Periodograms & Power Spectra
I've spent a ton of time now writing up code to do periodograms and power-spectrum analysis on my star-spectra. (wikipedia: spectral-density acoustics). I'm essentially looking for any sort of periodic variation in the star to see if I can detect the star's rotational period, or any sort of cyclic variation in the stellar wind. It's actually been really nice to do this - I've been able to write an entirely different type of code, which, for code-monkeys and data-bitches, can be a big relief when all one usually does is process spectra and make plots. I actually got to do some math and test out a type of analysis that I've never done before. Geeky? Of course.
Here's the "variation" of my spectral line with some fake implanted periodic stuff on the left.
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Basically, this is the core of the code that processes the variation above:
FOR per=0,num_periods-1 DO BEGIN
y=SIN(2*omega(per)*jd)
x=COS(2*omega(per)*jd)
tau=TOTAL(ATAN(y,x)/2/omega(per))
FOR i=0,numset-1 DO BEGIN
cos_sum( per, i)=COS(omega(per)*(jd(i)-tau)^2)^2
sin_sum( per, i)=SIN(omega(per)*(jd(i)-tau)^2)^2
cos_term(per, i, *)=moddata_resid(i,*)*COS(omega(per)*(jd(i)-tau))
sin_term(per, i, *)=moddata_resid(i,*)*SIN(omega(per)*(jd(i)-tau))
ENDFOR
ENDFOR
ct=TOTAL(cos_term,2)^2
cs=REBIN(TOTAL(cos_sum,2), [num_periods,numpixel])
st=TOTAL(sin_term,2)^2
ss=REBIN(TOTAL(sin_sum,2), [num_periods,numpixel])
sig_arr=TRANSPOSE(REBIN(sig, [numpixel,num_periods]))
periodogram = (ct/cs + st/ss)/2/sig_arr
Which produces an "image" of the power (grey scale) at each frequency (horizontal) for each color (vertical). Basically, this is a bunch of noise and junk as far as I can tell. Nothing obvious.... but I did find my fake data just fine down in the lower left. At least the code works.
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Here's the start of the paragraph I put in my paper about it.
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2 Comments:
wow you have been busy!
Hi neph. Great story about the Pig Dog! Luv auntie C
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