Replacement strategies for missing velocities: Difference between revisions

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===Results===
===Results===
 
{{FontColor|fg=white|bg=red|text=Insert graphs with example spectra for different tests}}
{{FontColor|fg=white|bg=red|Insert graphs with example spectra for different tests}}

Revision as of 00:05, 4 July 2022


Quality-control of raw velocities results in data loss, which usually must be replaced before computing the spectra necessary for obtaining [math]\displaystyle{ \varepsilon }[/math]. Several techniques were considered for replacing the missing samples:

  • Linear interpolation
  • Using the variance of the signal
  • Unevenly spaced least-square Fourier transform (i.e., no replacement at all)

The number of missing samples that can be tolerated for computing reliable spectra was also investigated.

Data analysis tests

Considerations

  • Trialed the above mentioned replacement strategies for differing
    • Number of missing samples to identify a threshold where the segment should be completely discarded from further analysis
    • Gap duration i.e., randomly missing samples vs continuous chunks of data loss

Results

Insert graphs with example spectra for different tests