Detection of edges in spectral data

被引:151
作者
Gelb, A [1 ]
Tadmor, E
机构
[1] Arizona State Univ, Dept Math, Tempe, AZ 85287 USA
[2] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
基金
美国国家科学基金会;
关键词
Fourier expansion; conjugate partial sums; piecewise smoothness; concentration factors;
D O I
10.1006/acha.1999.0262
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We are interested in the detection of jump discontinuities in piecewise smooth functions which are realized by their spectral data. Specifically, given the Fourier coefficients, {(f) over cap(k) = a(k) + ib(k)}(k=1)(N), we form the generalized conjugate partial sum [GRAPHICS] (a(k)sin kx - b(k)cos kx). The classical conjugate partial sum, ((S) over tilde(N)[f](x), corresponds to sigma = 1 and it is known that -pi/log N (S) over tilde(N)[f] (x) converges to the jump function [f](x) := f(x+) - f(x-); thus, -pi/log N (S) over tilde(N)[f](x) tends to "concentrate" near the edges of f. The convergence, however, is at the unacceptably slow rate of order O(1/log N). To accelerate the convergence, thereby creating an effective edge detector, we introduce the so-called "concentration factors," sigma(k,N) = sigma(k/N) Our main result shows that an arbitrary C-2[0, 1] nondecreasing sigma(.) satisfying [GRAPHICS] leads to the summability kernel which admits the desired concentration property, [GRAPHICS] with convergence rate, \(S) over tilde(N)(sigma)[f](x)\ less than or equal to Const(log N/N + \sigma(1/N)\) for x's away from the jump discontinuities. To improve over the slowly convergent conjugate Dirichlet kernel (corresponding to the admissible sigma(N)(x) equivalent to -pi/log N), we demonstrate the examples of two families of concentration functions (depending on free parameters p and alpha): the so-called Fourier factors, sigma(alpha)(F)(x) = -pi/Si(alpha) sin alpha x, and polynomial factors, sigma(p)(x) = -p pi x(p). These yield effective detectors of (one or more) edges, where both the location and the amplitude of the discontinuities are recovered, (C) 1999 Academic Press.
引用
收藏
页码:101 / 135
页数:35
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