In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, time-scale calculus is a unification of the theory of
difference equation
In mathematics, a recurrence relation is an equation according to which the nth term of a sequence of numbers is equal to some combination of the previous terms. Often, only k previous terms of the sequence appear in the equation, for a parameter ...
s with that of
differential equations, unifying
integral
In mathematics, an integral is the continuous analog of a Summation, sum, which is used to calculate area, areas, volume, volumes, and their generalizations. Integration, the process of computing an integral, is one of the two fundamental oper ...
and
differential calculus
In mathematics, differential calculus is a subfield of calculus that studies the rates at which quantities change. It is one of the two traditional divisions of calculus, the other being integral calculus—the study of the area beneath a curve. ...
with the
calculus of finite differences, offering a formalism for studying
hybrid system
A hybrid system is a dynamical system that exhibits both continuous and discrete dynamic behavior – a system that can both ''flow'' (described by a differential equation) and ''jump'' (described by a state machine, automaton, or a differ ...
s. It has applications in any field that requires simultaneous modelling of
discrete and continuous data. It gives a new definition of a
derivative
In mathematics, the derivative is a fundamental tool that quantifies the sensitivity to change of a function's output with respect to its input. The derivative of a function of a single variable at a chosen input value, when it exists, is t ...
such that if one differentiates a function defined on the
real number
In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s then the definition is equivalent to standard differentiation, but if one uses a function defined on the
integer
An integer is the number zero (0), a positive natural number (1, 2, 3, ...), or the negation of a positive natural number (−1, −2, −3, ...). The negations or additive inverses of the positive natural numbers are referred to as negative in ...
s then it is equivalent to the
forward difference operator.
History
Time-scale calculus was introduced in 1988 by the German mathematician
Stefan Hilger.
However, similar ideas have been used before and go back at least to the introduction of the
Riemann–Stieltjes integral, which unifies sums and integrals.
Dynamic equations
Many results concerning differential equations carry over quite easily to corresponding results for difference equations, while other results seem to be completely different from their
continuous counterparts.
The study of dynamic equations on time scales reveals such discrepancies, and helps avoid proving results twice—once for differential equations and once again for difference equations. The general idea is to prove a result for a dynamic equation where the domain of the unknown
function is a so-called time scale (also known as a time-set), which may be an arbitrary closed subset of the reals. In this way, results apply not only to the
set
Set, The Set, SET or SETS may refer to:
Science, technology, and mathematics Mathematics
*Set (mathematics), a collection of elements
*Category of sets, the category whose objects and morphisms are sets and total functions, respectively
Electro ...
of
real number
In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s or set of
integer
An integer is the number zero (0), a positive natural number (1, 2, 3, ...), or the negation of a positive natural number (−1, −2, −3, ...). The negations or additive inverses of the positive natural numbers are referred to as negative in ...
s but to more general time scales such as a
Cantor set
In mathematics, the Cantor set is a set of points lying on a single line segment that has a number of unintuitive properties. It was discovered in 1874 by Henry John Stephen Smith and mentioned by German mathematician Georg Cantor in 1883.
Throu ...
.
The three most popular examples of
calculus
Calculus is the mathematics, mathematical study of continuous change, in the same way that geometry is the study of shape, and algebra is the study of generalizations of arithmetic operations.
Originally called infinitesimal calculus or "the ...
on time scales are
differential calculus
In mathematics, differential calculus is a subfield of calculus that studies the rates at which quantities change. It is one of the two traditional divisions of calculus, the other being integral calculus—the study of the area beneath a curve. ...
,
difference calculus, and
quantum calculus. Dynamic equations on a time scale have a potential for applications such as in
population dynamics
Population dynamics is the type of mathematics used to model and study the size and age composition of populations as dynamical systems. Population dynamics is a branch of mathematical biology, and uses mathematical techniques such as differenti ...
. For example, they can model insect populations that evolve continuously while in season, die out in winter while their eggs are incubating or dormant, and then hatch in a new season, giving rise to a non-overlapping population.
Formal definitions
A time scale (or measure chain) is a
closed subset
In geometry, topology, and related branches of mathematics, a closed set is a set whose complement is an open set. In a topological space, a closed set can be defined as a set which contains all its limit points. In a complete metric space, a cl ...
of the
real line
A number line is a graphical representation of a straight line that serves as spatial representation of numbers, usually graduated like a ruler with a particular origin (geometry), origin point representing the number zero and evenly spaced mark ...
. The common notation for a general time scale is
.
The two most commonly encountered examples of time scales are the real numbers
and the
discrete time
In mathematical dynamics, discrete time and continuous time are two alternative frameworks within which variables that evolve over time are modeled.
Discrete time
Discrete time views values of variables as occurring at distinct, separate "poi ...
scale
.
A single point in a time scale is defined as:
:
Operations on time scales

The ''forward jump'' and ''backward jump'' operators represent the closest point in the time scale on the right and left of a given point
, respectively. Formally:
:
(forward shift/jump operator)
:
(backward shift/jump operator)
The ''graininess''
is the distance from a point to the closest point on the right and is given by:
:
For a right-dense
,
and
.
For a left-dense
,
Classification of points

For any
,
is:
* ''left dense'' if
* ''right dense'' if
* ''left scattered'' if
* ''right scattered'' if
* ''dense'' if both left dense and right dense
* ''isolated'' if both left scattered and right scattered
As illustrated by the figure at right:
* Point
is ''dense''
* Point
is ''left dense'' and ''right scattered''
* Point
is ''isolated''
* Point
is ''left scattered'' and ''right dense''
Continuity
Continuity of a time scale is redefined as equivalent to density. A time scale is said to be ''right-continuous at point
'' if it is right dense at point
. Similarly, a time scale is said to be ''left-continuous at point
'' if it is left dense at point
.
Derivative
Take a function:
:
(where R could be any
Banach space
In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
, but is set to the real line for simplicity).
Definition: The ''delta derivative'' (also Hilger derivative)
exists if and only if:
For every
there exists a neighborhood
of
such that:
:
for all
in
.
Take
Then
,
,
; is the derivative used in standard
calculus
Calculus is the mathematics, mathematical study of continuous change, in the same way that geometry is the study of shape, and algebra is the study of generalizations of arithmetic operations.
Originally called infinitesimal calculus or "the ...
. If
(the
integer
An integer is the number zero (0), a positive natural number (1, 2, 3, ...), or the negation of a positive natural number (−1, −2, −3, ...). The negations or additive inverses of the positive natural numbers are referred to as negative in ...
s),
,
,
is the
forward difference operator
A finite difference is a mathematical expression of the form . Finite differences (or the associated difference quotients) are often used as approximations of derivatives, such as in numerical differentiation.
The difference operator, commonly d ...
used in difference equations.
Integration
The ''delta integral'' is defined as the antiderivative with respect to the delta derivative. If
has a continuous derivative
one sets
:
Laplace transform and z-transform
A
Laplace transform
In mathematics, the Laplace transform, named after Pierre-Simon Laplace (), is an integral transform that converts a Function (mathematics), function of a Real number, real Variable (mathematics), variable (usually t, in the ''time domain'') to a f ...
can be defined for functions on time scales, which uses the same table of transforms for any arbitrary time scale. This transform can be used to solve dynamic equations on time scales. If the time scale is the non-negative integers then the transform is equal
[ to a modified Z-transform:
]
Partial differentiation
Partial differential equation
In mathematics, a partial differential equation (PDE) is an equation which involves a multivariable function and one or more of its partial derivatives.
The function is often thought of as an "unknown" that solves the equation, similar to ho ...
s and partial difference equations are unified as partial dynamic equations on time scales.
Multiple integration
Multiple integration on time scales is treated in Bohner (2005).
Stochastic dynamic equations on time scales
Stochastic differential equation
A stochastic differential equation (SDE) is a differential equation in which one or more of the terms is a stochastic process, resulting in a solution which is also a stochastic process. SDEs have many applications throughout pure mathematics an ...
s and stochastic difference equations can be generalized to stochastic dynamic equations on time scales.
Measure theory on time scales
Associated with every time scale is a natural measure defined via
:
where denotes Lebesgue measure
In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of higher dimensional Euclidean '-spaces. For lower dimensions or , it c ...
and is the backward shift operator defined on . The delta integral turns out to be the usual Lebesgue–Stieltjes integral with respect to this measure
:
and the delta derivative turns out to be the Radon–Nikodym derivative with respect to this measure
:
Distributions on time scales
The Dirac delta and Kronecker delta
In mathematics, the Kronecker delta (named after Leopold Kronecker) is a function of two variables, usually just non-negative integers. The function is 1 if the variables are equal, and 0 otherwise:
\delta_ = \begin
0 &\text i \neq j, \\
1 &\ ...
are unified on time scales as the ''Hilger delta'':
:
Fractional calculus on time scales
Fractional calculus on time scales is treated in Bastos, Mozyrska, and Torres.
See also
* Analysis on fractals for dynamic equations on a Cantor set
In mathematics, the Cantor set is a set of points lying on a single line segment that has a number of unintuitive properties. It was discovered in 1874 by Henry John Stephen Smith and mentioned by German mathematician Georg Cantor in 1883.
Throu ...
.
* Multiple-scale analysis
*Method of averaging
In mathematics, more specifically in dynamical systems, the method of averaging (also called averaging theory) exploits systems containing time-scales separation: a ''fast oscillation'' versus a ''slow drift''. It suggests that we perform an avera ...
* Krylov–Bogoliubov averaging method
References
Further reading
*
Dynamic Equations on Time Scales
Special issue of ''Journal of Computational and Applied Mathematics'' (2002)
Special Issue of ''Advances in Difference Equations'' (2006)
Special issue of ''Nonlinear Dynamics And Systems Theory'' (2009)
External links
The Baylor University Time Scales Group
Timescalewiki.org
{{DEFAULTSORT:Time Scale Calculus
Dynamical systems
Calculus
Recurrence relations