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mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, the Strömberg wavelet is a certain orthonormal wavelet discovered by Jan-Olov Strömberg and presented in a paper published in 1983.Janos-Olov Strömberg, ''A modified Franklin system and higher order spline systems on Rn as unconditional bases for
Hardy space In complex analysis, the Hardy spaces (or Hardy classes) ''Hp'' are certain spaces of holomorphic functions on the unit disk or upper half plane. They were introduced by Frigyes Riesz , who named them after G. H. Hardy, because of the paper . ...
s'', Conference on Harmonic Analysis in Honor of A. Zygmond, Vol. II, W. Beckner, et al (eds.) Wadsworth, 1983, pp.475-494
Even though the
Haar wavelet In mathematics, the Haar wavelet is a sequence of rescaled "square-shaped" functions which together form a wavelet family or basis. Wavelet analysis is similar to Fourier analysis in that it allows a target function over an interval to be represe ...
was earlier known to be an orthonormal wavelet, Strömberg wavelet was the first smooth orthonormal wavelet to be discovered. The term ''wavelet'' had not been coined at the time of publishing the discovery of Strömberg wavelet and Strömberg's motivation was to find an orthonormal basis for the
Hardy space In complex analysis, the Hardy spaces (or Hardy classes) ''Hp'' are certain spaces of holomorphic functions on the unit disk or upper half plane. They were introduced by Frigyes Riesz , who named them after G. H. Hardy, because of the paper . ...
s.


Definition

Let ''m'' be any
non-negative integer In mathematics, the natural numbers are those numbers used for counting (as in "there are ''six'' coins on the table") and ordering (as in "this is the ''third'' largest city in the country"). Numbers used for counting are called ''cardinal n ...
. Let ''V'' be any
discrete subset ] In mathematics, a point ''x'' is called an isolated point of a subset ''S'' (in a topological space ''X'') if ''x'' is an element of ''S'' and there exists a neighborhood of ''x'' which does not contain any other points of ''S''. This is equiv ...
of the set ''R'' 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 distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every real ...
s. Then ''V'' splits ''R'' into non-overlapping intervals. For any ''r'' in ''V'', let ''I''''r'' denote the interval determined by ''V'' with ''r'' as the left endpoint. Let ''P''(''m'')(''V'') denote the set of all
function Function or functionality may refer to: Computing * Function key, a type of key on computer keyboards * Function model, a structured representation of processes in a system * Function object or functor or functionoid, a concept of object-oriente ...
s ''f''(''t'') over ''R'' satisfying the following conditions: :*''f''(''t'') is
square integrable In mathematics, a square-integrable function, also called a quadratically integrable function or L^2 function or square-summable function, is a real- or complex-valued measurable function for which the integral of the square of the absolute value i ...
. :*''f''(''t'') has
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous ...
derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. F ...
s of all orders up to ''m''. :*''f''(''t'') is a
polynomial In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An exa ...
of degree ''m'' + 1 in each of the intervals ''I''''r''. If ''A''0 = ∪ ∪ and ''A''1 = ''A''0 ∪ then the Strömberg wavelet of order ''m'' is a function ''S''''m''(''t'') satisfying the following conditions: :* S^m(t)\in P^ (A_1). :*\Vert S^m(t)\Vert=1, that is, \int_R\vert S^m(t)\vert^2\, dt = 1. :* S^m(t) is
orthogonal In mathematics, orthogonality is the generalization of the geometric notion of ''perpendicularity''. By extension, orthogonality is also used to refer to the separation of specific features of a system. The term also has specialized meanings in ...
to P^(A_0), that is, \int_R S^m(t)\, f(t)\, dt=0 for all f(t)\in P^(A_0).


Properties of the set ''P''(''m'')(''V'')

The following are some of the properties of the set ''P''(''m'')(''V''): # Let the number of distinct elements in ''V'' be two. Then ''f''(''t'') ∈ ''P''(''m'')(''V'') if and only if ''f''(''t'') = 0 for all ''t''. # If the number of elements in ''V'' is three or more than ''P''(''m'')(''V'') contains nonzero functions. # If ''V''1 and ''V''2 are discrete subsets of ''R'' such that ''V''1 ⊂ ''V''2 then ''P''(''m'')(''V''1) ⊂ ''P''(''m'')(''V''2). In particular, ''P''(''m'')(''A''0) ⊂ ''P''(''m'')(''A''1). # If ''f''(''t'') ∈ ''P''(''m'')(''A''1) then ''f''(''t'') = ''g''(''t'') + α λ(''t'') where α is constant and ''g''(''t'') ∈ ''P''(''m'')(''A''0) is defined by ''g''(''r'') = ''f''(''r'') for ''r'' ∈ ''A''0.


Strömberg wavelet as an orthonormal wavelet

The following result establishes the Strömberg wavelet as an orthonormal wavelet.


Theorem

Let ''S''''m'' be the Strömberg wavelet of order ''m''. Then the following set ::\left\ is a complete
orthonormal In linear algebra, two vectors in an inner product space are orthonormal if they are orthogonal (or perpendicular along a line) unit vectors. A set of vectors form an orthonormal set if all vectors in the set are mutually orthogonal and all of un ...
system in the space of square integrable functions over ''R''.


Strömberg wavelets of order 0

In the special case of Strömberg wavelets of order 0, the following facts may be observed: # If ''f''(''t'') ∈ ''P''0(''V'') then ''f''(''t'') is defined uniquely by the discrete subset of ''R''. # To each ''s'' ∈ ''A''0, a special function λ''s'' in ''A''0 is associated: It is defined by λ''s''(''r'') = 1 if ''r'' = ''s'' and λ''s''(''r'') = 0 if ''s'' ≠ ''r'' ∈ ''A''0. These special elements in ''P''(''A''0) are called ''simple tents''. The special simple tent λ1/2(''t'') is denoted by λ(''t'')


Computation of the Strömberg wavelet of order 0

As already observed, the Strömberg wavelet ''S''0(''t'') is completely determined by the set . Using the defining properties of the Strömbeg wavelet, exact expressions for elements of this set can be computed and they are given below. :: S^0(k) = S^0(1)(\sqrt-2)^ for k=1,2,3, \ldots ::S^0(\tfrac) = -S^0(1)\left(\sqrt+\tfrac\right) ::S^0(0) = S^0(1)(2\sqrt-2) ::S^0(-\tfrac) = S^0(1)(2\sqrt-2)(\sqrt-2)^k for k=1,2,3, \ldots Here ''S''0(1) is constant such that , , ''S''0(''t''), ,  = 1.


Some additional information about Strömberg wavelet of order 0

The Strömberg wavelet of order 0 has the following properties. :*The Strömberg wavelet ''S''0(''t'')
oscillates Oscillation is the repetitive or periodic variation, typically in time, of some measure about a central value (often a point of equilibrium) or between two or more different states. Familiar examples of oscillation include a swinging pendulum ...
about ''t''-axis. :*The Strömberg wavelet ''S''0(''t'') has
exponential decay A quantity is subject to exponential decay if it decreases at a rate proportional to its current value. Symbolically, this process can be expressed by the following differential equation, where is the quantity and (lambda) is a positive rate ...
. :*The values of ''S''0(''t'') for positive integral values of ''t'' and for negative half-integral values of ''t'' are related as follows: S^0(-k/2)=(10-6\sqrt)S^0(k) for k=1,2,3,\ldots\,.


References

{{DEFAULTSORT:Stromberg wavelet Wavelets Continuous wavelets