Hodgkinson, Matthieu (2011) Exponential-Plus-Constant Fitting based on Fourier Analysis. Proceedings of the 17èmes Journées d'Informatique Musicale Saint-Etienne, France, 2011.
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Abstract
A closed form method for Exponential Plus Constant (EPC)
curve fitting is introduced. The method, referred to as Fourierbased
Exponential Plus Constant Fitting (FEPCF), returns
estimates of the EPC coefficients for user-input sets of
equidistant time values and corresponding data points. An
analytical expression for the exponent’s coefficient is found
through algebraic manipulation of the Fourier series of the
EPC, taken over a finite time interval. The unknown is therefore
approximated through the Discrete Fourier Transform
(DFT) of the input sequence, itself used as an approximation
of Fourier series. The discrepancy between
Fourier series and DFT, byproduct of aliasing, is reduced
with sine windowing. This is the essential contribution
of the paper – the exponent coefficient found, what remains
of the problem can be approached with standard linear
least squares. FEPCF was motivated by the need for a
measuring tool for the time-modeling of fundamental frequency
and inharmonicity coefficient of tension-modulated
strings. Care is however taken in the mathematical formulation
of the method to facilitate its transportation to other
fields of science. MATLAB function implementation and
a demonstration of FEPCF can be downloaded from the
address http://www.cs.nuim.ie/~matthewh/.
Item Type: | Article |
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Keywords: | Fourier Analysis; |
Academic Unit: | Faculty of Science and Engineering > Computer Science |
Item ID: | 3963 |
Depositing User: | Matthieu Hodgkinson |
Date Deposited: | 01 Nov 2012 15:08 |
Journal or Publication Title: | Proceedings of the 17èmes Journées d'Informatique Musicale Saint-Etienne, France, 2011 |
Publisher: | Universite Jean Monnet, Saint-Etienne, France, |
Refereed: | Yes |
Related URLs: | |
URI: | https://mural.maynoothuniversity.ie/id/eprint/3963 |
Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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