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ISSN 2229 β 5046ERROR ESTIMATE 0F THE FINITE FOURIER TRANSFORM
BY THE AVERAGED MODULUS OF SMOOTHNESS
HUSSEIN A.H. AL-JUBOORI*, YASEMEEN M. ABD-ALHASAN
Department of Mathematics, College of Science, University of Al-Mustansiriya, Iraq.
(Received On: 05-02-16; Revised & Accepted On: 25-02-16)
ABSTRACT
I
n this paper we will show how we can estimate the error for the Finite Fourier Transform by Averaged modulus of smoothness, for integrable 1-periodic functions defined on aclosed interval and prove results.1. INTRODUCTION
First, we will define a set of complex sequences of lenght N+1 by
ππππ= οΏ½πΆπΆ0,πΆπΆ1,β¦β¦β¦β¦..πΆπΆππ: πΆπΆππβπΆπΆ , ππ=0,1,β¦β¦..πποΏ½ (1.1)
For every N β ππ, the finite Fourier transform (FFT) is the map from ππππto itself defined by πΉπΉπποΏ½β©πΆπΆππβͺοΏ½ππ =
1
ππ+1βππππ=0ππππππ
β2ππππππππ
ππ+1 (1.2)
This sequence is periodic of period N+1, it can be extended to allπΎπΎ β ππ, it is natural to think ππππππππ=βοΏ½ππ+1
2 οΏ½ to ππππππππ= οΏ½ππ2οΏ½
The inverse of (FFT) is given as
πΉπΉππβ1οΏ½β©ππππβͺοΏ½= βππππππππππ=ππππππππ ππππππ
2ππππππππ
ππ+1 (1.3)
Aprincipal application of the (FFT) is to approximately compute samples of the Fourier transform of a function If f is a function defined on [0, 1] then we define
ππΜππ,ππ=ππ1+1βππππ=1ππ οΏ½ππ+1ππ οΏ½ππ
β2ππππππππ
ππ+1 (1.4)
The sum on the right-hand side of equation (1.4) is Riemann sum for the integral defining the πππ‘π‘β Fourier cofficient ππΜ(ππ) =β« ππ1 (ππ)ππβ2ππππππππ
ππ ππππ (1.5)
1. Charles L.Epsten estimat the error of the (FFT) by modulus of continuity for continuous and continuous derivatives 1-periodic function on closed interval
2. Auslander and Grunbaum estimate the error of best approximation of (FFT) in terms of the sampling models and the frequency but are independent of the function
3. Ivanov obtained some results about approximation of measurable and bounded functions by bernstein polynomials in πΏπΏππ [0, 1]space
4. Hirstov used a locally global norm for bounded functions and proved that the best one-sided approximations of 2ππ-periodic bounded function with trigonometric polynomials of degree n in the norm πΏπΏππ
2. SOME USEFUL INFORMATION
Let f be an integrable function .on [0, 1] then, we define the Averaged modulus of smoothness
Οk (f,Ξ΄)p =οΏ½Οk(f,.;Ξ΄)οΏ½Lp (2.1)
= οΏ½β« οΏ½ππππππ ππ(ππ,ππ;πΏπΏ)οΏ½πποΏ½ 1 ππ
where
ππππ (ππ,ππ;πΏπΏ) =π π π π ππ οΏ½οΏ½ββππππ(π‘π‘)οΏ½:π‘π‘,π‘π‘+ππβ β οΏ½ππ βπππΏπΏ2 ,ππ+πππΏπΏ2οΏ½ β©[ππ,ππ]οΏ½
And
βππβππ(π‘π‘) =βππππ=0(β1)ππ+πποΏ½πππποΏ½ππ(π‘π‘+ππβ)
Such that
οΏ½ππ
πποΏ½=ππ!(ππβππππ! )!
Which called local moduli of smoothness.
An exponential polynomial of order M is a function of the form
ππ(ππ) =β πΌπΌππβππ ππ ππ2ππππππππ πΌπΌπππππΆπΆ (2.2)
We denote the set of such functions by ππππ,if f is an integrable,1-periodic function defined on [0,1] ,then for each MβN, there is a function p*β ππππ that is a best approximation to f such that
βππ β ππββ
ππ= minππβππππβππβππβππ (2.3)
Proposition 2.1 [3]: If f is an integrable on[0, 1], then for each integer n β₯ 1, we have F(x) =ππππβ1(ππ) +ππππ(ππ;ππ) +β 1
β ππ
ππ=0 β« ππ0π‘π‘ ππ(ππ;ππβ+π£π£)ππππΒ΄,πποΏ½ππβπ£π£β οΏ½ πππ£π£ (2.4)
where ππππβ1 is a polynomial of degree at most n-1
Proposition 2.2 [3]: Let ππππββ 1(f) be the interpolation polynomial for f at the point h, 2h,...,nh i.e
ππππββ 1(ππ;ππ) =βππππ=1ππ(ππβ)ππππβ1,ππ β1οΏ½ππββ1οΏ½ (2.5) where
ππππ,πποΏ½ππβοΏ½=ππππβ1,ππ β1οΏ½ππββ1οΏ½+ (β1)ππβπποΏ½πππποΏ½ ππππ,0οΏ½βπποΏ½ Then
ππ(ππ)β ππππββ 1(ππ;ππ) =ββππππ(0)ππππ,0οΏ½ππβοΏ½+ππππ(ππ;ππ)β βππππ=0ππππ(ππ;ππβ)ππππ,πποΏ½ππβοΏ½+ββ1β« βπππ‘π‘ ππππ=ππππππ(ππ;ππβ+π£π£)ππππΒ΄.πποΏ½ππβπ£π£β οΏ½ πππ£π£
(2.6) Lemma 2.1 [3]: We have
π¦π¦ππ β ππππππ οΏ½β οΏ½πππποΏ½ β1
ππ
ππ=1 οΏ½ππππ,ππ(ππ)οΏ½: 0β€ ππ β€1οΏ½= 1 (2.7)
Lemma 2.2:
ππππ,π£π£β β οΏ½πππποΏ½ β1
πππππποΏ½οΏ½ππππ,ππ(ππ)οΏ½:π£π£ β€ ππ β€ π£π£+ 1οΏ½ ππ
ππ=ππ (2.8)
Then
ππππ,π£π£ β€1+πππ£π£οΏ½+πππππ£π£+1
π£π£οΏ½ (2.9)
V = 0, 1, 2,...ππβ1 2 where
πππ£π£β1 +12 +13+β―+1π£π£ ππ0β0
In particular, for v = 0, we have
ππππ,ππ= 1 +β οΏ½πππποΏ½
β1
πππππποΏ½οΏ½ππππ,ππ(ππ)οΏ½:ππ β€ ππ β€1οΏ½ ππ
ππ=1 β€2 (2.10)
Proposition 2.3 [3]: For any function f which is integrable on [0, 1] we have οΏ½ππ(ππ)β βππππ=1ππ(ππβ)ππππβ1,ππ β1οΏ½βππβ1οΏ½οΏ½ β€
6+7ππππππ(πππ£π£,ππππ βπ£π£)
οΏ½πππ£π£οΏ½ ππππ(ππ;β) (2.11)
For x β[π£π£β, (π£π£+ 1)/β, h:=1/(n+1), v = 0, 1,...,n πππ£π£β1 +1 2+β―+
1
π£π£
ππ0β0
3. THE MAIN RESELTS
In this section we state and prove our reselts for an integrabal 1-periodic function
Theorem 3.1: If ππ(ππ) be an integrable, 1-periodic function on [0,1] then the best approximation p* to f from ππππ satisfies
βππ β ππββ
ππ β€6 πππποΏ½ 1
Proof: Since the interpolation polynomial
ππππββ 1(ππ;ππ) =βππππ=1ππ(ππβ)ππππβ1,ππ β1οΏ½ππββ1οΏ½
In (2.12) are symmetric with respect to the middle of the interval [0, 1], it is sufficient to prove it only for x β οΏ½0,12οΏ½or for v = 0,..., [(n-1)/2]. For v = 0, from lemma (2.1) and (2.2) using
βππ(ππ)β ππππββ 1(ππ,ππ)β=οΏ½ββππππ(0)ππππ,0οΏ½ππβοΏ½+ππππ(ππ;ππ)β βππππ=ππππππ(ππ;ππβ)οΏ½ππβοΏ½+ββ1β« β0π‘π‘ ππππ=0ππππ(ππ;ππβ+π£π£)ππππΒ΄,πποΏ½ππβπ£π£β οΏ½ πππ£π£οΏ½
Using
ππππ(ππ;ππ) =ππππ(ππ;π£π£β+π‘π‘
=(β1)ππ βπ£π£
βοΏ½πππ£π£οΏ½ β« βπ¦π¦ππ β
0 ππ(ππ β π£π£π¦π¦)πππ¦π¦
βππππ(ππ;ππ)βππβ€οΏ½1ππ π£π£οΏ½
ππππ(ππ;β)
To obtain
βππ(ππ)β ππππββ 1(ππ;ππ)βππβ€ οΏ½ππππ(ππ;β)οΏ½max0β€π‘π‘β€1οΏ½ππππ,0(π‘π‘)οΏ½+ 1 + max0β€π‘π‘β€1β οΏ½1ππ
πποΏ½
ππ
ππ=0 οΏ½ππππ,ππ(π‘π‘)οΏ½+β οΏ½1ππ πποΏ½β« οΏ½ππππ.ππ
Β΄ (π£π£)οΏ½
π‘π‘
0
ππ
ππ=0 πππ£π£οΏ½οΏ½
ππ
By using (2.10) we have
βππ(ππ)β ππππββ 1(ππ;ππ)βππβ€6ππππ(ππ;β)
Corollary 3.1: If f is an integrable, 1-periodic function on [0,1] with ππ integrable 1-periodic dervatives ,then the approximation P* to f from ππππ satisfies
βππ β ππββ
ππβ€6ππ+1 πππππποΏ½2ππππ1 οΏ½
(2ππππ)ππ (3.2)
Now, we can state and prove our results for integrable 1-periodic function.
Theorem 3.2: for M β ππ and f, an integrable 1-periodic function defined on [0, 1], we have estimates
οΏ½ππΜ2ππ,ππβ ππΜ(ππ)οΏ½ β€2βππββ ππβππ ππππππ |ππ|β€ ππ (3.3)
where p* β ππππ
Proof: Since p*β ππππ, a simple calculation shows that for |ππ|β€ ππ we have οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,ππ+πποΏ½2βππ,ππβ ππΜ(ππ)οΏ½
Then
οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,πποΏ½=οΏ½οΏ½β« οΏ½2ππ1+1βππ2=0ππ οΏ½ππ οΏ½2ππππ+1οΏ½ β ππβοΏ½2ππππ+1οΏ½οΏ½ππ
β2ππππππππ 2ππ+1οΏ½
ππ ππππ 1 0 οΏ½οΏ½ 1 ππ
β€ οΏ½β« οΏ½οΏ½ 1
2ππ+1β οΏ½ππ οΏ½
ππ
2ππ+1οΏ½ β ππβοΏ½
ππ
2ππ+1οΏ½οΏ½ ππ
β2ππππππππ 2ππ+1 2ππ
ππ=0 οΏ½οΏ½
ππ ππππ 1 0 οΏ½ 1 ππ
οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,πποΏ½ β€ βππ β ππββππ
In the second line we use the triangle inquality.
οΏ½οΏ½β« οΏ½β«1[ππ(ππ)β ππβ(ππ)]
0 ππβ2πππππππποΏ½
ππ ππππ 1 0 οΏ½οΏ½ 1 ππ
β€ οΏ½β« οΏ½οΏ½β«1[ππ(ππ)β ππβ(ππ)]ππβ2ππππππππ
0 οΏ½ ππ οΏ½ ππππ 1 0 οΏ½ 1 ππ
οΏ½ππΜ(ππ)β πποΏ½2ππ,πποΏ½ β€ βππ β ππββππ
Then
οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,ππ+ππΜ2βππ,ππβ ππΜ(ππ)οΏ½ β€ οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,πποΏ½+οΏ½ππΜ(ππ)β ππΜ2βππ,πποΏ½
οΏ½ππΜ2ππ,ππβ ππΜ (ππ)οΏ½ β€ βππ β ππββππ+βππ β ππββππ
β€2βππββ ππβ
ππ
Corollary 3.2: suppose that f is an integrabal 1-periodic function with ππ β₯0 an integrabal 1-periodic derivatives; then
οΏ½ππΜ2ππ,ππβ ππΜ(ππ)οΏ½ β€126
ππππ ππ πποΏ½ 1
2πππποΏ½
(2ππππ)ππ (3.4)
Proof: From theorem (3.2)
οΏ½ππΜ2ππ,ππβ ππΜ(ππ)οΏ½ β€2βππββ ππβππ
Then from corollary (3.2)
βππ β ππββ ππβ€ 6ππ+1
πππππποΏ½2ππππ1 οΏ½
(2ππππ)ππ
Then
οΏ½ππΜ2ππ,ππβ ππΜ(ππ)οΏ½ β€2. 6ππ+1
πππποΏ½ 1 2πππποΏ½ ππ
(2ππππ)ππ
β€126
ππππ ππ πποΏ½ 1
2πππποΏ½
(2ππππ)ππ
Corollary 3.3: suppose that f is an integrable 1-periodic function then
οΏ½ππΜ2ππ,πποΏ½ β€ οΏ½ππΜ(ππ)οΏ½+ 6πππποΏ½2ππππ1 οΏ½ (3.5)
Proof: by theorem (3.2)
οΏ½ππΜ2ππ,ππβ ππΜ(ππ)οΏ½ β€2βππ β ππββππ
οΏ½ππΜ2ππ,ππβ ππΜ(ππ)οΏ½ β€ οΏ½ππΜ2ππ,ππβ πποΏ½β2ππ,ππ+πποΏ½2βππ,ππβ ππΜ(ππ)οΏ½
β€ οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,πποΏ½+οΏ½πποΏ½2βππ,ππβ ππΜ(ππ)οΏ½
οΏ½ππΜ2ππ,ππβ πποΏ½2βππ,πποΏ½ β€ βππ β ππββππ
Then from theorem (3.1) βππ β ππββ
ππ β€6 ππππ οΏ½2πππποΏ½1
Then
οΏ½ππΜ2ππ,πποΏ½ β€ βππ β ππββππ+οΏ½ππΜ(ππ)οΏ½
β€6 ππππ οΏ½2ππππ1 οΏ½ +οΏ½ππΜ(ππ)οΏ½
Theorem (3.3) there is a universal constant C such that, if f is an integrabal 1-periodic function, then οΏ½ππΜ2ππ(ππ)β ππ2ππ(ππ)οΏ½ β€ πΆπΆlogππ βππ β ππββππ
Where ππβ β ππππ is a best approximation.
Proof: Let Dirichlet kernel
ππ2ππ(ππ)=β« π·π·01 ππ(ππ β π¦π¦)ππ(π¦π¦)πππ¦π¦
Then
ππΜ2ππ(ππ) =2ππ1+1βππ2=0ππ π·π·πποΏ½ππ β2ππππ+1οΏ½ ππ οΏ½2ππππ+1οΏ½
We observe that
οΏ½ππΜ2ππ(ππ)β ππ2ππ(ππ)οΏ½ β€ οΏ½ππΜ2ππ(ππ)β ππβ(ππ)οΏ½+οΏ½ππβ(ππ)β ππ2ππ(ππ)οΏ½
β€ οΏ½οΏ½β« οΏ½ 1
2ππ+1β2ππππ=0π·π·πποΏ½ππ β ππ 2ππ+1οΏ½ οΏ½ππ οΏ½
ππ
2ππ+1οΏ½ β ππβοΏ½ ππ
2ππ+1οΏ½οΏ½+β« π·π·ππ 1
0 (ππ β π¦π¦)[ππβ(π¦π¦)β ππ(π¦π¦)]πππ¦π¦οΏ½ ππ
ππππ 1
0 οΏ½οΏ½
1 ππ
β€ οΏ½β« οΏ½οΏ½ 1
2ππ+1β2ππ=0ππ π·π·πποΏ½ππ β ππ 2ππ+1οΏ½ οΏ½ππ οΏ½
ππ
2ππ+1οΏ½ β ππβοΏ½ ππ
2ππ+1οΏ½οΏ½+β« π·π·ππ 1
0 (ππ β π¦π¦)[ππβ(π¦π¦)β ππ(π¦π¦)]πππ¦π¦οΏ½ ππ
οΏ½ ππππ 1
0 οΏ½
1 ππ
β€ βππ β ππββππ.οΏ½2ππ1+1β2ππ=0ππ οΏ½π·π·πποΏ½ππ β2ππππ+1οΏ½οΏ½+β«01|π·π·ππ(ππ β π¦π¦)|πππ¦π¦οΏ½
Both the sum and the integral in the last line are bounded by a constant times log M
Corollary 3.4: if f is an integrabal 1-periodic function whose averaged modulus satisfies
ππππ(πΏπΏ) =ππ(|logπΏπΏ|β1) (3.7)
Then the (FFT) partial sum (ππΜ2ππ) converges to f on [0, 1] if f has ππ integrabal periodic derivatives and ππππππ satisfies the above estimate, then for each 1β€ ππ β€ ππ ,the sequenceβ©ππππππππΜ2ππβͺ converges to ππππππf
Applying theorem (3.1), we see that
οΏ½ππΜ2ππ(ππ)β ππ2ππ(ππ)οΏ½β€(πΆπΆlogππ+ 6)πππποΏ½2ππππ1 οΏ½ (3.8)
The estimate in (3.7) implies the right-hand side of equation (3.8) tends to zero as M tends to infinity. The last inquality tell us that οΏ½ππΜ2ππ(ππ)β ππ2ππ(ππ)οΏ½ tends to zero as M tends to infinity
ACKNOWLEDGMENT
I would like to thank Prof. Dr. Saheb K. Al-Saidy for his support and helper to performing this research.
REFERENSES
1. Charles L-Epsten "How Well Does the Finite Fourier Transform Approximate the Fourier Transform" (2004) Wiley periodicals,Inc.
2. Auslender,L.; Grunbaum, F.A."The Fourier transform and discre e Fourier transformβ. Inverse problems 5 (1989), 149-164.
3. Popov,V.A (1981) "Averaged local moduli and their applications in approximation and functions spaces", PWN-polish scientific publishers, Warsaw
4. Ivanov, K.G.(1984), "Approximation by Bernstein polynomials in πΏπΏππ-metric constructive theory", Bulg. Acad. of Sci, 421-429.
5. Hristov, V.H. (1989), "Best one-sided approximation and mean approximation by interpolation polynomials of periodic functions" Math.Balk, New Series, 3, 418-428.
Source of support: Nil, Conflict of interest: None Declared