author | Anoop Jacob Thomas<anoop@fossee.in> |
Sun, 07 Nov 2010 16:56:37 +0530 | |
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permissions | -rw-r--r-- |
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.. Objectives |
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.. ---------- |
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.. By the end of this tutorial, you will be able to |
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.. 1. Defining symbolic expressions in sage. |
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.. # Using built-in costants and functions. |
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.. # Performing Integration, differentiation using sage. |
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.. # Defining matrices. |
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.. # Defining Symbolic functions. |
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.. # Simplifying and solving symbolic expressions and functions. |
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.. Prerequisites |
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.. ------------- |
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.. 1. getting started with sage notebook |
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.. Author : Amit |
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Internal Reviewer : |
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External Reviewer : |
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Checklist OK? : <put date stamp here, if OK> [2010-10-05] |
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Symbolics with Sage |
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Hello friends and welcome to the tutorial on symbolics with sage. |
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{{{ Show welcome slide }}} |
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.. #[Madhu: What is this line doing here. I don't see much use of it] |
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During the course of the tutorial we will learn |
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{{{ Show outline slide }}} |
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* Defining symbolic expressions in sage. |
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* Using built-in costants and functions. |
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* Performing Integration, differentiation using sage. |
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* Defining matrices. |
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* Defining Symbolic functions. |
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* Simplifying and solving symbolic expressions and functions. |
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We can use Sage for symbolic maths. |
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On the sage notebook type:: |
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sin(y) |
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It raises a name error saying that y is not defined. But in sage we |
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can declare y as a symbol using var function. |
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:: |
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var('y') |
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Now if you type:: |
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sin(y) |
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sage simply returns the expression. |
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Thus sage treats sin(y) as a symbolic expression . We can use |
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this to do symbolic maths using sage's built-in constants and |
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expressions.. |
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So let us try :: |
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var('x,alpha,y,beta') |
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x^2/alpha^2+y^2/beta^2 |
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taking another example |
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var('theta') |
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sin^2(theta)+cos^2(theta) |
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Similarly, we can define many algebraic and trigonometric expressions |
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using sage . |
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Sage also provides a few built-in constants which are commonly used in |
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mathematics . |
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example : pi,e,infinity , Function n gives the numerical values of all these |
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constants. |
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{{{ Type n(pi) |
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n(e) |
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n(oo) |
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On the sage notebook }}} |
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If you look into the documentation of function "n" by doing |
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.. #[Madhu: "documentation of the function "n"?] |
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:: |
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n(<Tab> |
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You will see what all arguments it takes and what it returns. It will be very |
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helpful if you look at the documentation of all functions introduced through |
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this script. |
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Also we can define the no. of digits we wish to use in the numerical |
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value . For this we have to pass an argument digits. Type |
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.. #[Madhu: "no of digits"? Also "We wish to obtain" than "we wish to |
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use"?] |
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:: |
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n(pi, digits = 10) |
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Apart from the constants sage also has a lot of builtin functions like |
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sin,cos,log,factorial,gamma,exp,arcsin etc ... |
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lets try some of them out on the sage notebook. |
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:: |
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sin(pi/2) |
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arctan(oo) |
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log(e,e) |
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Given that we have defined variables like x,y etc .. , We can define |
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an arbitrary function with desired name in the following way.:: |
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var('x') |
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function('f',x) |
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Here f is the name of the function and x is the independent variable . |
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Now we can define f(x) to be :: |
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f(x) = x/2 + sin(x) |
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Evaluating this function f for the value x=pi returns pi/2.:: |
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f(pi) |
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We can also define functions that are not continuous but defined |
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piecewise. Let us define a function which is a parabola between 0 |
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to 1 and a constant from 1 to 2 . Type the following as given on the |
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screen |
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:: |
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var('x') |
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h(x)=x^2 g(x)=1 |
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f=Piecewise(<Tab> |
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{{{ Show the documentation of Piecewise }}} |
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:: |
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f=Piecewise([[(0,1),h(x)],[(1,2),g(x)]],x) f |
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We can also define functions which are series |
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We first define a function f(n) in the way discussed above.:: |
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var('n') |
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function('f', n) |
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To sum the function for a range of discrete values of n, we use the |
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sage function sum. |
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For a convergent series , f(n)=1/n^2 we can say :: |
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var('n') |
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function('f', n) |
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f(n) = 1/n^2 |
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sum(f(n), n, 1, oo) |
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Lets us now try another series :: |
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f(n) = (-1)^(n-1)*1/(2*n - 1) |
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sum(f(n), n, 1, oo) |
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This series converges to pi/4. |
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Moving on let us see how to perform simple calculus operations using Sage |
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For example lets try an expression first :: |
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diff(x**2+sin(x),x) |
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2x+cos(x) |
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The diff function differentiates an expression or a function. Its |
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first argument is expression or function and second argument is the |
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independent variable. |
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We have already tried an expression now lets try a function :: |
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f=exp(x^2)+arcsin(x) |
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diff(f(x),x) |
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To get a higher order differential we need to add an extra third argument |
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for order :: |
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diff(<tab> diff(f(x),x,3) |
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in this case it is 3. |
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Just like differentiation of expression you can also integrate them :: |
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x = var('x') |
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s = integral(1/(1 + (tan(x))**2),x) |
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s |
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Many a times we need to find factors of an expression ,we can use the "factor" function |
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:: |
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factor(<tab> |
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y = (x^100 - x^70)*(cos(x)^2 + cos(x)^2*tan(x)^2) |
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f = factor(y) |
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One can simplify complicated expression :: |
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f.simplify_full() |
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This simplifies the expression fully . We can also do simplification |
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of just the algebraic part and the trigonometric part :: |
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f.simplify_exp() |
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f.simplify_trig() |
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One can also find roots of an equation by using find_root function:: |
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phi = var('phi') |
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find_root(cos(phi)==sin(phi),0,pi/2) |
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Lets substitute this solution into the equation and see we were |
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correct :: |
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var('phi') |
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f(phi)=cos(phi)-sin(phi) |
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root=find_root(f(phi)==0,0,pi/2) |
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f.substitute(phi=root) |
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as we can see when we substitute the value the answer is almost = 0 showing |
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the solution we got was correct. |
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Lets us now try some matrix algebra symbolically :: |
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var('a,b,c,d') |
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A=matrix([[a,1,0],[0,b,0],[0,c,d]]) |
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A |
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Now lets do some of the matrix operations on this matrix |
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:: |
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A.det() |
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A.inverse() |
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{{{ Part of the notebook with summary }}} |
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So in this tutorial we learnt how to |
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* We learnt about defining symbolic expression and functions. |
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* Using built-in constants and functions. |
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* Using <Tab> to see the documentation of a function. |
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* Simple calculus operations . |
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* Substituting values in expression using substitute function. |
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* Creating symbolic matrices and performing operation on them . |
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301 |