Introduction to Transfer Functions in Matlab
A transfer function is represented by ‘H(s)’. H(s) is a complex function and ‘s’ is a complex variable. It is obtained by taking the Laplace transform of impulse response h(t). transfer function and impulse response are only used in LTI systems. LTI system means Linear and Time invariant system, according to the linear property as the input is zero then output also becomes zero. Therefore if we do not consider initial conditions are zero then linear property will fail and if the property fails then the system will become non-linear. Because of non-linearity system will become Non-LTI system. And for non-LTI system we cannot define transfer function, therefore, it is mandatory to assume initial conditions are zero.
Definition of Transfer Functions in Matlab
The transfer function of the LTI system is the ratio of the Laplace transform of output to the Laplace transform of input of the system by assuming all the initial conditions are zero.
In the above system, the input is x (t) and the output is y(t). After taking Laplace Transform of the whole system, x(t) becomes X(s), y(t) becomes Y(s) .we consider all the initial conditions are zero because
Methods of Transfer Functions in Matlab
There are three methods to obtain the Transfer function in Matlab:
- By Using Equation
- By Using Coefficients
- By Using Pole Zero gain
Let us consider one example
1. By Using Equation
First, we need to declare ‘s’ is a transfer function then type the whole equation in the command window or Matlab editor. In this ‘s’ is the transfer function variable.
transfer function variable name = tf(‘transfer function variable name’);
2. By Using Coefficients
In this method numerator and denominator, coefficients are used followed by ‘tf’ command.
In the above example
The numerator has only one value which is “10s”, so the coefficient is 10.
And in the denominator there are three terms “, so coefficients are 1, 10 and 25.
transfer function variable name = tf([numerator coefficients ] ,[denominator coefficients])
Example: h= tf([10 0],[1 10 25];
3. By Using Pole Zero gain
In this method, we use the command “zpk”, here z stands for zeros,p stands for poles and k stands for gain.
In above example :
10 * s =0
Here gain is 10 and
therefore zero present at origin
S2 + 10s + 25 = 0
S + 5s +5s + 25 = 0
S (s+5) + 5 (s+5) = 0
(s+5)(s+5) = 0
S = -5, -5
Therefore two poles are present at -5.
example :zpk(,[-5 -5],10)
Examples & Syntax of Transfer Functions in Matlab
Below are the various examples of transfer function with their syntax:
The above example illustrated in screen 1 .in this transfer function represented by using equation as well as ‘tf’ command is used. Values of h and s are stored in the workspace.
In this example, the coefficient method is used. Therefore first we need to find out numerator and denominator separately. Here numerator is 23s + 12 and the coefficient of the numerator is 23 and 12. The denominator is and coefficients of the denominator are 4, 5 and 7
The below image shows the Matlab program for the above example.
In this example input is values of pole, zero, and gain, zpk command is used to find out the transfer function.
Zero’s = 1,-2
Pole’s = 2,3,4
Gain = 100
It shows output
Below are some of the advantages explained.
- It is a mathematical model that gives Gain of LTI system. mathematical modeling and mathematical equations are useful to understand the performance, characteristics, and stability of the system
- Complex integral equations and differential equation converted into the simple algebraic equations (polynomial equations)
- The transfer function is dependent on the System and independent on Input.
- If the transfer function of the system is known then the output can be easily calculated.
- It gives information about poles and zeros, which can be calculated.
In this article, we have studied various methods to represent transfer function in Matlab which are using the equation, using coefficients, and using pole-zero gain information. In Transfer Function representation we can also plot poles, zero plots by using ‘pzmap’ command.
This representation can be obtained in both the ways from equations to pole-zero plot and from pole-zero plot to the equation. Transfer function mostly used in control systems and signals and systems.
This is a guide to Transfer Functions in Matlab. Here we discuss the definition, methods of a transfer function which include by using equations, by using coefficient, and by using pole-zero gain along with some examples. You may also look at the following articles to learn more –