Abstract
Recently, several authors have considered a nonlinear analogue of Fourier series in signal analysis, referred to as either the unwinding series or adaptive Fourier decomposition. In these processes, a signal is represented as the real component of the boundary value of an analytic function \(F: \partial {\mathbb {D}}\rightarrow {\mathbb {C}}\) and by performing an iterative method to obtain a sequence of Blaschke decompositions, the signal can be efficiently approximated using only a few terms. To better understand the convergence of these methods, the study of Blaschke decompositions on weighted Hardy spaces was initiated by Coifman and Steinerberger, under the assumption that the complex valued function F has an analytic extension to \({\mathbb {D}}_{1+\epsilon }\) for some \(\epsilon >0\). This provided bounds on weighted Hardy norms involving a single zero, \(\alpha \in {\mathbb {D}}\), of F and its Blaschke decomposition. That work also noted that in many specific examples, the unwinding series of F converges at an exponential rate to F, which when coupled with an efficient algorithm to compute a Blaschke decomposition, has led to the hope that this process will provide a new and efficient way to approximate signals. In this work, we continue the study of Blaschke decompositions on weighted Hardy Spaces for functions in the larger space \({\mathcal {H}}^2({\mathbb {D}})\) under the assumption that the function has finitely many roots in \({\mathbb {D}}\). This is meaningful, since there are many functions that meet this criterion but do not extend analytically to \({\mathbb {D}}_{1+\epsilon }\) for any \(\epsilon >0\), for example \(F(z)=\log (1-z)\). By studying the growth rate of the weights, we improve the bounds provided by Coifman and Steinerberger to obtain new estimates containing all roots of F in \({\mathbb {D}}\). This provides us with new insights into Blaschke decompositions on classical function spaces including the Hardy–Sobolev spaces and weighted Bergman spaces, which correspond to making specific choices for the aforementioned weights. Further, we state a sufficient condition on the weights for our improved bounds to hold for any function in the Hardy space, \({\mathcal {H}}^2({\mathbb {D}})\), in particular functions with an infinite number of roots in \({\mathbb {D}}\). These results may help to better explain why the exponential convergence of the unwinding series is seen in many numerical examples.
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Notes
We note that the assumption in [3] that F is analytic on \({\mathbb {D}}_{1+\epsilon }\) automatically precludes the case of infinitely many roots.
References
Carleson, L.: A Representation Formula for the Dirichlet Integral. Math. Z. 73, 190–196 (1960)
Coifman, R., Peyriere, J.: Phase unwinding, or invariant subspace decompositions of Hardy Spaces. J. Fourier Anal. Appl. 25(3), 684–695 (2019)
Coifman, R., Steinerberger, S.: Nonlinear phase unwinding of functions. J. Fourier Anal. Appl. 23, 778–809 (2017)
Coifman, R., Steinerberger, S., Wu, H.: Carrier frequencies, holomorphy, and unwinding. SIAM J. Math. Anal. 49(6), 4838–4864 (2018)
Cowen, C., MacCluer, B.: Composition Operators on Spaces of Analytic Functions. CRC Press, Boca Raton (2019)
Farnham, S.: Blaschke Decompositions on Weighted Hardy Spaces and the Unwinding Series. Ph.D. Thesis, Syracuse University, https://surface.syr.edu/etd/1118 (2019)
Gao, Y., Ku, M., Qian, T., Wang, J.: FFT formulations of adaptive fourier decomposition. J. Comput. Appl. Math. 324, 204–215 (2017)
Nahon, M.: Phase Evaluation and Segmentation. Ph.D. Thesis, Yale University (2000)
Qian, T.: Intrinsic mono-component decomposition of functions: an advance of Fourier theory. Math. Methods Appl. Sci. 33(7), 880–891 (2010)
Qian, T.: Adaptive Fourier Decompositions, rational approximation, part 1: theory. Int. J. Wavelets Multiresolut. Inf. Process. 12(05), 1461009 (2014)
Qu, W., Dang, P.: Rational approximation in a class of weighted Hardy spaces. Complex Anal. Oper. Theory 13(4), 1827–1852 (2019)
Ricci, F.: Hardy Spaces in One Complex Variable. Lecture Notes, Scuola Normale Superiore di Pisa, http://homepage.sns.it/fricci/papers/hardy.pdf (2004-2005)
Shapiro, H., Shields, A.: On the zeros of functions with finite Dirichlet integral and some related function spaces. Math. Z. 80, 217–229 (1962)
Tan, C., Zhang, L., Wu, H.: A novel feature representation for single-channel heartbeat classification based on adaptive fourier decomposition. arXiv:1906.07361 (2019)
Zygmund, A.: Trigonometric Series, 3rd edn. Cambridge University Press, Cambridge (2002)
Acknowledgements
The results of this work are part of the Ph.D. dissertation of the author [6]. I would like to thank my advisors, Dr. Loredana Lanzani and Dr. Lixin Shen, for all of their support through the writing of this paper and my dissertation.
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Farnham, S.D. Blaschke Decompositions on Weighted Hardy Spaces. J Fourier Anal Appl 26, 71 (2020). https://doi.org/10.1007/s00041-020-09781-3
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DOI: https://doi.org/10.1007/s00041-020-09781-3