0.31])xlabel('{\bfx}')ylabel('{\bfy}')zlabel('{\bfsinc} ({\bfR})')
This code produces awireframe 3D plot of the two-dimensional unnormalizedsinc function:   This code produces asurface 3D plot of the two-dimensional unnormalizedsinc function:
   

MATLAB supports developinggraphical user interface (GUI) applications.[46] UIs can be generated either programmatically or using visual design environments such asGUIDE andApp Designer.[47][48]

MATLAB and other languages

[edit]

MATLAB can call functions and subroutines written in the programming languagesC orFortran.[49] A wrapper function is created allowing MATLAB data types to be passed and returned.MEX files (MATLAB executables) are the dynamically loadable object files created by compiling such functions.[50][51] Since 2014 increasing two-way interfacing withPython was being added.[52][53]

Libraries written inPerl,Java,ActiveX or.NET can be directly called from MATLAB,[54][55] and many MATLAB libraries (for exampleXML orSQL support) are implemented as wrappers around Java or ActiveX libraries. Calling MATLAB from Java is more complicated, but can be done with a MATLAB toolbox[56] which is sold separately byMathWorks, or using an undocumented mechanism called JMI (Java-to-MATLAB Interface),[57][58] (which should not be confused with the unrelatedJava Metadata Interface that is also called JMI). Official MATLAB API for Java was added in 2016.[59]

As alternatives to theMuPAD based Symbolic Math Toolbox available from MathWorks, MATLAB can be connected toMaple orMathematica.[60][61]

Libraries also exist to import and exportMathML.[62]

Relations to US sanctions

[edit]

In 2020, MATLAB withdrew services from two Chinese universities as a result of US sanctions. The universities said this will be responded to by increased use of open-source alternatives and by developing domestic alternatives.[63]

See also

[edit]

Notes

[edit]
  1. ^"The L-Shaped Membrane". MathWorks. 2003. RetrievedFebruary 7, 2014.
  2. ^ab"MathWorks Announces Release 2024b of MATLAB and Simulink". RetrievedSeptember 15, 2024.
  3. ^"System Requirements and Platform Availability". MathWorks. RetrievedAugust 14, 2013.
  4. ^"Platform Road Map for MATLAB and Simulink Product Families".de.mathworks.com. RetrievedDecember 22, 2021.
  5. ^"Protect Your Source Code". MathWorks. RetrievedNovember 1, 2019.
  6. ^"MEX Platform Compatibility". MathWorks. RetrievedNovember 1, 2019.
  7. ^"MAT-File Versions". MathWorks. RetrievedNovember 1, 2019.
  8. ^"Save Figure to Reopen in MATLAB Later". MathWorks. RetrievedNovember 1, 2019.
  9. ^"Live Code File Format (.mlx)". MathWorks. RetrievedNovember 1, 2019.
  10. ^"MATLAB App Designer". MathWorks. RetrievedNovember 1, 2019.
  11. ^"Toolbox Distribution". MathWorks. RetrievedNovember 1, 2019.
  12. ^"MATLAB App Installer File". MathWorks. RetrievedNovember 1, 2019.
  13. ^"Support Package Installation". MathWorks. RetrievedNovember 1, 2019.
  14. ^"An interview with CLEVE MOLER Conducted by Thomas Haigh On 8 and 9 March, 2004 Santa Barbara, California"(PDF). Computer History Museum. Archived fromthe original(PDF) on December 27, 2014. RetrievedDecember 6, 2016.So APL, Speakeasy, LINPACK, EISPACK, and PL0 were the predecessors to MATLAB.
  15. ^Bezanson, Jeff; Karpinski, Stefan; Shah, Viral; Edelman, Alan (February 14, 2012)."Why We Created Julia". Julia Language. RetrievedDecember 1, 2016.
  16. ^Eaton, John W. (May 21, 2001)."Octave: Past, Present, and Future"(PDF).Texas-Wisconsin Modeling and Control Consortium. Archived fromthe original(PDF) on August 9, 2017. RetrievedDecember 1, 2016.
  17. ^"History". Scilab. Archived fromthe original on December 1, 2016. RetrievedDecember 1, 2016.
  18. ^"Matrices and Arrays - MATLAB & Simulink".www.mathworks.com. RetrievedMay 21, 2022.
  19. ^The MathWorks (February 2020)."Company Overview"(PDF).
  20. ^"Current number of matlab users worldwide".Mathworks. November 9, 2017. RetrievedApril 26, 2023.
  21. ^abcdefghChonacky, N.; Winch, D. (2005). "Reviews of Maple, Mathematica, and Matlab: Coming Soon to a Publication Near You".Computing in Science & Engineering.7 (2). Institute of Electrical and Electronics Engineers (IEEE):9–10.Bibcode:2005CSE.....7b...9C.doi:10.1109/mcse.2005.39.ISSN 1521-9615.S2CID 29660034.
  22. ^abcdefghHaigh, Thomas."Cleve Moler: Mathematical Software Pioneer and Creator of Matlab"(PDF).IEEE Annals of the History of Computing. IEEE Computer Society.
  23. ^"A Brief History of MATLAB".www.mathworks.com. RetrievedSeptember 4, 2021.
  24. ^abcdefgMoler, Cleve; Little, Jack (June 12, 2020)."A history of MATLAB".Proceedings of the ACM on Programming Languages.4 (HOPL). Association for Computing Machinery (ACM):1–67.doi:10.1145/3386331.ISSN 2475-1421.
  25. ^abXue, D.; Press, T.U. (2020).MATLAB Programming: Mathematical Problem Solutions. De Gruyter STEM. De Gruyter. p. 21.ISBN 978-3-11-066370-9. RetrievedSeptember 16, 2020.
  26. ^abPress, CRC (2008).Solving Applied Mathematical Problems with MATLAB. CRC Press. p. 6.ISBN 978-1-4200-8251-7. RetrievedSeptember 16, 2020.
  27. ^Woodford, C.; Phillips, C. (2011).Numerical Methods with Worked Examples: Matlab Edition. SpringerLink : Bücher. Springer Netherlands. p. 1.ISBN 978-94-007-1366-6. RetrievedSeptember 16, 2020.
  28. ^Tranquillo, J.V. (2011).MATLAB for Engineering and the Life Sciences. Synthesis digital library of engineering and computer science. Morgan & Claypool Publishers.ISBN 978-1-60845-710-6. RetrievedSeptember 17, 2020.
  29. ^LoTurco, Lori (January 28, 2020)."Accelerating the pace of engineering".MIT News. Massachusetts Institute of Technology. RetrievedSeptember 16, 2020.
  30. ^Gatto, Marino; Rizzoli, Andrea (1993). "Review of MATLAB, Version 4.0".Natural Resource Modeling.7 (1). Wiley:85–88.Bibcode:1993NRM.....7...85G.doi:10.1111/j.1939-7445.1993.tb00141.x.ISSN 0890-8575.
  31. ^Cho, M.J.; Martinez, W.L. (2014).Statistics in MATLAB: A Primer. Chapman & Hall/CRC Computer Science & Data Analysis. CRC Press.ISBN 978-1-4665-9657-3. RetrievedSeptember 17, 2020.
  32. ^Xue, D.; Chen, Y. (2013).System Simulation Techniques with MATLAB and Simulink. No Longer used. Wiley. p. 17.ISBN 978-1-118-69437-4. RetrievedOctober 15, 2020.
  33. ^"MATLAB Previous releases". MathWorks. RetrievedDecember 3, 2024.
  34. ^"MATLAB Documentation". MathWorks. RetrievedAugust 14, 2013.
  35. ^"Comparing MATLAB with Other OO Languages".MATLAB. MathWorks. RetrievedAugust 14, 2013.
  36. ^"Create Symbolic Variables and Expressions".Symbolic Math Toolbox. MathWorks. RetrievedAugust 14, 2013.
  37. ^"Matrix Indexing". MathWorks. RetrievedAugust 14, 2013.
  38. ^"Structures". MathWorks. RetrievedAugust 14, 2013.
  39. ^"Generate Field Names from Variables". MathWorks. RetrievedAugust 14, 2013.
  40. ^"Case and Space Sensitivity". MathWorks. RetrievedNovember 1, 2019.
  41. ^"Function Handles". MathWorks. RetrievedAugust 14, 2013.
  42. ^"Anonymous Functions". MathWorks. RetrievedAugust 14, 2013.
  43. ^"Nested Functions". MathWorks.
  44. ^"Object-Oriented Programming". MathWorks. RetrievedAugust 14, 2013.
  45. ^"Comparing Handle and Value Classes". MathWorks.
  46. ^"MATLAB GUI". MathWorks. April 30, 2011. RetrievedAugust 14, 2013.
  47. ^"Create a Simple GUIDE GUI". MathWorks. RetrievedAugust 14, 2014.
  48. ^"MATLAB App Designer". MathWorks. RetrievedNovember 1, 2019.
  49. ^"Application Programming Interfaces to MATLAB". MathWorks. Archived fromthe original on September 15, 2017. RetrievedAugust 14, 2013.
  50. ^"Create MEX-Files". MathWorks. Archived fromthe original on March 3, 2014. RetrievedAugust 14, 2013.
  51. ^Spielman, Dan (February 10, 2004)."Connecting C and Matlab". Yale University, Computer Science Department. RetrievedMay 20, 2008.
  52. ^"MATLAB Engine for Python". MathWorks. RetrievedJune 13, 2015.
  53. ^"Call Python Libraries". MathWorks. RetrievedJune 13, 2015.
  54. ^"External Programming Language Interfaces". MathWorks. Archived fromthe original on March 11, 2014. RetrievedAugust 14, 2013.
  55. ^"Call Perl script using appropriate operating system executable". MathWorks. RetrievedNovember 7, 2013.
  56. ^"MATLAB Builder JA". MathWorks. RetrievedJune 7, 2010.
  57. ^Altman, Yair (April 14, 2010)."Java-to-Matlab Interface". Undocumented Matlab. Archived fromthe original on September 5, 2015. RetrievedJune 7, 2010.
  58. ^Kaplan, Joshua."matlabcontrol JMI".
  59. ^"MATLAB Engine API for Java". MathWorks. RetrievedSeptember 15, 2016.
  60. ^Germundsson, Roger (September 30, 1998)."MaMa: Calling MATLAB from Mathematica with MathLink".Wolfram Research. Wolfram Library Archive.
  61. ^rsmenon; szhorvat (2013)."MATLink: Communicate with MATLAB from Mathematica". RetrievedAugust 14, 2013.
  62. ^Weitzel, Michael (September 1, 2006)."MathML import/export". MathWorks - File Exchange. Archived fromthe original on February 25, 2011. RetrievedAugust 14, 2013.
  63. ^"US military ban locks two Chinese universities out of popular software".South China Morning Post. June 12, 2020. RetrievedNovember 6, 2020.

Further reading

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External links

[edit]
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