In the fields of
dynamical system
In mathematics, a dynamical system is a system in which a function describes the time dependence of a point in an ambient space. Examples include the mathematical models that describe the swinging of a clock pendulum, the flow of water i ...
s and
control theory
Control theory is a field of mathematics that deals with the control of dynamical systems in engineered processes and machines. The objective is to develop a model or algorithm governing the application of system inputs to drive the system to a ...
, a fractional-order system is a dynamical system that can be modeled by a
fractional differential equation
Fractional calculus is a branch of mathematical analysis that studies the several different possibilities of defining real number powers or complex number powers of the differentiation operator D
:D f(x) = \frac f(x)\,,
and of the integration ...
containing
derivatives of non-integer order.
Such systems are said to have ''fractional dynamics''.
Derivatives and integrals of fractional orders are used to describe objects that can be characterized by
power-law
In statistics, a power law is a functional relationship between two quantities, where a relative change in one quantity results in a proportional relative change in the other quantity, independent of the initial size of those quantities: one ...
nonlocality,
power-law
long-range dependence or
fractal
In mathematics, a fractal is a geometric shape containing detailed structure at arbitrarily small scales, usually having a fractal dimension strictly exceeding the topological dimension. Many fractals appear similar at various scales, as il ...
properties. Fractional-order systems are useful in studying the anomalous behavior of dynamical systems in physics,
electrochemistry
Electrochemistry is the branch of physical chemistry concerned with the relationship between electrical potential difference, as a measurable and quantitative phenomenon, and identifiable chemical change, with the potential difference as an outc ...
, biology,
viscoelasticity
In materials science and continuum mechanics, viscoelasticity is the property of materials that exhibit both viscous and elastic characteristics when undergoing deformation. Viscous materials, like water, resist shear flow and strain linear ...
and
chaotic system
Chaos theory is an interdisciplinary area of scientific study and branch of mathematics focused on underlying patterns and deterministic laws of dynamical systems that are highly sensitive to initial conditions, and were once thought to have ...
s.
Definition
A general dynamical system of fractional order can be written in the form
:
where
and
are functions of the
fractional derivative
Fractional calculus is a branch of mathematical analysis that studies the several different possibilities of defining real number powers or complex number powers of the differentiation operator D
:D f(x) = \frac f(x)\,,
and of the integration o ...
operator
of orders
and
and
and
are functions of time. A common special case of this is the
linear time-invariant
In system analysis, among other fields of study, a linear time-invariant (LTI) system is a system that produces an output signal from any input signal subject to the constraints of linearity and time-invariance; these terms are briefly define ...
(LTI) system in one variable:
:
The orders
and
are in general complex quantities, but two interesting cases are when the orders are ''commensurate''
:
and when they are also ''rational'':
:
When
, the derivatives are of integer order and the system becomes an
ordinary differential equation
In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contras ...
. Thus by increasing specialization, LTI systems can be of general order, commensurate order, rational order or integer order.
Transfer function
By applying a
Laplace transform
In mathematics, the Laplace transform, named after its discoverer Pierre-Simon Laplace (), is an integral transform that converts a function of a real variable (usually t, in the ''time domain'') to a function of a complex variable s (in the ...
to the LTI system above, the
transfer function
In engineering, a transfer function (also known as system function or network function) of a system, sub-system, or component is a mathematical function that theoretically models the system's output for each possible input. They are widely used ...
becomes
:
For general orders
and
this is a non-rational transfer function. Non-rational transfer functions cannot be written as an expansion in a finite number of terms (e.g., a
binomial expansion
In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, it is possible to expand the polynomial into a sum involving terms of the form , where the ex ...
would have an infinite number of terms) and in this sense fractional orders systems can be said to have the potential for unlimited memory.
Motivation to study fractional-order systems
Exponential laws are a classical approach to study dynamics of population densities, but there are many systems where dynamics undergo faster or slower-than-exponential laws. In such case the anomalous changes in dynamics may be best described by
Mittag-Leffler function
In mathematics, the Mittag-Leffler function E_ is a special function, a complex function which depends on two complex parameters \alpha and \beta. It may be defined by the following series when the real part of \alpha is strictly positive:
: ...
s.
Anomalous diffusion
Anomalous diffusion is a diffusion process with a non-linear relationship between the mean squared displacement (MSD), \langle r^(\tau )\rangle , and time. This behavior is in stark contrast to Brownian motion, the typical diffusion process descri ...
is one more dynamic system where fractional-order systems play significant role to describe the anomalous flow in the diffusion process.
Viscoelasticity
In materials science and continuum mechanics, viscoelasticity is the property of materials that exhibit both viscous and elastic characteristics when undergoing deformation. Viscous materials, like water, resist shear flow and strain linear ...
is the property of material in which the material exhibits its nature between purely elastic and pure fluid. In case of real materials the relationship between stress and strain given by
Hooke's law
In physics, Hooke's law is an empirical law which states that the force () needed to extend or compress a spring by some distance () scales linearly with respect to that distance—that is, where is a constant factor characteristic of ...
and
Newton's law both have obvious disadvances. So
G. W. Scott Blair
George William Scott Blair (23 July 1902 – 30 September 1987) was British chemist noted for his contributions to rheology. In fact he has been called "the first rheologist"D. Doraiswamy (2002) ''Rheology Bulletin'' vol 71, no 1. "Origins of Rheo ...
introduced a new relationship between stress and strain given by
:
In
chaos theory
Chaos theory is an interdisciplinary area of scientific study and branch of mathematics focused on underlying patterns and deterministic laws of dynamical systems that are highly sensitive to initial conditions, and were once thought to have ...
, it has been observed that chaos occurs in
dynamical system
In mathematics, a dynamical system is a system in which a function describes the time dependence of a point in an ambient space. Examples include the mathematical models that describe the swinging of a clock pendulum, the flow of water i ...
s of order 3 or more. With the introduction of fractional-order systems, some researchers study chaos in the system of total order less than 3.
Analysis of fractional differential equations
Consider a fractional-order
initial value problem
In multivariable calculus, an initial value problem (IVP) is an ordinary differential equation together with an initial condition which specifies the value of the unknown function at a given point in the domain. Modeling a system in physics or o ...
:
:
Existence and uniqueness
Here, under the continuity condition on function f, one can convert the above equation into corresponding integral equation.
:
One can construct a solution space and define, by that equation, a continuous self-map on the solution space, then apply a
fixed-point theorem
In mathematics, a fixed-point theorem is a result saying that a function ''F'' will have at least one fixed point (a point ''x'' for which ''F''(''x'') = ''x''), under some conditions on ''F'' that can be stated in general terms. Some authors cla ...
, to get a
fixed-point Fixed point may refer to:
* Fixed point (mathematics), a value that does not change under a given transformation
* Fixed-point arithmetic, a manner of doing arithmetic on computers
* Fixed point, a benchmark (surveying)
The term benchmark, be ...
, which is the solution of above equation.
Numerical simulation
For numerical simulation of solution of the above equations, Kai Diethelm has suggested fractional linear multistep
Adams–Bashforth method
Linear multistep methods are used for the numerical solution of ordinary differential equations. Conceptually, a numerical method starts from an initial point and then takes a short step forward in time to find the next solution point. The proce ...
or
quadrature methods.
See also
*
Acoustic attenuation Acoustic attenuation is a measure of the energy loss of sound propagation in media. Most media have viscosity and are therefore not ideal media. When sound propagates in such media, there is always thermal consumption of energy caused by viscosity ...
*
Differintegral
In fractional calculus, an area of mathematical analysis, the differintegral (sometime also called the derivigral) is a combined differentiation/integration operator. Applied to a function ƒ, the ''q''-differintegral of ''f'', here denoted by ...
*
Fractional calculus
Fractional calculus is a branch of mathematical analysis that studies the several different possibilities of defining real number powers or complex number powers of the differentiation operator D
:D f(x) = \frac f(x)\,,
and of the integration o ...
*
Fractional order control
*
Fractional order integrator
*
Fractional Schrödinger equation
A fraction is one or more equal parts of something.
Fraction may also refer to:
* Fraction (chemistry), a quantity of a substance collected by fractionation
* Fraction (floating point number), an (ambiguous) term sometimes used to specify a part ...
*
Fractional quantum mechanics
References
Further reading
*
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*
*
*
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External links
Fractional Calculus Applications in Automatic Control and Robotics A tutorial on fractional calculus, fractional order systems and fractional order control theory.
Fractional calculus
Dynamical systems
Mathematical modeling