Matlab has a powerful symbolic math ability. Rather than making calculations on known numbers, we can make calculations on symbolic expressions. For example, what is the limit as x approaches inf of 1 + 1/2^1 + 1/2^2 + 1/2^3...+1/2^n ? Matlab can tell us. What is the integral of x^3 for any x? Matlab can tell us.
Matlab allows you to create symbolic math expressions. This is useful when you don't want to immediately compute an answer, or when you have a math "formula" to work on but don't know how to "process" it.
Matlab allows symbolic operations several areas including:
The key function in Matlab to create a symbolic representation of data is: sym() or syms if you have multiple symbols to make.
Below is an example of creating some symbolic fractions and square roots:
>> sqrt(2) ans = 1.4142 >> sqrt( sym(2) ) ans = 2^(1/2) >> 2 / 5 ans = 0.4 >> 2/5 + 1/3 ans = 0.7333 >> sym(2) / sym(5) ans = 2/5 >> sym(2) / sym(5) + sym(1) / sym(3) ans = 11/15
We can define symbolic functions using the sym command and syms command. Here is an example of creating a symbolic function for (a*X^2) + (b*x) + c:
>> syms a b c x % define symbolic math variables >> f = sym('a*x^2 + b*x + c');
From now on we can use the f symbol to represent the given function.
The keyfunction subs (which stands for substitute) is used to replace symbolic variables with either new symbolic variables or with acutal values. The syntax for the function is: subs( symbolic_function, list_of_symbols, list_of_values). Here is an example:
>> f = sym('a*x^2 + b*x + c'); >> subs(f,x,5) ans = 25 * a + 5 * b + c >> subs(f,[x a b c],[5 1 2 3]) ans = 38
In Matlab, we can plot a symbolic function over one variable by using the ezplot function. Here is an example:
>> y = sin(x) y = sin(x) >> ezplot(y)
If you want to see something cool, try:
>> f = sin(x); >> ezsurf(f);
>> f = sin(x); >> g = cos(y); >> ezsurf(f+g);
Or really cool!
>> ezsurf( 'real(atan(x+i*y))' );
To set the bounding values of the variables, you can use:
>> ezplot(y, [ -5, 10 ]); % from -5 < x < 10 >> ezsurf(z,[[1 2] [5 7]); % x from 1 to 2, y from 5 to 7
Or plotting a polynomial equation:
>> f = sym('a*x^2 + b*x + c'); >> ezplot(subs(f,[a b c],[1 2 3]));
Matlab can also compute many integrals and derivatives that you might find in Calculus or many advanced engineering courses.
The key functions are int for integration and diff for derivation.
>> syms x; f = sin(5*x) >> f = sin(5*x) >>diff(f) ans = 5*cos(5*x)
To take the 2nd (or greater) derivative of an equation, we use:
>> f = x^3 f = x^3 >> diff(f) % 1st derivative ans = 3*x^2 >> diff(f,2) % 2nd derivative ans = 6*x >> diff(f,3) % 3rd derivative ans = 6 >> diff(f,4) % 4th derivative ans = 0
Sometimes you have multiple variables in an expression. If we want to compute the derivative of the function with respect to one variable we can use a second parameter to the diff function:
>> syms x t; f = sin( x * t ) >>diff(f,t) % derivative of f with respect to t ans = cos(x*t)*t
By using the "int" function, in the same way we use the diff function, we can ask Matlab to do symbolic integration for us.
Warning: Do not confuse the int function in Matlab with the integer (int) data type in C or the int8, int16, int32 data types in Matlab.
>> syms x t; f = x * x ; >>int(f) ans = 1/3*x^3
As you (should) know, a definite integral represents the area under a curve from a given start point to a given end point. What if we want to know how much area is under the curve f(x) = x^3; from 0 to 10, from -10 to 10, from -10 to 0?
>> int(x^3,0,10) ans = 2500 >> int(x^3,-10,10) ans = 0 >> int(x^3,-10,0) ans = -2500
You can use Matlab to tell you the sum of a series of equations, such as:
1 + 1/2^2 + 1/3^2 + 1/4^2 + ... + 1/N^2
From N = 1 to inf (or from value1 to value2)
>> syms x k >> s1 = symsum(1/k^2,1,inf) s1 = 1/6*pi^2 >> s2 = symsum(x^k,k,0,inf) s2 = -1/(x-1)
Every wonder what happens if you divide infinity by infinity? Well depending on how those values were created, you can get some interesting results. For example, what is the limit of x/ x*x as X approaches infinity?
>> limit( 1 / x ) % with no params, by definition, as x approaches 0 ans = NaN >> limit(x / x^2, inf) % as x approaches inf ans = 0 >> limit(sin(x) / x) % as x approaches 0 ans = ????
The expand function will "expand" a formula by doing basic symbolic math where possible.
syms x; >> f1 = (x+5)*(x+5); f1 = (x+5)^2 >> expand(f1) ans = x^2+10*x+25
When you have a complex evaluated symbolicexpression, such as: (sin(x)^2 + cos(x)^2), you can use the simplify function to ask matlab to try and simplify it to a less complex term:
simplify(sin(x)^2 + cos(x)^2) ans = 1
When you want to print a symbolic function to make it easier for the user of the program to read, you can use the "pretty" function. Here is an example:
f = sin(x)^2 + cos(x)^2; pretty( f ) 2 2 sin(x) + cos(x)
If you would like to create a taylor series, you can use the "taylor" function.
>> f = taylor(log(1+x)) f = x-1/2*x^2+1/3*x^3-1/4*x^4+1/5*x^5
A few years ago Matlab "upgraded" their symbolic library. When they did so they, "broke" the ability to use any arbitrary variable name. For example, the symbol D (capitol D) is invalid in some cases. For example:
int('A*x^3+B*x^2+C*x+D') Warning: Explicit integral could not be found. ans = int(C*x + A*x^3 + B*x^2 + D, x) % BUT syms A B C D x int(A*x^3+B*x^2+C*x+D) ans = (A*x^4)/4 + (B*x^3)/3 + (C*x^2)/2 + D*x
To fix this problem, append an _ (underscore) to the variable
The following symbols are known