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Artifacts with uneven sampling of red noise

Data Analysis, Statistics and Probability 2009-11-13 v1 Computational Physics

Abstract

The vast majority of sampling systems operate in a standard way: at each tick of a fixed-frequency master clock a digitizer reads out a voltage that corresponds to the value of some physical quantity and translates it into a bit pattern that is either transmitted, stored, or processed right away. Thus signal sampling at evenly spaced time intervals is the rule: however this is not always the case, and uneven sampling is sometimes unavoidable. While periodic or quasi-periodic uneven sampling of a deterministic signal can reasonably be expected to produce artifacts, it is much less obvious that the same happens with noise: here I show that this is indeed the case only for long-memory noise processes, i.e., power-law noises 1/fα1/f^\alpha with α>2\alpha > 2. The resulting artifacts are usually a nuisance although they can be eliminated with a proper processing of the signal samples, but they could also be turned to advantage and used to encode information.

Keywords

Cite

@article{arxiv.physics/0610006,
  title  = {Artifacts with uneven sampling of red noise},
  author = {Edoardo Milotti},
  journal= {arXiv preprint arXiv:physics/0610006},
  year   = {2009}
}

Comments

5 figures

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