Exact Reconstruction of Extended Exponential Sums using Rational Approximation of their Fourier Coefficients
Abstract
In this paper we derive a new recovery procedure for the reconstruction of extended exponential sums of the form y(t) = Σj=1M ( Σm=0nj \, γj,m \, tm ) e2π λj t, where the frequency parameters λj ∈ C are pairwise distinct. For the reconstruction we employ a finite set of classical Fourier coefficients of y with regard to a finite interval [0,P] ⊂ R with P>0. Our method requires at most 2N+2 Fourier coefficients ck(y) to recover all parameters of y, where N:=Σj=1M (1+nj) denotes the order of y. The recovery is based on the observation that for λj ∈ iP Z the terms of y possess Fourier coefficients with rational structure. We employ a recently proposed stable iterative rational approximation algorithm in [12]. If a sufficiently large set of L Fourier coefficients of y is available (i.e., L > 2N+2), then our recovery method automatically detects the number M of terms of y, the multiplicities nj for j=1, … , M, as well as all parameters λj, j=1, … , M and γj,m j=1, … , M, m=0, … , nj, determining y. Therefore our method provides a new stable alternative to the known numerical approaches for the recovery of exponential sums that are based on Prony's method.
Turn this paper into a lesson
ArcXiv compiles a structured reading guide from this paper's metadata: plain-English importance, contributions, prerequisite concepts, which sections to read first, flashcards, and a quiz. Grounded in the abstract, never invented.