Data Analysis

Chapter 8 of 11 · 13 min read

Periods, phases and O−C diagrams

Phase folding, finding and refining periods, O−C diagrams, sinusoid fits to radial velocity curves, and reading light curves.

Phase

For a periodic signal with period PP and a reference epoch T0T_0, the phase of an observation at time tt is the fractional part

φ={t−T0P},0≤φ<1,\varphi = \left\{\frac{t - T_0}{P}\right\}, \qquad 0\le\varphi<1,

and the cycle number is the integer part, n=⌊(t−T0)/P⌋n = \lfloor(t-T_0)/P\rfloor. Plotting the data against φ\varphi instead of tt (phase folding) stacks all cycles on top of one another. A correct period gives a clean curve; a slightly wrong one smears it out.

The 2019 triple-star problem asks for exactly this with P1=0.9056768P_1 = 0.9056768 d and P2=45.4711P_2 = 45.4711 d. With so many cycles elapsed, keep every digit of the period.

Measuring a period

  • Count cycles over a long baseline. If NN cycles separate two identical features, P=Δt/NP = \Delta t/N, and the error in PP is the timing error divided by NN. Long baselines win.
  • Use zero crossings or extrema of a sinusoid: the time between two upward crossings of the mean level is one period. Extrema are flat, so their times are less precise than crossings.
  • Watch for aliases. With one observation per night, periods of PP and 1/(1/P±1 d−1)1/(1/P \pm 1\,{\rm d}^{-1}) can fit the same data. Check that the folded curve is smooth.

O−C diagrams

Predict the time of each event with a trial ephemeris, Tcalc=T0+nPT_{\rm calc} = T_0 + nP, and plot the difference O−C=Tobs−TcalcO-C = T_{\rm obs} - T_{\rm calc} against the cycle number nn:

  • a horizontal line means the ephemeris is right,
  • a sloped line means the period is off: slope =δP= \delta P, intercept =δT0= \delta T_0,
  • a parabola means the period is changing (P˙≠0\dot P\neq0),
  • a sinusoid means a light-travel-time effect from an orbiting third body (the ETV term in 2019).

In 2016 D1 the O−C points rise by 0.220 d over 529 cycles. The slope, 4.3×10−44.3\times10^{-4} d/cycle, corrects the period from 1.12570 to 1.12613 d: about 2000 times more precise than the first estimate.

Radial velocity curves

A star in a circular orbit has

vr(t)=γ+Ksin⁡(2π(t−T0)P),v_r(t) = \gamma + K\sin\left(\frac{2\pi(t-T_0)}{P}\right),

where γ\gamma is the systemic velocity and KK the semi-amplitude. To fit by eye:

  • γ\gamma is the level halfway between the maxima and minima,
  • K=(vmax⁡−vmin⁡)/2K = (v_{\max} - v_{\min})/2,
  • PP from successive crossings of γ\gamma in the same direction.

An eccentric orbit gives a skewed, non-sinusoidal curve. Then the time spent above and below γ\gamma differs.

The 2018 TRES data cover about one and a half cycles: P≈83P\approx83 d and K≈45K\approx45 km/s.

Light curves

  • Eclipsing binaries: the four contacts (I, II, III, IV) give the sizes of the stars relative to the orbit. For a central eclipse, the time from I to II (ingress) measures the smaller star's diameter, I to III the larger star's, and I to IV the sum of the two. The ratio of eclipse depths gives the surface brightness (temperature) ratio.
  • Cepheids: a fast rise and slow decline (a sawtooth), with the star bluest and hottest near maximum light, while the radial velocity curve is roughly a mirror image of the light curve.
  • Novae and supernovae: characterised by the peak and the decline times t2t_2, t3t_3 (time to fade by 2 or 3 mag) or Δm15\Delta m_{15}. Faster decliners are intrinsically fainter for Type Ia supernovae and brighter for novae.

Key formulas

Phase and cycle number
φ={t−T0P},n=⌊t−T0P⌋\varphi = \left\{\frac{t-T_0}{P}\right\}, \qquad n = \left\lfloor\frac{t-T_0}{P}\right\rfloor
Period from a baseline
P=ΔtN,ΔP=Δ(Δt)NP = \frac{\Delta t}{N}, \qquad \Delta P = \frac{\Delta(\Delta t)}{N}
Linear O−C
O−C=δT0+n δPO - C = \delta T_0 + n\,\delta P
Circular RV curve
vr=γ+Ksin⁡ ⁣(2π(t−T0)P)v_r = \gamma + K\sin\!\left(\frac{2\pi (t-T_0)}{P}\right)

Common mistakes

  • Rounding the period before multiplying it by hundreds of cycles.
  • Choosing the wrong quadrant for a phase angle from arctan (use the signs of sin and cos).
  • Applying an O−C correction with the wrong sign.
  • Reading K from a single extreme point instead of from the fitted curve.

Practise this chapter

Past IOAA problems that use these skills.

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