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Lesson : Chapter 3 Mathematical modelling
DKT313 Control Systems
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Learning Objectives
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After this presentation you will be able to:
Ø Define the terms pole, zero and eigenvalue as they pertain to transfer functions.
Ø Identify the location of poles and zeros on the complex plane.
Ø Develop transfer functions from OP AMP circuits using the Laplace variable.
Ø Develop transfer functions of electromechanical systems using the Laplace variable.
Ø Find the values of poles and zeros given a transfer function.
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Definition of Transfer Function
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Input/output relationships for a mathematical model usually given by the ratio of two polynomials of the variable s.
G(s)R(s) C(s)
Where
All a’s and b’s are constantsOrder of numerator is less that the denominator
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Definition of Transfer Function
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Example
G(s)X(s) Y(s)
Output
Input
Y(s)= G(s)∙X(s)
Transfer function is the “gain” of the block as a function of the Laplacevariable s.
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Transfer Function Terminology
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Definitions:
Poles - roots of the denominator polynomial. Values that cause transfer function magnitude to go to infinity.Zeros - roots of the numerator polynomial. Values that cause the transfer
function to go to 0.Eigenvalues - Characteristic responses of a system. Roots of the denominator
polynomial. All eigenvalues must be negative for a system transient (natural response) to decay out.
PolesZeros
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Pole/Zero Plots
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Transfer function poles and zeros determine systems’ responses. Plotted on the complex plane (s,jw).
Complex roots appear in conjugate pairs
X’s indicate pole location
Circle is location of zero
Closer pole is to imaginary axis slower response.
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Transfer Function Examples
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Example 12-1: Find the transfer function of the low pass filter shown below. Draw a block diagram of the result showing the input/output relationship.
Write a KVL equation around the RC loop.i(t)
Take Laplace Transform of the above equation
Now find the current from the above equation
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Transfer Function Example 12-1 (1)
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Solve for I(s)
Remember
Factor out I(s)
Divide both sides by (R+1/Cs)
Substitute I(s) intoabove equation and simplify
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Transfer Function Example 12-1 (2)
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Final formula
Draw block diagram
Vi(s) Vo(s)
RC is time constant of system. System has 1 pole at -1/RC and no zeros.Larger RC gives slower response.
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Transfer Functions of OP AMP Circuits
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Example 12-2: Find the transfer function of a practical differentiator- active high pass filter with definite low frequency cutoff.
Solution Method: Take Laplace transform of components and treat them like impedances.
For capacitor
General gain formula
Zi(s)
Zf(s)
DefineZ’s
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Transfer Functions of OP AMP Circuits
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Example 12-2 Solution (2)
Substitute into gain formula
Simplify ratio
Transfer Function
Transfer function has 1 zero at s=0 (RfCs=0) and 1 pole at s=-1/RiC (RiCs+1=0)
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Transfer Functions of OP AMP Circuits
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Block diagram equivalent of OP AMP circuit
Vi(s) Vo(s)
Now consider cascaded OP AMP circuits. Similar to the constants used previously. For series connected circuits, multiply the gains (transfer functions) . Note: do not cancel common terms from numerator and denominator.
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Cascaded OP AMP Circuits
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G1(s)R(s) X1(s)
G2(s)X (s)
Stage 1
R(s)∙G1(s)=X1(s) Equation (1)
Stage 2
X1(s)∙G2(s)=X (s) Equation (2)
Substitute (1) into (2) and simplify to get overall gain
X1(s)=R(s) ∙G1(s)
R(s) ∙G1(s) ∙ G2(s)=X (s) X(s)/R(s)= G1(s) ∙ G2(s)
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OP AMP Example
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Example 12-3: Find the transfer function of the cascaded OP AMP circuit shown. Determine the number and values of the poles and zeros of the transfer function if they exist.
Stage 1Integrator
Circuit
Stage 2: Practical Differentiator
Circuit
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Example 12-3 Solution
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Solution MethodTake Laplace transformof components and use general gain formula
Stage 1 Stage 2
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Example 12-3 Solution (2)
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G2(s) was derived previously (practical differentiator)
Negative signs cancel
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Example 12-3 Solution (3)
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Overall transfer function
Simplified form
Plug in given values for the component symbols and compute parameters Rf∙C2 = 100 kW ∙0.05
mfRf∙C2 =0.005R1∙C2 = 25 kW ∙0.05 mfR1∙C2 =0.001
Ri∙C1 = 10 kW ∙0.1 mfRi∙C1 =0.001
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Example 12-3 Solution (4)
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Final transfer function- all values included
Zero at s=00.005s=0
Function has 1 zero and 2 poles
Pole at s=-1/0.001=-10000.001s+1=0Pole at s=0
0.001s=0
Vi(s) Vo(s)
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Parallel Blocks
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G1(s)
G2(s)
R(s) Y(s)
+
+
Overall transfer function is the algebraic sum of the signs entering summing point
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Parallel Blocks
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G1(s)
G2(s)
R(s) Y(s)
+
-
Subtraction inSumming block
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Laplace Block Simplifications
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Feedback systems with unity gain feedback
G (s)+
-
R(s) C(s)Equivalent Equation
C(s)R(s)
Equivalent block
E(s)
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Laplace Block Simplifications
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Feedback systems with non-unity gain feedback
R(s)G (s)
+
-
C(s)
H (s)
E(s)Equivalent Equation
C(s)R(s)
Equivalent blockG(s)= forward path gainH(s) = feedback path gain
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End Lesson : Chapter 3 Mathematical Modelling
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