The Goodman algorithm: Difference between revisions

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The procedure is well described in [https://journals.ametsoc.org/view/journals/atot/23/7/jtech1889_1.xml Goodman2006]. Focusing on one specific direction, one can simply: 
The procedure is well described in [https://journals.ametsoc.org/view/journals/atot/23/7/jtech1889_1.xml Goodman2006].  


- compute the coherence squared <math>toto</math> between the observed velocity frequency spectrum <math>toto</math> and the acceleration frequency spectrum <math>toto</math>.
Focusing on one specific direction, one can simply: 


- and remove it from <math>toto</math> using <math>toto</math>
- compute the coherence squared <math>Coh(f)</math> between the observed velocity or shear frequency spectrum <math>E_{obs}(f)</math> and the vibration frequency spectrum <math>E_{vib}(f)</math>.


where <math>toto</math> is the corrected velocity frequency spectrum. Equation 3 in Goodman2006 presents the formalism for a correction using multiple directions (multivariate approach). The multivariate approach is more efficient and, almost a requirement for powered vehicles like AUVs. The number of directions used to correct the observed signal should be included in the quality control flag.   
- and remove it from <math>E_{obs}(f)</math> using <math>E_{clean}(f)=E_{obs}(f)(1-Coh(f))</math>
 
where <math>E_{clean}(f)</math> is the corrected velocity frequency spectrum. Equation 3 in Goodman2006 presents the formalism for a correction using multiple directions (multivariate approach). The multivariate approach is more efficient and, almost a requirement for powered vehicles like AUVs. The number of directions used to correct the observed signal should be included in the quality control flag.   


To obtain statistical significance, it is recommended to compute the coherence/cross-spectra over 7 segments (see section 8.2).
To obtain statistical significance, it is recommended to compute the coherence/cross-spectra over 7 segments (see section 8.2).

Revision as of 18:33, 20 August 2021

The procedure is well described in Goodman2006.

Focusing on one specific direction, one can simply:

- compute the coherence squared [math]\displaystyle{ Coh(f) }[/math] between the observed velocity or shear frequency spectrum [math]\displaystyle{ E_{obs}(f) }[/math] and the vibration frequency spectrum [math]\displaystyle{ E_{vib}(f) }[/math].

- and remove it from [math]\displaystyle{ E_{obs}(f) }[/math] using [math]\displaystyle{ E_{clean}(f)=E_{obs}(f)(1-Coh(f)) }[/math]

where [math]\displaystyle{ E_{clean}(f) }[/math] is the corrected velocity frequency spectrum. Equation 3 in Goodman2006 presents the formalism for a correction using multiple directions (multivariate approach). The multivariate approach is more efficient and, almost a requirement for powered vehicles like AUVs. The number of directions used to correct the observed signal should be included in the quality control flag.

To obtain statistical significance, it is recommended to compute the coherence/cross-spectra over 7 segments (see section 8.2).