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Fractional Order Systems: An Overview

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Title: Fractional Order Systems: An Overview


1
Fractional Order Systems An Overview S.Sen E
lectrical Engg. Department IIT Kharagpur
2
  • Topics
  • 1.Real vs. integer number
  • 2.Historical perspective
  • 3.Fractional differentiation and Integration
  • a. Grünwald-Letnikov Definition
  • b. Riemann-Liouville Definition
  • 4.Practical implications of a F.O.S

3
5.Physical existence a. infinite line
transmission system b. diffusion
c. visco elasticity d. Flow
through a weir
6. Stability of a fractional order system
7. Application to control
a.
controller
b. Fractional state space
8. New areas of research
9. Conclusion
4
Real vs. Integer number
Can there be derivative of order a (a real no.)?
?
  • Difficult to conceive the physical
    interpretation, yet mathematically possible.
  • The term fractional order is a misnomer, actually
    it means integration derivative of order (a
    real number).

5
Historical Perspective
Leibnitz introduced the notation
. In a letter to LHospital in 1695 Leibnitz
raised the following question Can the meaning of
derivatives with integer order be generalized to
derivatives with non-integral orders?
The story goes that LHospital
was somewhat curious about that question and
replied by another question to Leibnitz. What if
n1/2? Leibnitz in a letter dated September 30,
1695 replied It will lead to a paradox, from
which one day useful consequences will be drawn.
6
People who have worked on fractional calculus.
  • Riemann
  • Euler
  • Fourrier
  • Liouville
  • Bode

For almost 300 years the investigation was mostly
mathematical. Only during last 30 years the
mathematical deductions found some physical
relevance.
7
  • Important Recent Events on Fractional Calculus
  • 2002 IEEE CDC Tutorial Workshop on Fractional
    Calculus Applications on Automatic Control and
    Robotics (Las Vegas, USA).
  • 2004 1st IFAC Workshop on Fractional
    Differentiation and its Applications (Bordeauax,
    France).
  • 2006 2nd IFAC Workshop on Fractional
    Differentiation and its Applications (Porto,
    Portugal).
  • (No. of papers presented in this workshop 88).
  • 2008 3rd IFAC Workshop on Fractional
    Differentiation and its Applications (Ankara
    Turkey, Nov. 2008)

8
Operators
gt0
Differentiation
1, 0
Integration
9
Definition of fractional derivative.
Grünwald-Letnikov definition (generalization from
integer order).

10
For integer Z
11
For Fractional Differentiation (replacing n by
)
(t-a)Nh
12
Definition of fractional integration.
Grünwald-Letnikov definition (generalization
from integer order).
(n-integer, a-fraction)
13
Riemann-Liouville Definition
For integer n let
Taking Laplace Transformation
14
Convolution
15
Reimann Liouville definition of fractional
integration
How to define Differentiation? Define
n is an integer.
16
Grünwald-Letnikov definition
Differentiation

Integration
Reimann Liouville Definition
Integration
Differentiation
,
  • It can be shown that both the definitions are
    equivalent.

17
Fractional order differential equation A typical
n-term fractional order linear differential
equation is given by

Where (j0,1,2,..,n) are constants and
(j0,1,2,..,n) are real numbers.
  • Fractional order systems
  • The physical systems those are governed by
    fractional order differential equations.
  • Possibly so far we were approximating fractional
    order systems by integer order systems.

18
  • Different engineering approaches to work with
    fractional order systems
  • Try to realize a fractional order system by an
    equivalent integer order system (normally of high
    order).
  • Try to find out the devices those behave as
    fractional order systems.
  • Try to model known physical systems by fractional
    order and have better understanding of their
    performances.
  • Try to use knowledge of fractional calculus to
    design a system to achieve better performance.

19
Implications of a fractional order
device Electrical Circuits
1. Resistance
2.Inductance
20
3. Capacitance
-1ltalt1
4.Fractance
Laplace Transform
21
A Constant Phase element (Fractance)
22
Complex impedance plot
We cannot obtain this characteristics by using
finite no. of R-C combinations.
-20a db/decade
23
R-F network.
Fractional differential equation
(0ltalt1)
24
Realization
Frequency Characteristics of a fractional order
device
25
Fractor developed by G.W. Bohannan
26
Physical existence of fractional order systems
  • Infinite Transmission line.
  • Warburg Impedance
  • Viscoelasticity
  • Flow through weir

27
Infinite Transmission line.
Equivalent impedance
and
when
(Fractional order system)
28
Warburg Impedance
Equivalent circuit of impedance behavior of a
capacitive device immersed in a polarizable
medium (e.g. water). W Warburg impedance
Half order system. Diffusion of ions
through a porous medium also results in
fractional behaviour.
29
Viscoelasticity
Fractional Kelvin-Voigt model
Kelvin-Voigt model
Fractional order model
Integer order model
30
Flow through weir
Applying Bernoullis equation at a y
and
assumption
31
For an elemental area
Flow through the elemental area
Flow rate is dependent on the shape in a
fractional way.
32
Fractional order systems stability
Transfer function
33
Stability of a system
Consider the T.F.
Apply transformation
Pole at
For stability Re(p)lt0,
In s-plane, pole is at
For stability,
34
Stability region in s-plane
The stability region is not convex for lt1.
35
State-space representation
  • State space representation is not straight
    forward and normally leads to a high order
    system.

Example
  • Find out the HCF of 1.4 and 0.6, i.e. 0.2 and
    the define the states as derivatives of order
    integer multiples of 0.2.
  • Thus the number of states becomes 7.

. . . .
36
(No Transcript)
37
State-space representation
38
Controllability Observability
39
Controller Design
Fractional PID Controller
  • Advantage More maneuverability, so better
    performance expected.
  • Challenges
  • How to realize the fractional order controller?
  • How to tune the controller?

40
  • Engineering Challenges
  • Development of theory of Fractional order
    control.
  • Applications of Fractional order control.
  • Extend the horizon of control theory to
    fractional order
  • Stability, optimal control, robust control,
    identification.
  • 4. Fractional modeling of physical systems.
  • Controlled production of fractional order
    devices.
  • Development of suitable numerical algorithms for
    solving
  • FOD equations.

41
  • New Areas of Research
  • Chaos
  • Oscillators
  • Optimal control

42
Fractional Order Chaos in Chuas Circuit
Basic Chuas Circuit
V-I Characteristics of Chuas diode
43
Phase plane plot
Question What will happen if the capacitors are
replaced by fractors? -gt Fractional order chaos.
44
Fractional order Wien bridge oscillator
45
Optimal control
Euler-Lagrange equations (integer order system)
Find the extemum of the functional
Subject to
Euler Lagrange Equation
  • Derivatives and integrals are all of integer
    orders.

46
Euler-Lagrange equations (fractional order
systems)
Find the extremum of the functional
Subject to
Fractional Euler- Lagrange Equation
  • Optimal control theory can be extended to
    fractional order systems.

47
Conclusion
  • Theory of fractional calculus evolved as a
    generalization of
  • integer order calculus.
  • Many physical systems exhibit fractional order
    behavior.
  • A fractional order device can be realized either
    by
  • (i) using a large no. of passive R, C
    components, or
  • (ii) using fractance.
  • Fractional order systems offer many challenging
    problems to researchers.

48
The world is real! Let us accept it. Is it
Complex?
49
Thank you.
50
Fractional Derivatives Caputo Definition
  • It can be shown that G-L definition and R-L
    definition
  • are equivalent.
  • Both the definition are generalization of
    integer order
  • system and valid for an.

51
Fractional Integration- Riemann-Liouville
52
Graphical representation
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