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NON-LINEAR
SYSTEMS
BASED ON THE INPUT AND OUTPUT
CHARECTARISTICS OF THE SYSTEM
LINEAR SYSTEMS
NON LINEAR SYSTEMS
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LINEAR SYSTEMS The systems which satisfy
Homogeneity Principle
Superposition Principle Y1(t)=A1x1(t)
Y2(t)=A2x2(t)
A1x1(t)+ A2x2(t)=y3(t)
Then if y3(t)= Y1(t)+ Y2(t)
Then the system is said be a linear otherwisenon linear system.
Most of the systems are generally non-linear,but in the range of operation of control systemcan be made to linear systems
For example
Spring, Motors, Damper etc.
These non linear systems are representedin linear differential equations ------------------------------------
Transient , Steady State response andstability
Classical methods- Time Domain andFrequency Domain methods
State space analysis
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Non Linear systems and Classification
The systems which does not satisfy principles of linearity
The non linearities are due to many factors, and arebasically classified as Inherently non linearities or Incidental non linearities
Which present in the component inherently
Intentional Non Linearities To make the systems response in desired form we intensionally
introduce some non linearities in the system The following are some of the non linearities
Saturation
Friction
Backlash
DeadZone or DeadBand
Hysterisis Relays
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Non Linear systems to linear systems
Operating a component in restricted region Examples:
Relays, Amplifiers,Thermionic & Semiconductor devices
Electric Drives: 1500 rpm 1500 +/- 50
Automatic Voltage controllers: +/- 5% of the specified Voltage
Some components linear in working range Example: Spring
Advantages of linearisation
Easy to construct mathematical models Easy to design and analyse by use of transfer function basedtechniques(i.e. Time domain and frequency domain)
The non linearties are small than the results obtained from linearanalysis do not differ from actual results
BEHAVIOR OF NON LINEAR SYSTEMS:
Jump resonance hormonic oscillations
Limit cycles ete
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Jump Resonance In the frequency response of non-
linear systems, the amplitude ofthe response (output) may jumpfrom one point to another fromincreasing or decreasing nature offrequency.This phenomenon iscalled jump resonance
Example: A second order systemwith spring damper
M
K = K 1x + K2x3
The frequency response curves of
a) K= 0, b) K>0 Hard spring c) K
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Sub Hormonic oscillations
If a system is excited with a sinusoidal
function, the output is also a sinusoidal withsame frequency but with a different
amplitude and phase angle.
Depends upon system parameters, initial
conditions,amplitude & frequency of forcingfunction
Linear System
A Sin(wt) B Sin (wt+)
Non-Linear System
A Sin(wt) (AnSin (wt)+Bn cos(wt)
Where n= 0 to
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Limits Cycles
The response of the non-linear systems(o/p)
may exhibit oscillations with fixed frequency andamplitude
These oscillations are called Limit Cycles
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Characteristics of non linear
systems The output response to a particular test signal does not
give any information to other inputs
Highly sensitive to input amplitude
Requires more information in addition to the usual
mathematical model i.e. Amplitude of input Initial conditions etc.
Non-Linear Systems posses Limit Cycles
Jump Resonance Harmonics & Sub Harmonics etc.
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Singular points When the all the phase
variables does not
changes with
respective to time i.e
reaching to a constant
point (may be origin,
equilibrium point
Phase trajectory of a second order system for
different values of and for initial condition x1(0)
=1
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Phase Trajectories The state equation of second order system is
dX1/dt= f1(x1,x2) ---(1)dX2/dt= f2(x1,x2) ----(2)
Where X1, X2state variables
dX2/dX1= f2(x1,x2)/ f1(x1,x2)------- (3)
Equations 3 provides slope of the phase trajectory atevery point in phase plane except at singular points
(Which is indeterminate)
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Phase trajectories can be
drawn Analytically
equation (3) is integrated
Numerical method
trajectory for given set of initial conditions
Graphically
Popularly known method are Isoclines method
Delta Method.
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Construction of phase plane trajectory by
isoclines method
Introduction
From equation (3)
Slope of the phase plant at any point is S = dX2/dX1=
f2(X2,X1)/f1(X2,X1) (4)Let any point slope of the phase trajectory is S1, then
F2(X1,X2) = S1f1(X1,X2)
i.e. locus of all such points in phase-plane at which the scope of
the phase trajectory is S1.
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Note: for each set of initial conditions one phase
trajectory can be drawn
A locus passing through the points of same slopein phase plane is called Isocline
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Procedure to construct phase trajectories by
isocline method.
Step1: Phase trajectory starts at a point
corresponding to initial conditions
Note: For each set of initial conditions, one
phase trajectories can be constructed. Step2
Let S1,S2,S3,etc be the slopes of associated
with isoclines 1,2,3 etc Let 1 = Tan
-1(S1)
2 = Tan-1(S2)
3 = Tan
-1(S3
)
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Note: If a straight line is drawn at an angle from a point,
then the slope of the line at that point is tan
step2. Draw two straight lines from point A, one at a slope ofS1
i.e 1=Tan-1(S1)] and the other at a slope of S2 [i.e at angleof 2=tan-1(S2)]
step3.Let these two lines meet the isoclines 2 atp and q.
Now we can say that the trajectory would cross the isoclines2 at midway between p & q. Mark the point B. on theisocline-2 approximately midway between p and q
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step4. The constructional procedure is now
repeated at B to find the crossing point C onthe isocline-3.
By similar procedure the crossing points onthe isoclines are determined
A smooth curve drawn through the crossingpoints on the isoclines are determined
A smoothe curve drawn through the crossingpoints gives the phase trajectory starting at
point A
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Note 2 The accuracy of the trajectory is closely related to the
spacing of the isoclines the phase trajectory will be more
accurate if large number of isoclines are used which are very
close to each other. It should be noted that using a set of
isoclines, any number of isoclines can be constructed.
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(1,-1.5)
(2,-2.5)(.75,-2.5)
(.25,-.8)
(1,-.63)(2,-.86)
(2,1.2)(1,.6)
(1,1.4)
(1.5,2.1)
(.5,2.5)
(.25,1.25)
(1,-.77)
X1
X2
S1=2
S2=1.5
S3=.5S4=0
S5=-2
S6=-1S7=0.5
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Phase Portrait of example
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Constr ction of phase trajectories b
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Construction of phase trajectories by
delta method Consider a second order non-liner or linear system represented
by the equation d2X/dt2+f(X, dX/dt,t) = 0 (1)
The equation (1) can be converted to the form shown below
d2X/dt2+wn2(X+(X, dX /dt,t) = 0
In the above equation is a function of x,
dX/dt ,t but for short intervals, the change in phase variables arenegligible. Hence for a short interval, is considered as aconstant.
d2X/dt2+wn2(X+)= 0 ----(3)
Let us choose as the state variables as
X1=x,x2= dx/dt /wn---(4)
from above equation Dx/dt=wnx2= dx1/dt ----(5)
d2X/dt2 = wn dx2/dt ---(6)
Substituting equation 4 & 5 in 3
dx2/dt = -wn(X1+ )
So the state equations are dx1/dt=wnx2,dx2/dt= -wn(X1+ )
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From the above equations, the slopeequation over short interval can be written as
dx2/dx1= -(x1+)/x2---(8) using above slope equation, a short segment
of the trajectory can the drawn from theknowledge of at any point on the trajectory,
as explained below Procedire:
Let point A be a point on phase trajectorywith co-ordinates(X1,X2) as shown in fig
below (usually the point A will be thestarting point of the trajectory obtained fromthe initial conditions)
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X1
X2
A(1,0)
X2 =4|x2|x2 Center
0(A) 0 C1
-.1875(B) -.140625 C2
-.325(C) -.4225 C3
-.375(D) -.5625 C4
-.4375(E) .765625 C5
..... ...... ......
..... ...... .
.. . .
B(..,-.1875)
C2 C3C1
C(..,-.325)
C4
C5D(..,-.5625)
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Thank You