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John Southworth, T. C. Hinse, U. G. Jørgensen, M. Dominik, D. Ricci, M. J. Burgdorf, A. Hornstrup, P. J. Wheatley, T. Anguita, V. Bozza, S. Calchi Novati, K. Harpsøe, P. Kjærgaard, C. Liebig, L. Mancini, G. Masi, M. Mathiasen, S. Rahvar, G. Scarpetta, C. Snodgrass, J. Surdej, C. C. Thöne, M. Zub, High-precision photometry by telescope defocusing – I. The transiting planetary system WASP-5, Monthly Notices of the Royal Astronomical Society, Volume 396, Issue 2, June 2009, Pages 1023–1031, https://doi.org/10.1111/j.1365-2966.2009.14767.x
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Abstract
We present high-precision photometry of two transit events of the extrasolar planetary system WASP-5, obtained with the Danish 1.54-m telescope at European Southern Obseratory La Silla. In order to minimize both random and flat-fielding errors, we defocused the telescope so its point spread function approximated an annulus of diameter 40 pixel (16 arcsec). Data reduction was undertaken using standard aperture photometry plus an algorithm for optimally combining the ensemble of comparison stars. The resulting light curves have point-to-point scatters of 0.50 mmag for the first transit and 0.59 mmag for the second. We construct detailed signal-to-noise ratio calculations for defocused photometry, and apply them to our observations. We model the light curves with the jktebop code and combine the results with tabulated predictions from theoretical stellar evolutionary models to derive the physical properties of the WASP-5 system. We find that the planet has a mass of Mb= 1.637 ± 0.075 ± 0.033 MJup, a radius of Rb= 1.171 ± 0.056 ± 0.012 R Jup, a large surface gravity of gb= 29.6 ± 2.8 m s−2 and a density of ρb= 1.02 ± 0.14 ± 0.01 ρJup (statistical and systematic uncertainties). The planet's high equilibrium temperature of Teq= 1732 ± 80 K makes it a good candidate for detecting secondary eclipses.
1 INTRODUCTION
The discovery of the first extrasolar planet (Mayor & Queloz 1995) opened a new field of astronomical research. We now know of over 300 extrasolar planets,1 which encourages statistical studies of these objects (e.g. Udry & Santos 2007). However, most of these discoveries have been made via measurements of the radial velocities of their parent stars, which yield relatively little information about individual planets (only the orbital parameters and lower limits on the planet's mass).
The discovery of transiting extrasolar planets (TEPs) in the year 1999 (Charbonneau et al. 2000; Henry et al. 2000) has provided a new window on the properties of extrasolar gas-giant planets, making it possible to derive the physical properties of planets and their parent stars (with a little help from stellar theory). These analyses require high-precision photometry of planetary transits in order to measure the radii of the components and the inclination of their orbital plane with respect to Earth.
Good light curves have been obtained for a substantial number of the roughly 50 known TEPs, but the process remains fraught with difficulties. Ground-based studies are subject to complications arising due to scintillation, atmospheric effects which change throughout transit observations, telescope tracking errors and problems with saturation and flat-fielding of the ubiquitous charge-coupled device (CCD) detectors. Space-based facilities, however, can be subject to major cost and calibration issues.
We have therefore decided to experiment with heavy defocusing of ground-based telescopes in order to nullify as many as possible of the above effects. The idea is to choose relatively long integration times (several minutes) and disperse the resulting large numbers of photons over many CCD pixels. This has the huge advantage that flat-fielding errors can be averaged down by orders of magnitude compared to focused observations, and also means that normal changes in atmospheric seeing are irrelevant. Non-linear pixel responses should be corrected by calibrating the response of the CCD or avoided by sticking to count levels where such effects are low. The longer integration times and large point spread functions (PSFs) mean that the sky background level is much higher than for standard approaches, but signal-to-noise ratio (S/N) calculations (Section 6) show that this is unimportant in many cases.
In this work, we present high-precision photometry of WASP-5, a V= 12.3 star which was discovered to harbour a TEP by Anderson et al. (2008). We used the Danish 1.54-m telescope at ESO La Silla, Chile, as part of the 2008 MiNDSTEp campaign,2 and the Danish Faint Object Spectrograph and Camera (DFOSC) imaging camera. It was suspected that DFOSC would not be suited to these observations, as focal-reducing instruments can suffer internal reflections, but this does not appear to be a problem. We observed two transit events and achieved observational scatters of only 0.50 and 0.59 mmag per point in the final light curves. In the following sections, we discuss our observations and data reduction procedures, and then analyse the data using the methods detailed by Southworth (2008, 2009). Our results are fully homogeneous with those of the 14 TEPs analysed in these papers, and represent the highest precision measurements of the physical properties of the star and planet in the WASP-5 system.
Whilst it is unusual to break the 1 mmag barrier in astronomical differential photometry, our observations do not set any records. Gilliland et al. (1993) obtained observational scatters of 0.25 mmag per minute in time series observations of stars in the open cluster M 67. These authors used a set of 4-m-class telescopes, allowing them to achieve a lower Poisson and scintillation noise than ourselves, and CCD imagers with much finer pixel scale, which meant much less defocusing and so a lower sky background.
A number of researchers have used some telescope defocusing to improve the photometric accuracy of light curves of TEPs, in many cases broadening the PSFs by only a few pixels. A partial list includes studies of GJ 436 (Demory et al. 2007; Gillon et al. 2007; Alonso et al. 2008), HD 17156 (Gillon et al. 2008), HD 189733 (Winn et al. 2007a), HAT-P-1 (Winn et al. 2007b), Hubble Space Telescope observations of HD 189733 (Swain, Vasisht & Tinetti 2008) and the NASA EPOXI mission (Christiansen et al. 2008). The discovery paper of WASP-5 (Anderson et al. 2008) presented a light curve from a 1.2-m telescope which achieved a scatter of about 1 mmag using this technique. Substantial defocusing was also used by Gillon et al. (2009) in the course of obtaining a light curve of WASP-5 using the Very Large Telescope, but the resulting data suffer systematic effects which were not removable. These were attributed to the deformation of the primary mirror, as the active optics had to be turned off to permit defocusing. Finally, PSF broadening has been performed both by moving the telescope during individual exposures (Bakos et al. 2004) and by shuffling charge at will around an orthogonal-transfer CCD device (Tonry et al. 2005; Johnson et al. 2009).
2 OBSERVATIONS
We observed two transits of WASP-5 using the 1.54-m Danish3 Telescope at ESO La Silla and the DFOSC focal-reducing imager. This setup yielded a full field of view of 13.7 × 13.7 arcmin2 and a plate scale of 0.39 arcsec pixel−1. For the second set of observations, the CCD was windowed down to approximately 2000 × 800 pixel to decrease the readout time from 91 to 39 s. All observations were done through the Cousins R filter, which allowed a higher count rate than Johnson V for red stars but did not suffer the fringing effects visible with DFOSC and the Cousins I filter. An observing log is given in Table 1. The observing conditions and sky transparency were good throughout both nights.
Date | Start time (ut) | End time (ut) | Number of observations | Exposure time (s) | Air mass |
2008 08 29 | 05:37 | 10:08 | 74 | 120.0 | 1.03–1.54 |
2008 09 21 | 01:06 | 05:32 | 101 | 120.0 | 1.03–1.40 |
Date | Start time (ut) | End time (ut) | Number of observations | Exposure time (s) | Air mass |
2008 08 29 | 05:37 | 10:08 | 74 | 120.0 | 1.03–1.54 |
2008 09 21 | 01:06 | 05:32 | 101 | 120.0 | 1.03–1.40 |
Date | Start time (ut) | End time (ut) | Number of observations | Exposure time (s) | Air mass |
2008 08 29 | 05:37 | 10:08 | 74 | 120.0 | 1.03–1.54 |
2008 09 21 | 01:06 | 05:32 | 101 | 120.0 | 1.03–1.40 |
Date | Start time (ut) | End time (ut) | Number of observations | Exposure time (s) | Air mass |
2008 08 29 | 05:37 | 10:08 | 74 | 120.0 | 1.03–1.54 |
2008 09 21 | 01:06 | 05:32 | 101 | 120.0 | 1.03–1.40 |
The exposure time was set at 120 s, to allow a large amount of light to be collected in each observation whilst avoiding undersampling the light variations through transit (see Section 6 for detailed S/N calculations). We then adjusted the amount of defocusing until the peak counts per pixel from WASP-5 were roughly 25 000 above the sky background. This resulted in a doughnut-shaped PSF with a diameter of about 40 pixels (16 arcsec) and containing roughly 107 counts from WASP-5. Once the amount of defocusing was settled on, it was not changed until the end of the observing sequence. An example PSF of WASP-5 is shown in Fig. 1.

Surface plot of the PSF of WASP-5 in an image taken at random from the observing sequence on the night of 2008 August 29. The x and y axes are in pixels. The lowest and highest counts are 623 and 28 429 counts, respectively, and the z axis is on a linear scale.
A few images were also taken with the telescope properly focused, and were used to verify that there were no faint stars within the PSF of WASP-5 which might dilute the transit depth. We found that the closest detectable star to WASP-5 is at a distance of 44 arcsec (113 pixels), so the edge of its PSF is separated from that of WASP-5 by over 70 pixel in our defocused images. The closest stars of similar to or greater brightness than WASP-5 lie over 4 arcmin away. We conclude that no stars interfere with the PSF of WASP-5.
3 DATA REDUCTION
Our data reduction pipeline is written in the idl4 programming language and uses the daophot photometry package (Stetson 1987; distributed as part of the astrolib5 library) to perform aperture photometry. The telescope was autoguided throughout our observations so it was possible to fix the positions of the circular apertures for each data set. We experimented with different aperture radii, finding that this had a small effect on the scatter in the photometry but no detectable effect on the shape of the resulting transits. We chose the apertures which yielded the most precise photometry, with radii of 28 pixels for the PSF and 38 and 60 pixels for the inner and outer edges of the sky regions, respectively. Thus, a PSF aperture covered 2463 pixels and a sky region covered 6773 pixels.
We used these aperture sizes and the astrolib/aper routine to obtain aperture photometry of all stars in our images with sufficient counts to be useful. The number of comparison stars was either eight or nine for these observations. The differential-magnitude light curves of all these stars were checked for short-time-scale variability, and none was found. Most of the comparison star light curves have slow variations in their apparent brightness, attributable to atmospheric effects, so variability on time-scales greater than about 5 h would not be detectable.
To remove these slow variations in the differential-magnitude light curves, we implemented an algorithm to optimize the selection of comparison stars. We defined time intervals outside transit and used the idl/amoeba routine to minimize the square of the magnitude values within these intervals, resulting in light curves which were normalized to zero differential magnitude. The parameters of the minimization were N coefficients of a polynomial versus time and weights of each comparison star relative to the first comparison star. All good comparison stars were combined into one ensemble by weighted flux summation. For each data set, we used N= 2, which removes overall variations without deforming the shape of the transit. We found that it was necessary to have N > 1 because we have too few comparison stars to create an ensemble with a low Poisson noise and the same photometric colour as the target star. We found that the best-fitting comparison star weights were usually close to unity, as expected for observations dominated by Poisson noise.
Finally, we experimented with the inclusion of bias and flat-field corrections to the science images. Master bias and flat-field images were created by median-combining sets of bias images and dome flats. We found that the subtraction of a master bias image had a negligible effect on the photometry, as the bias level of the DFOSC CCD is well behaved and exhibits minimal changes which are simply subsumed into the estimation of the sky background. Including a flat-fielding correction, however, gives a small but notable decrease in the scatter of the resulting light curves. The flat-fielding is relatively unimportant in this case because the stellar PSFs were kept on the same pixels by autoguiding the telescope. We have applied bias and flat-field corrections to generate our final light curves, which are shown in Fig. 2 and reproduced in Table 2.

Final light curves of WASP-5 from our two nights of observations. The observational error bars were too conservative so have been shrunk to match the scatter of the data.
HJD | Differential magnitude | Uncertainty |
245 4707.739 980 | −0.000 722 | 0.000 512 |
245 4707.742 816 | −0.000 580 | 0.000 513 |
245 4707.746 034 | 0.000 004 | 0.000 512 |
245 4707.748 360 | 0.000 616 | 0.000 512 |
245 4707.750 814 | 0.000 870 | 0.000 513 |
245 4730.554 371 | −0.000 038 | 0.000 630 |
245 4730.556 153 | 0.000 084 | 0.000 629 |
245 4730.557 982 | −0.000 347 | 0.000 628 |
245 4730.559 811 | −0.000 330 | 0.000 627 |
245 4730.561 651 | −0.000 274 | 0.000 625 |
HJD | Differential magnitude | Uncertainty |
245 4707.739 980 | −0.000 722 | 0.000 512 |
245 4707.742 816 | −0.000 580 | 0.000 513 |
245 4707.746 034 | 0.000 004 | 0.000 512 |
245 4707.748 360 | 0.000 616 | 0.000 512 |
245 4707.750 814 | 0.000 870 | 0.000 513 |
245 4730.554 371 | −0.000 038 | 0.000 630 |
245 4730.556 153 | 0.000 084 | 0.000 629 |
245 4730.557 982 | −0.000 347 | 0.000 628 |
245 4730.559 811 | −0.000 330 | 0.000 627 |
245 4730.561 651 | −0.000 274 | 0.000 625 |
Note. The full data set will be made available in the electronic version of this paper and at the CDS.
HJD | Differential magnitude | Uncertainty |
245 4707.739 980 | −0.000 722 | 0.000 512 |
245 4707.742 816 | −0.000 580 | 0.000 513 |
245 4707.746 034 | 0.000 004 | 0.000 512 |
245 4707.748 360 | 0.000 616 | 0.000 512 |
245 4707.750 814 | 0.000 870 | 0.000 513 |
245 4730.554 371 | −0.000 038 | 0.000 630 |
245 4730.556 153 | 0.000 084 | 0.000 629 |
245 4730.557 982 | −0.000 347 | 0.000 628 |
245 4730.559 811 | −0.000 330 | 0.000 627 |
245 4730.561 651 | −0.000 274 | 0.000 625 |
HJD | Differential magnitude | Uncertainty |
245 4707.739 980 | −0.000 722 | 0.000 512 |
245 4707.742 816 | −0.000 580 | 0.000 513 |
245 4707.746 034 | 0.000 004 | 0.000 512 |
245 4707.748 360 | 0.000 616 | 0.000 512 |
245 4707.750 814 | 0.000 870 | 0.000 513 |
245 4730.554 371 | −0.000 038 | 0.000 630 |
245 4730.556 153 | 0.000 084 | 0.000 629 |
245 4730.557 982 | −0.000 347 | 0.000 628 |
245 4730.559 811 | −0.000 330 | 0.000 627 |
245 4730.561 651 | −0.000 274 | 0.000 625 |
Note. The full data set will be made available in the electronic version of this paper and at the CDS.
4 LIGHT CURVE MODELLING
Southworth (2008, 2009) presented a homogeneous analysis of 14 well-observed TEPs. We have used the same methods here, so our findings are fully compatible with the results in these papers. The analysis splits naturally into two steps, the first of which is modelling the light curves (Southworth 2008) and the second of which is including additional observed quantities to determine the physical properties of the star and planet (Southworth 2009).
The transit light curves of WASP-5 were modelled using the jktebop6 code (Southworth, Maxted & Smalley 2004a,b), which is based on the ebop program originally developed for eclipsing binary star systems (Nelson & Davis 1972; Etzel 1981; Popper & Etzel 1981). The parameters of the fit include the fractional radii of the star and planet, which are directly dependent on the shape of the light curve and are defined to be and
where RA and Rb are the absolute radii of the components and a is the orbital semimajor axis. The fractional radii are actually parametrized as rA+rb and
in jktebop, as these are only weakly correlated with each other (Southworth 2008). The other ‘shape’ parameters are the orbital inclination, i, and the limb-darkening (LD) coefficients of the star, uA and vA (see below). The mass ratio of the system is also a parameter as it affects the shapes of the components. We adopted a value of 0.001 55, and verified that large changes in this number had a negligible effect on our results.
The main analysis of our photometry was undertaken before any transit timings were available in the literature. We therefore allowed the midpoints of the two eclipses to float freely, by including the orbital period and eclipse midpoint as fitted parameters, to guard against possible period. We have also modelled the two light curves individually to measure two times of minimum light: 245 4707.823 88 ± 0.000 29 and 245 4730.621 15 ± 0.000 32 (HJD). During this process, we found that the error bars in our data (which come from the idl/aper routine) are slightly conservative and result in reduced χ2 values of χ2red= 0.95 and 0.75 for the two data sets. We therefore multiplied the error bars by before combining the data from the two nights into one light curve (see e.g. Bruntt et al. 2006).

In Southworth (2008), it was found that the treatment of the stellar LD requires careful thought. LD is included in jktebop as a choice of several parametric ‘laws’ for which coefficients must be specified. The linear law is inadequate for high-precision observations, whereas more sophisticated non-linear laws suffer from strong correlations between their coefficients (Southworth, Bruntt & Buzasi 2007a; Southworth 2008). Furthermore, theoretically calculated LD coefficients depend on stellar model atmospheres and do not match the highest quality observations. The solution is to adopt non-linear laws but to fix one of the coefficients at a reasonable value. An alternative would be to reparametrize the two-coefficient laws so the coefficients have weaker correlations, but this has little effect on the other parameters of the fit.
We have incorporated LD using the linear, quadratic, square-root, logarithmic or cubic laws. We present one set of solutions where both the linear (uA) and non-linear (vA) LD coefficients are fixed to theoretical values (Table 3). We also give a set of solutions where uA is a fitted parameter and vA is fixed to theoretical values (Table 4). In the second case, vA is perturbed by ±0.1 on a flat distribution during the error analysis. The theoretical LD coefficients are taken to be the approximate mean of values found by bilinear interpolation within the tabulations of Van Hamme (1993), Claret (2000, 2004a) and Claret & Hauschildt (2003).
Parameters of the jktebop best fits of the light curve of WASP-5 for different LD laws with the coefficients fixed at theoretically predicted values.
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | |
rA+rb | 0.2036 ± 0.0056 | 0.2009 ± 0.0057 | 0.2085 ± 0.0050 | 0.2024 ± 0.0057 |
k | 0.1103 ± 0.0010 | 0.1096 ± 0.0010 | 0.1119 ± 0.0007 | 0.1100 ± 0.0009 |
i (°) | 86.17 ± 0.84 | 86.66 ± 0.96 | 85.37 ± 0.60 | 86.37 ± 0.90 |
uA | 0.60 fixed | 0.40 fixed | 0.20 fixed | 0.70 fixed |
vA | 0.30 fixed | 0.50 fixed | 0.20 fixed | |
rA | 0.1834 ± 0.0048 | 0.1811 ± 0.0051 | 0.1875 ± 0.0044 | 0.1824 ± 0.0050 |
rb | 0.020 22 ± 0.000 71 | 0.019 84 ± 0.000 70 | 0.020 98 ± 0.000 61 | 0.020 06 ± 0.000 71 |
σ (mmag) | 0.5696 | 0.5593 | 0.5586 | 0.5602 |
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | |
rA+rb | 0.2036 ± 0.0056 | 0.2009 ± 0.0057 | 0.2085 ± 0.0050 | 0.2024 ± 0.0057 |
k | 0.1103 ± 0.0010 | 0.1096 ± 0.0010 | 0.1119 ± 0.0007 | 0.1100 ± 0.0009 |
i (°) | 86.17 ± 0.84 | 86.66 ± 0.96 | 85.37 ± 0.60 | 86.37 ± 0.90 |
uA | 0.60 fixed | 0.40 fixed | 0.20 fixed | 0.70 fixed |
vA | 0.30 fixed | 0.50 fixed | 0.20 fixed | |
rA | 0.1834 ± 0.0048 | 0.1811 ± 0.0051 | 0.1875 ± 0.0044 | 0.1824 ± 0.0050 |
rb | 0.020 22 ± 0.000 71 | 0.019 84 ± 0.000 70 | 0.020 98 ± 0.000 61 | 0.020 06 ± 0.000 71 |
σ (mmag) | 0.5696 | 0.5593 | 0.5586 | 0.5602 |
Note. For each part of the table, the upper quantities are fitted parameters and the lower quantities are derived parameters. Results were not calculated using the cubic LD law because theoretical LD coefficients are not available.
Parameters of the jktebop best fits of the light curve of WASP-5 for different LD laws with the coefficients fixed at theoretically predicted values.
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | |
rA+rb | 0.2036 ± 0.0056 | 0.2009 ± 0.0057 | 0.2085 ± 0.0050 | 0.2024 ± 0.0057 |
k | 0.1103 ± 0.0010 | 0.1096 ± 0.0010 | 0.1119 ± 0.0007 | 0.1100 ± 0.0009 |
i (°) | 86.17 ± 0.84 | 86.66 ± 0.96 | 85.37 ± 0.60 | 86.37 ± 0.90 |
uA | 0.60 fixed | 0.40 fixed | 0.20 fixed | 0.70 fixed |
vA | 0.30 fixed | 0.50 fixed | 0.20 fixed | |
rA | 0.1834 ± 0.0048 | 0.1811 ± 0.0051 | 0.1875 ± 0.0044 | 0.1824 ± 0.0050 |
rb | 0.020 22 ± 0.000 71 | 0.019 84 ± 0.000 70 | 0.020 98 ± 0.000 61 | 0.020 06 ± 0.000 71 |
σ (mmag) | 0.5696 | 0.5593 | 0.5586 | 0.5602 |
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | |
rA+rb | 0.2036 ± 0.0056 | 0.2009 ± 0.0057 | 0.2085 ± 0.0050 | 0.2024 ± 0.0057 |
k | 0.1103 ± 0.0010 | 0.1096 ± 0.0010 | 0.1119 ± 0.0007 | 0.1100 ± 0.0009 |
i (°) | 86.17 ± 0.84 | 86.66 ± 0.96 | 85.37 ± 0.60 | 86.37 ± 0.90 |
uA | 0.60 fixed | 0.40 fixed | 0.20 fixed | 0.70 fixed |
vA | 0.30 fixed | 0.50 fixed | 0.20 fixed | |
rA | 0.1834 ± 0.0048 | 0.1811 ± 0.0051 | 0.1875 ± 0.0044 | 0.1824 ± 0.0050 |
rb | 0.020 22 ± 0.000 71 | 0.019 84 ± 0.000 70 | 0.020 98 ± 0.000 61 | 0.020 06 ± 0.000 71 |
σ (mmag) | 0.5696 | 0.5593 | 0.5586 | 0.5602 |
Note. For each part of the table, the upper quantities are fitted parameters and the lower quantities are derived parameters. Results were not calculated using the cubic LD law because theoretical LD coefficients are not available.
Parameters of the jktebop best fits of the light curve of WASP-5 for different LD laws with the linear coefficients included as fitted parameters and the non-linear coefficients fixed at theoretically predicted values which are perturbed in the Monte Carlo error analysis.
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | Cubic LD law | |
rA+rb | 0.2097 ± 0.0052 | 0.2034 ± 0.0062 | 0.2058 ± 0.0053 | 0.2054 ± 0.0056 | 0.2059 ± 0.0060 |
k | 0.1125 ± 0.0009 | 0.1102 ± 0.0013 | 0.1112 ± 0.0011 | 0.1110 ± 0.0011 | 0.1114 ± 0.0012 |
i (°) | 85.16 ± 0.64 | 86.22 ± 1.02 | 85.77 ± 0.75 | 85.83 ± 0.77 | 85.73 ± 0.81 |
uA | 0.508 ± 0.031 | 0.378 ± 0.048 | 0.227 ± 0.049 | 0.659 ± 0.058 | 0.495 ± 0.037 |
vA | 0.30 perturbed | 0.50 perturbed | 0.20 perturbed | 0.10 perturbed | |
rA | 0.1885 ± 0.0046 | 0.1832 ± 0.0055 | 0.1852 ± 0.0047 | 0.1849 ± 0.0049 | 0.1852 ± 0.0052 |
rb | 0.021 19 ± 0.000 67 | 0.020 19 ± 0.000 83 | 0.020 58 ± 0.000 70 | 0.020 53 ± 0.000 71 | 0.020 63 ± 0.000 77 |
σ (mmag) | 0.5576 | 0.5579 | 0.5578 | 0.5579 | 0.5578 |
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | Cubic LD law | |
rA+rb | 0.2097 ± 0.0052 | 0.2034 ± 0.0062 | 0.2058 ± 0.0053 | 0.2054 ± 0.0056 | 0.2059 ± 0.0060 |
k | 0.1125 ± 0.0009 | 0.1102 ± 0.0013 | 0.1112 ± 0.0011 | 0.1110 ± 0.0011 | 0.1114 ± 0.0012 |
i (°) | 85.16 ± 0.64 | 86.22 ± 1.02 | 85.77 ± 0.75 | 85.83 ± 0.77 | 85.73 ± 0.81 |
uA | 0.508 ± 0.031 | 0.378 ± 0.048 | 0.227 ± 0.049 | 0.659 ± 0.058 | 0.495 ± 0.037 |
vA | 0.30 perturbed | 0.50 perturbed | 0.20 perturbed | 0.10 perturbed | |
rA | 0.1885 ± 0.0046 | 0.1832 ± 0.0055 | 0.1852 ± 0.0047 | 0.1849 ± 0.0049 | 0.1852 ± 0.0052 |
rb | 0.021 19 ± 0.000 67 | 0.020 19 ± 0.000 83 | 0.020 58 ± 0.000 70 | 0.020 53 ± 0.000 71 | 0.020 63 ± 0.000 77 |
σ (mmag) | 0.5576 | 0.5579 | 0.5578 | 0.5579 | 0.5578 |
Note. For each part of the table, the upper quantities are fitted parameters and the lower quantities are derived parameters.
Parameters of the jktebop best fits of the light curve of WASP-5 for different LD laws with the linear coefficients included as fitted parameters and the non-linear coefficients fixed at theoretically predicted values which are perturbed in the Monte Carlo error analysis.
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | Cubic LD law | |
rA+rb | 0.2097 ± 0.0052 | 0.2034 ± 0.0062 | 0.2058 ± 0.0053 | 0.2054 ± 0.0056 | 0.2059 ± 0.0060 |
k | 0.1125 ± 0.0009 | 0.1102 ± 0.0013 | 0.1112 ± 0.0011 | 0.1110 ± 0.0011 | 0.1114 ± 0.0012 |
i (°) | 85.16 ± 0.64 | 86.22 ± 1.02 | 85.77 ± 0.75 | 85.83 ± 0.77 | 85.73 ± 0.81 |
uA | 0.508 ± 0.031 | 0.378 ± 0.048 | 0.227 ± 0.049 | 0.659 ± 0.058 | 0.495 ± 0.037 |
vA | 0.30 perturbed | 0.50 perturbed | 0.20 perturbed | 0.10 perturbed | |
rA | 0.1885 ± 0.0046 | 0.1832 ± 0.0055 | 0.1852 ± 0.0047 | 0.1849 ± 0.0049 | 0.1852 ± 0.0052 |
rb | 0.021 19 ± 0.000 67 | 0.020 19 ± 0.000 83 | 0.020 58 ± 0.000 70 | 0.020 53 ± 0.000 71 | 0.020 63 ± 0.000 77 |
σ (mmag) | 0.5576 | 0.5579 | 0.5578 | 0.5579 | 0.5578 |
Linear LD law | Quadratic LD law | Square-root LD law | Logarithmic LD law | Cubic LD law | |
rA+rb | 0.2097 ± 0.0052 | 0.2034 ± 0.0062 | 0.2058 ± 0.0053 | 0.2054 ± 0.0056 | 0.2059 ± 0.0060 |
k | 0.1125 ± 0.0009 | 0.1102 ± 0.0013 | 0.1112 ± 0.0011 | 0.1110 ± 0.0011 | 0.1114 ± 0.0012 |
i (°) | 85.16 ± 0.64 | 86.22 ± 1.02 | 85.77 ± 0.75 | 85.83 ± 0.77 | 85.73 ± 0.81 |
uA | 0.508 ± 0.031 | 0.378 ± 0.048 | 0.227 ± 0.049 | 0.659 ± 0.058 | 0.495 ± 0.037 |
vA | 0.30 perturbed | 0.50 perturbed | 0.20 perturbed | 0.10 perturbed | |
rA | 0.1885 ± 0.0046 | 0.1832 ± 0.0055 | 0.1852 ± 0.0047 | 0.1849 ± 0.0049 | 0.1852 ± 0.0052 |
rb | 0.021 19 ± 0.000 67 | 0.020 19 ± 0.000 83 | 0.020 58 ± 0.000 70 | 0.020 53 ± 0.000 71 | 0.020 63 ± 0.000 77 |
σ (mmag) | 0.5576 | 0.5579 | 0.5578 | 0.5579 | 0.5578 |
Note. For each part of the table, the upper quantities are fitted parameters and the lower quantities are derived parameters.
We have used Monte Carlo simulations to assign uncertainties to the parameters found from the light curve, following the procedures of Southworth et al. (2004b, 2005b). Each fit was followed by 1000 Monte Carlo simulations, and 1σ error bars were calculated from the scatter in the simulation results (Tables 3 and 4). This does not account for any systematic errors which might be in our light curves, so this possibility was investigated using the residual-permutation approach (Jenkins, Caldwell & Borucki 2002) and found to be marginally significant. The residuals in Fig. 3 suggest there are minor systematic effects, in agreement with the residual-permutation results.

Phased light curve of the two transits of WASP-5 compared to the best fit found using jktebop and the quadratic LD law with both LD coefficients included as fitted parameters. The residuals of the fit are plotted at the bottom of the figure, offset from zero.
From Tables 3 and 4, it can be seen that the solutions with LD coefficients fixed at theoretical values have slightly larger residuals than those where the linear LD coefficient is a parameter of the fit. We have therefore used the latter solutions for our final results, combined following the methods of Southworth (2008) and incorporating the systematic uncertainties found with the residual-bead method. The final values of the photometric parameters are given in Table 5. They are in agreement with and more precise than the values found in the two previous studies of WASP-5, Anderson et al. (2008) and Gillon et al. (2009), which used the same photometric data. Including the stellar velocity amplitude given by Anderson et al. (2008), we measure the surface gravity of the planet to be gb= 29.6 ± 2.8 m s−2 (see Southworth, Wheatley & Sams 2007b).
This work | Anderson et al. (2008) | Gillon et al. (2009) | |
Orbital period (d) | 1.628 4246 ± 0.000 0013 | 1.628 4296+0.000 0048−0.000 0037 | 1.628 4279+0.000 0022−0.000 0049 |
T0 (HJD) | 245 4375.624 94 ± 0.000 24 | 245 4375.624 66+0.000 26−0.000 25 | 245 4373.995 98+0.000 25−0.000 19 |
rA+rb | 0.2052 ± 0.0068 | 0.197 | 0.198 |
k | 0.1110 ± 0.0014 | 0.1092+0.0030−0.0017 | 0.1086+0.0010−0.0013 |
i (°) | 85.8 ± 1.1 | 85.0–90.0 | 86.9+2.8−0.7 |
rA | 0.1847 ± 0.0061 | 0.178 | 0.179 |
rb | 0.020 50 ± 0.000 91 | 0.0194 | 0.0194 |
This work | Anderson et al. (2008) | Gillon et al. (2009) | |
Orbital period (d) | 1.628 4246 ± 0.000 0013 | 1.628 4296+0.000 0048−0.000 0037 | 1.628 4279+0.000 0022−0.000 0049 |
T0 (HJD) | 245 4375.624 94 ± 0.000 24 | 245 4375.624 66+0.000 26−0.000 25 | 245 4373.995 98+0.000 25−0.000 19 |
rA+rb | 0.2052 ± 0.0068 | 0.197 | 0.198 |
k | 0.1110 ± 0.0014 | 0.1092+0.0030−0.0017 | 0.1086+0.0010−0.0013 |
i (°) | 85.8 ± 1.1 | 85.0–90.0 | 86.9+2.8−0.7 |
rA | 0.1847 ± 0.0061 | 0.178 | 0.179 |
rb | 0.020 50 ± 0.000 91 | 0.0194 | 0.0194 |
Note. The results of Anderson et al. (2008) and Gillon et al. (2009), which are based on the same photometric data, are included for comparison, and are without error bars if they were not directly quoted quantities. T0 is the reference time of mid-transit.
This work | Anderson et al. (2008) | Gillon et al. (2009) | |
Orbital period (d) | 1.628 4246 ± 0.000 0013 | 1.628 4296+0.000 0048−0.000 0037 | 1.628 4279+0.000 0022−0.000 0049 |
T0 (HJD) | 245 4375.624 94 ± 0.000 24 | 245 4375.624 66+0.000 26−0.000 25 | 245 4373.995 98+0.000 25−0.000 19 |
rA+rb | 0.2052 ± 0.0068 | 0.197 | 0.198 |
k | 0.1110 ± 0.0014 | 0.1092+0.0030−0.0017 | 0.1086+0.0010−0.0013 |
i (°) | 85.8 ± 1.1 | 85.0–90.0 | 86.9+2.8−0.7 |
rA | 0.1847 ± 0.0061 | 0.178 | 0.179 |
rb | 0.020 50 ± 0.000 91 | 0.0194 | 0.0194 |
This work | Anderson et al. (2008) | Gillon et al. (2009) | |
Orbital period (d) | 1.628 4246 ± 0.000 0013 | 1.628 4296+0.000 0048−0.000 0037 | 1.628 4279+0.000 0022−0.000 0049 |
T0 (HJD) | 245 4375.624 94 ± 0.000 24 | 245 4375.624 66+0.000 26−0.000 25 | 245 4373.995 98+0.000 25−0.000 19 |
rA+rb | 0.2052 ± 0.0068 | 0.197 | 0.198 |
k | 0.1110 ± 0.0014 | 0.1092+0.0030−0.0017 | 0.1086+0.0010−0.0013 |
i (°) | 85.8 ± 1.1 | 85.0–90.0 | 86.9+2.8−0.7 |
rA | 0.1847 ± 0.0061 | 0.178 | 0.179 |
rb | 0.020 50 ± 0.000 91 | 0.0194 | 0.0194 |
Note. The results of Anderson et al. (2008) and Gillon et al. (2009), which are based on the same photometric data, are included for comparison, and are without error bars if they were not directly quoted quantities. T0 is the reference time of mid-transit.
5 PHYSICAL PROPERTIES OF WASP-5
The photometric parameters determined above have been used to infer the physical properties of the WASP-5 system using the method outlined in Southworth (2009). It is not possible to calculate the properties directly from observations, as one piece of information is missing and must be filled in by additional constraints. This approach requires as input the measured values of rA, rb, i, orbital period, and the stellar effective temperature, metallicity and velocity amplitude. For the latter three quantities, we adopted Teff= 5700 ± 100 K and [M/H]= 0.09 ± 0.09 dex from Gillon et al. (2009) and KA= 278 ± 8 km s−1 from Anderson et al. (2008). We then interpolated within the tabulated predictions of several sets of theoretical stellar models to provide the optimum fit to the input quantities. The stellar models used were Claret (Claret 2004b, 2005, 2006, 2007), Y2 (Demarque et al. 2004) and Padova (Girardi et al. 2000). The uncertainties in the input parameters were propagated into the output physical properties using a perturbation analysis (Southworth, Maxted & Smalley 2005a; Southworth 2009), which allows a detailed error budget to be obtained for each output quantity.
The use of theoretical stellar model predictions means that the calculated physical properties of the WASP-5 system are subject to systematic errors caused by any deviations of the models from reality. Unfortunately, stellar models are persistently unable to match the directly measured physical properties of low-mass eclipsing binary star systems, although this effect is likely due to magnetic activity (Hoxie 1973; Clausen 1998; Torres & Ribas 2002; Ribas et al. 2008). A lower limit can be set on the systematic errors by considering the variation in results from different sets of stellar models. This is only a lower limit because independent models have some physical ingredients in common, for example opacity tables. A probable upper limit can be set by avoiding stellar models and instead constraining the properties using an empirical main-sequence mass–radius relation for the star (Southworth 2009). Table 6 contains the physical properties of WASP-5 calculated using the three different sets of stellar models and with the mass–radius relation.
Physical properties for WASP-5, derived using either an empirical stellar mass–radius relation or the predictions of different sets of stellar evolutionary models.
Mass–radius | Padova models | Y2 models | Claret models | ||
a | (au) | 0.027 77 ± 0.000 78 | 0.027 02 ± 0.000 46 | 0.027 28 ± 0.000 43 | 0.027 29 ± 0.000 49 |
MA | (M ⊙) | 1.076 ± 0.091 | 0.991 ± 0.051 | 1.020 ± 0.048 | 1.021 ± 0.055 |
RA | (R ⊙) | 1.103 ± 0.060 | 1.073 ± 0.039 | 1.083 ± 0.040 | 1.084 ± 0.039 |
log gA | (cgs) | 4.385 ± 0.024 | 4.373 ± 0.030 | 4.377 ± 0.029 | 4.377 ± 0.030 |
ρA | (ρ⊙) | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 |
Mb | (M Jup) | 1.70 ± 0.11 | 1.604 ± 0.073 | 1.635 ± 0.070 | 1.637 ± 0.075 |
Rb | (R Jup) | 1.191 ± 0.063 | 1.159 ± 0.055 | 1.170 ± 0.055 | 1.171 ± 0.056 |
gb | (m s−2) | 29.6 ± 2.7 | 29.6 ± 2.8 | 29.6 ± 2.8 | 29.6 ± 2.8 |
ρb | (ρJup) | 1.00 ± 0.14 | 1.03 ± 0.14 | 1.02 ± 0.14 | 1.02 ± 0.14 |
Age | (Gyr) | 6.6+1.9−3.3 | 5.9+2.2−1.9 | 6.8+3.0−2.5 |
Mass–radius | Padova models | Y2 models | Claret models | ||
a | (au) | 0.027 77 ± 0.000 78 | 0.027 02 ± 0.000 46 | 0.027 28 ± 0.000 43 | 0.027 29 ± 0.000 49 |
MA | (M ⊙) | 1.076 ± 0.091 | 0.991 ± 0.051 | 1.020 ± 0.048 | 1.021 ± 0.055 |
RA | (R ⊙) | 1.103 ± 0.060 | 1.073 ± 0.039 | 1.083 ± 0.040 | 1.084 ± 0.039 |
log gA | (cgs) | 4.385 ± 0.024 | 4.373 ± 0.030 | 4.377 ± 0.029 | 4.377 ± 0.030 |
ρA | (ρ⊙) | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 |
Mb | (M Jup) | 1.70 ± 0.11 | 1.604 ± 0.073 | 1.635 ± 0.070 | 1.637 ± 0.075 |
Rb | (R Jup) | 1.191 ± 0.063 | 1.159 ± 0.055 | 1.170 ± 0.055 | 1.171 ± 0.056 |
gb | (m s−2) | 29.6 ± 2.7 | 29.6 ± 2.8 | 29.6 ± 2.8 | 29.6 ± 2.8 |
ρb | (ρJup) | 1.00 ± 0.14 | 1.03 ± 0.14 | 1.02 ± 0.14 | 1.02 ± 0.14 |
Age | (Gyr) | 6.6+1.9−3.3 | 5.9+2.2−1.9 | 6.8+3.0−2.5 |
Note. The stellar mass, radius, surface gravity and density are denoted by MA, RA, log gA and ρA, respectively.
Physical properties for WASP-5, derived using either an empirical stellar mass–radius relation or the predictions of different sets of stellar evolutionary models.
Mass–radius | Padova models | Y2 models | Claret models | ||
a | (au) | 0.027 77 ± 0.000 78 | 0.027 02 ± 0.000 46 | 0.027 28 ± 0.000 43 | 0.027 29 ± 0.000 49 |
MA | (M ⊙) | 1.076 ± 0.091 | 0.991 ± 0.051 | 1.020 ± 0.048 | 1.021 ± 0.055 |
RA | (R ⊙) | 1.103 ± 0.060 | 1.073 ± 0.039 | 1.083 ± 0.040 | 1.084 ± 0.039 |
log gA | (cgs) | 4.385 ± 0.024 | 4.373 ± 0.030 | 4.377 ± 0.029 | 4.377 ± 0.030 |
ρA | (ρ⊙) | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 |
Mb | (M Jup) | 1.70 ± 0.11 | 1.604 ± 0.073 | 1.635 ± 0.070 | 1.637 ± 0.075 |
Rb | (R Jup) | 1.191 ± 0.063 | 1.159 ± 0.055 | 1.170 ± 0.055 | 1.171 ± 0.056 |
gb | (m s−2) | 29.6 ± 2.7 | 29.6 ± 2.8 | 29.6 ± 2.8 | 29.6 ± 2.8 |
ρb | (ρJup) | 1.00 ± 0.14 | 1.03 ± 0.14 | 1.02 ± 0.14 | 1.02 ± 0.14 |
Age | (Gyr) | 6.6+1.9−3.3 | 5.9+2.2−1.9 | 6.8+3.0−2.5 |
Mass–radius | Padova models | Y2 models | Claret models | ||
a | (au) | 0.027 77 ± 0.000 78 | 0.027 02 ± 0.000 46 | 0.027 28 ± 0.000 43 | 0.027 29 ± 0.000 49 |
MA | (M ⊙) | 1.076 ± 0.091 | 0.991 ± 0.051 | 1.020 ± 0.048 | 1.021 ± 0.055 |
RA | (R ⊙) | 1.103 ± 0.060 | 1.073 ± 0.039 | 1.083 ± 0.040 | 1.084 ± 0.039 |
log gA | (cgs) | 4.385 ± 0.024 | 4.373 ± 0.030 | 4.377 ± 0.029 | 4.377 ± 0.030 |
ρA | (ρ⊙) | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 | 0.803 ± 0.080 |
Mb | (M Jup) | 1.70 ± 0.11 | 1.604 ± 0.073 | 1.635 ± 0.070 | 1.637 ± 0.075 |
Rb | (R Jup) | 1.191 ± 0.063 | 1.159 ± 0.055 | 1.170 ± 0.055 | 1.171 ± 0.056 |
gb | (m s−2) | 29.6 ± 2.7 | 29.6 ± 2.8 | 29.6 ± 2.8 | 29.6 ± 2.8 |
ρb | (ρJup) | 1.00 ± 0.14 | 1.03 ± 0.14 | 1.02 ± 0.14 | 1.02 ± 0.14 |
Age | (Gyr) | 6.6+1.9−3.3 | 5.9+2.2−1.9 | 6.8+3.0−2.5 |
Note. The stellar mass, radius, surface gravity and density are denoted by MA, RA, log gA and ρA, respectively.
The properties calculated using stellar models are in good agreement with each other, whereas those determined using the mass–radius relation are offset to larger values. The difference is most significant for the orbital semimajor axis (a) and the stellar mass (MA) as these quantities are quite affected by systematics but almost unaffected by observational uncertainties. The error budget for the output parameters is given in Table 7, and shows that more precise stellar Teff and [M/H] measurements would be useful, as well as further high-precision photometry.
Detailed error budget for the calculation of the physical properties of the WASP-5 system from the light curve parameters, stellar velocity amplitude and the predictions of the Claret stellar models.
Output | Input parameter | ||||||
parameter | P | KA | i | rA | rb | Teff | [M/H] |
Age | 0.341 | 0.753 | 0.556 | ||||
a | 0.001 | 0.075 | 0.760 | 0.644 | |||
MA | 0.075 | 0.760 | 0.645 | ||||
RA | 0.871 | 0.374 | 0.317 | ||||
log gA | 0.967 | 0.195 | 0.166 | ||||
ρA | 1.000 | ||||||
Mb | 0.627 | 0.031 | 0.059 | 0.592 | 0.502 | ||
Rb | 0.028 | 0.927 | 0.284 | 0.241 | |||
gb | 0.307 | 0.015 | 0.951 | ||||
ρb | 0.208 | 0.010 | 0.010 | 0.969 | 0.099 | 0.083 |
Output | Input parameter | ||||||
parameter | P | KA | i | rA | rb | Teff | [M/H] |
Age | 0.341 | 0.753 | 0.556 | ||||
a | 0.001 | 0.075 | 0.760 | 0.644 | |||
MA | 0.075 | 0.760 | 0.645 | ||||
RA | 0.871 | 0.374 | 0.317 | ||||
log gA | 0.967 | 0.195 | 0.166 | ||||
ρA | 1.000 | ||||||
Mb | 0.627 | 0.031 | 0.059 | 0.592 | 0.502 | ||
Rb | 0.028 | 0.927 | 0.284 | 0.241 | |||
gb | 0.307 | 0.015 | 0.951 | ||||
ρb | 0.208 | 0.010 | 0.010 | 0.969 | 0.099 | 0.083 |
Note. Each number in the table is the fractional contribution to the final uncertainty of an output parameter from the error bar of an input parameter. The final uncertainty for each output parameter (not given) is the quadrature sum of the individual contributions from each input parameter. P represents the orbital period.
Detailed error budget for the calculation of the physical properties of the WASP-5 system from the light curve parameters, stellar velocity amplitude and the predictions of the Claret stellar models.
Output | Input parameter | ||||||
parameter | P | KA | i | rA | rb | Teff | [M/H] |
Age | 0.341 | 0.753 | 0.556 | ||||
a | 0.001 | 0.075 | 0.760 | 0.644 | |||
MA | 0.075 | 0.760 | 0.645 | ||||
RA | 0.871 | 0.374 | 0.317 | ||||
log gA | 0.967 | 0.195 | 0.166 | ||||
ρA | 1.000 | ||||||
Mb | 0.627 | 0.031 | 0.059 | 0.592 | 0.502 | ||
Rb | 0.028 | 0.927 | 0.284 | 0.241 | |||
gb | 0.307 | 0.015 | 0.951 | ||||
ρb | 0.208 | 0.010 | 0.010 | 0.969 | 0.099 | 0.083 |
Output | Input parameter | ||||||
parameter | P | KA | i | rA | rb | Teff | [M/H] |
Age | 0.341 | 0.753 | 0.556 | ||||
a | 0.001 | 0.075 | 0.760 | 0.644 | |||
MA | 0.075 | 0.760 | 0.645 | ||||
RA | 0.871 | 0.374 | 0.317 | ||||
log gA | 0.967 | 0.195 | 0.166 | ||||
ρA | 1.000 | ||||||
Mb | 0.627 | 0.031 | 0.059 | 0.592 | 0.502 | ||
Rb | 0.028 | 0.927 | 0.284 | 0.241 | |||
gb | 0.307 | 0.015 | 0.951 | ||||
ρb | 0.208 | 0.010 | 0.010 | 0.969 | 0.099 | 0.083 |
Note. Each number in the table is the fractional contribution to the final uncertainty of an output parameter from the error bar of an input parameter. The final uncertainty for each output parameter (not given) is the quadrature sum of the individual contributions from each input parameter. P represents the orbital period.
Table 8 gives the final physical properties for WASP-5, with statistical errors obtained from the perturbation analysis and systematic errors from the consideration of the interagreement between results calculated using the three different sets of stellar evolutionary models. We have adopted the values of the properties obtained using the Claret models, in order to retain homogeneity with the analyses of Southworth (2009). A comparison with the results of Anderson et al. (2008) and Gillon et al. (2009) shows that all quantities agree within the quoted uncertainties. The main difference is that our more extensive photometry yields a larger radius and thus a lower density for the planet; this arises from the light curve analysis via the parameter rb.
Final result (this work) | Anderson et al. (2008) | Gillon et al. (2009) | ||
a | (au) | 0.027 29 ± 0.000 49 ± 0.000 27 | 0.026 83+0.000 88−0.000 75 | 0.0267+0.0012−0.0008 |
MA | (M ⊙) | 1.021 ± 0.055 ± 0.030 | 0.972+0.099−0.079 | 0.96+0.13−0.09 |
RA | (R ⊙) | 1.084 ± 0.040 ± 0.011 | 1.026+0.073−0.044 | 1.029+0.056−0.069 |
log gA | (cgs) | 4.377 ± 0.030 ± 0.004 | 4.403+0.039−0.048 | 4.395+0.043−0.040 |
ρA | (ρ⊙) | 0.803 ± 0.080 ± 0.000 | 0.90 | 0.88 ± 0.12 |
Mb | (M Jup) | 1.637 ± 0.075 ± 0.033 | 1.58+0.13−0.08 | 1.58+0.13−0.10 |
Rb | (R Jup) | 1.171 ± 0.056 ± 0.012 | 1.090+0.094−0.058 | 1.087+0.068−0.071 |
gb | (m s−2) | 29.6 ± 2.8 | 30.5+3.2−4.1 | 30.5+4.0−2.9 |
ρb | (ρJup) | 1.02 ± 0.14 ± 0.01 | 1.22+0.19−0.24 | 1.23+0.26−0.16 |
Final result (this work) | Anderson et al. (2008) | Gillon et al. (2009) | ||
a | (au) | 0.027 29 ± 0.000 49 ± 0.000 27 | 0.026 83+0.000 88−0.000 75 | 0.0267+0.0012−0.0008 |
MA | (M ⊙) | 1.021 ± 0.055 ± 0.030 | 0.972+0.099−0.079 | 0.96+0.13−0.09 |
RA | (R ⊙) | 1.084 ± 0.040 ± 0.011 | 1.026+0.073−0.044 | 1.029+0.056−0.069 |
log gA | (cgs) | 4.377 ± 0.030 ± 0.004 | 4.403+0.039−0.048 | 4.395+0.043−0.040 |
ρA | (ρ⊙) | 0.803 ± 0.080 ± 0.000 | 0.90 | 0.88 ± 0.12 |
Mb | (M Jup) | 1.637 ± 0.075 ± 0.033 | 1.58+0.13−0.08 | 1.58+0.13−0.10 |
Rb | (R Jup) | 1.171 ± 0.056 ± 0.012 | 1.090+0.094−0.058 | 1.087+0.068−0.071 |
gb | (m s−2) | 29.6 ± 2.8 | 30.5+3.2−4.1 | 30.5+4.0−2.9 |
ρb | (ρJup) | 1.02 ± 0.14 ± 0.01 | 1.22+0.19−0.24 | 1.23+0.26−0.16 |
Note. The first error bars are statistical and the second are systematic. The corresponding results from Anderson et al. (2008) and Gillon et al. (2009) have been included for comparison.
Final result (this work) | Anderson et al. (2008) | Gillon et al. (2009) | ||
a | (au) | 0.027 29 ± 0.000 49 ± 0.000 27 | 0.026 83+0.000 88−0.000 75 | 0.0267+0.0012−0.0008 |
MA | (M ⊙) | 1.021 ± 0.055 ± 0.030 | 0.972+0.099−0.079 | 0.96+0.13−0.09 |
RA | (R ⊙) | 1.084 ± 0.040 ± 0.011 | 1.026+0.073−0.044 | 1.029+0.056−0.069 |
log gA | (cgs) | 4.377 ± 0.030 ± 0.004 | 4.403+0.039−0.048 | 4.395+0.043−0.040 |
ρA | (ρ⊙) | 0.803 ± 0.080 ± 0.000 | 0.90 | 0.88 ± 0.12 |
Mb | (M Jup) | 1.637 ± 0.075 ± 0.033 | 1.58+0.13−0.08 | 1.58+0.13−0.10 |
Rb | (R Jup) | 1.171 ± 0.056 ± 0.012 | 1.090+0.094−0.058 | 1.087+0.068−0.071 |
gb | (m s−2) | 29.6 ± 2.8 | 30.5+3.2−4.1 | 30.5+4.0−2.9 |
ρb | (ρJup) | 1.02 ± 0.14 ± 0.01 | 1.22+0.19−0.24 | 1.23+0.26−0.16 |
Final result (this work) | Anderson et al. (2008) | Gillon et al. (2009) | ||
a | (au) | 0.027 29 ± 0.000 49 ± 0.000 27 | 0.026 83+0.000 88−0.000 75 | 0.0267+0.0012−0.0008 |
MA | (M ⊙) | 1.021 ± 0.055 ± 0.030 | 0.972+0.099−0.079 | 0.96+0.13−0.09 |
RA | (R ⊙) | 1.084 ± 0.040 ± 0.011 | 1.026+0.073−0.044 | 1.029+0.056−0.069 |
log gA | (cgs) | 4.377 ± 0.030 ± 0.004 | 4.403+0.039−0.048 | 4.395+0.043−0.040 |
ρA | (ρ⊙) | 0.803 ± 0.080 ± 0.000 | 0.90 | 0.88 ± 0.12 |
Mb | (M Jup) | 1.637 ± 0.075 ± 0.033 | 1.58+0.13−0.08 | 1.58+0.13−0.10 |
Rb | (R Jup) | 1.171 ± 0.056 ± 0.012 | 1.090+0.094−0.058 | 1.087+0.068−0.071 |
gb | (m s−2) | 29.6 ± 2.8 | 30.5+3.2−4.1 | 30.5+4.0−2.9 |
ρb | (ρJup) | 1.02 ± 0.14 ± 0.01 | 1.22+0.19−0.24 | 1.23+0.26−0.16 |
Note. The first error bars are statistical and the second are systematic. The corresponding results from Anderson et al. (2008) and Gillon et al. (2009) have been included for comparison.
6 WHAT IS THE OPTIMAL EXPOSURE TIME?
Having presented and interpreted our observations, we now present detailed S/N calculations which can be used to plan similar projects. The output quantities include the amount of defocusing required and the total noise-to-signal ratio in millimagnitudes. The tractability of these calculations demands several approximations, so the results should not be overinterpreted. The idl code used for the calculations can be obtained from the first author.
The important point here is that the quantity of interest for a given observing sequence is the achievable S/N per unit time rather than per observation. This is limited in particular by CCD readout for short exposures and sky background noise for long integrations. There will be an optimum value between these two extremes, which depends on the target and observing facilities.
We start with count rates for the target (overall) and for the sky background (per pixel) gathered from the signal7 code. These are appropriate for the Isaac Newton Telescope and Wide Field Camera, so must be scaled for the difference in telescope aperture (1.5 versus 2.5 m) and plate scale (0.39 instead of 0.33 arcsec pixel−1). We adopt the default values for sky brightness in dark, grey and bright time; this approximation can be improved as and when additional information is available. The count rates are specified in electrons, so the CCD gain level is taken into account with the input parameters rather than as part of the S/N calculations.















Using the above formulae, we have performed S/N calculations for the observations presented in this work. We adopted mtarget= 10 000, Mtotal= 40 000, nron= 4.0, X= 1.2, and neglected flat-fielding noise. We set dreadout= 91 s to represent the first of our two observing sequences. The predicted σtotal for texp= 120 s is 0.54 mmag (dark time), as compared to the 0.50 mmag we actually achieved. This good agreement could be further improved by tinkering with the input parameters to the S/N calculations.
The resulting curves of noise level per observation and per minute are plotted as a function of texp in Fig. 4. The ‘sweet spots’ representing the lowest achievable noise level per minute (indicated by filled circles) occur at texp= 565 s (dark time), 310 s (grey) and 163 s (bright). Specifying a shorter readout time or fainter target star would shift the sweet spots towards smaller texp. The abrupt change of slope visible in Fig. 4 at texp= 740 s (bright time) occurs when the sky background becomes so high that the starlight has to be spread over extra pixels to avoid transgressing the mtotal limit. Using these S/N calculations, we find that, except for a target star which is very faint, defocusing is always the best approach.

Predicted noise levels for the observations presented in this work, but as a function of exposure time. The dotted curves show the predicted noise level per observation for dark, grey and bright time (lower to upper curves). The solid curves show the predicted noise level per minute of telescope time (dark, grey, bright), and the optimum exposure times are indicated with filled circles.
The exposure times yielding the lowest noise per minute for the current situation are too long to sample the light variations through a transit of WASP-5 adequately, which is why we used texp≤ 120 s. This is partly due to the long readout time of the DFOSC CCD: adopting dreadout= 39 s (appropriate for our second transit sequence) shortens the optimal exposure times to 371 s (dark), 203 s (grey) and 107 s (bright).
7 DISCUSSION AND CONCLUSIONS
We have presented high-precision light curves of two transits of the transiting extrasolar planetary system WASP-5, obtained by heavily defocusing the Danish 1.5-m telescope at ESO La Silla. The defocusing caused the telescope PSF to take an approximately annular shape of diameter 40 pixels (16 arcsec). Data reduction was undertaken using standard aperture photometry techniques. Debiasing and flat-fielding the raw CCD images improved the results but only by a small amount, probably due to the use of autoguiding to confine the stellar PSFs to the same pixels on each image. Our final light curves have a scatter around the best-fitting model of 0.50 and 0.59 mmag for the two transits, observed in dark and grey time, respectively.
We have presented detailed S/N calculations for defocused photometry, taking into account Poisson noise from the target and background, readout noise, scintillation and flat-fielding noise. The application of the resulting formulae to the current case yields a predicted noise level of 0.54 mmag (dark time), which is in good agreement with the actual values. We use these calculations to assess what exposure times would give the best overall S/N per unit time, finding 565 s (dark time) to 163 s (bright time). Such large values arise partly because of the long readout time of the DFOSC CCD, and are impractical because they would not properly sample the light variations through transit.
We find that telescope defocusing is a viable way of obtaining high-quality light curves of point sources over short periods of time. Its main advantages are that flat-fielding noise is averaged down and a smaller proportion of the observing time spent reading out the CCD. The scintillation and Poisson noise levels per unit time are ultimately limited by the telescope aperture rather than the observational strategy. One possible disadvantage of our approach is the use of a focal-reducing imager. These can be prone to internal reflections, which may have slightly increased the noise levels we find. One definite advantage, though, is that the telescope was equatorially mounted, so the target and comparison stars could be kept to the same light path whilst observing a transit. It is not possible to do this with altitude-azimuth telescopes, even if an image derotator is used, making such observations liable to problems with systematic errors.
The resulting light curves were modelled with the jktebop code using the approach outlined by Southworth (2008). The LD of the star was dealt with using five different LD laws, with similar results when one or both of the coefficients were included as parameters of the fit. We then adopted the observed Teff, [M/H] and velocity amplitude of the star (Anderson et al. 2008; Gillon et al. 2009) and interpolated within the tabulated predictions of three different sets of theoretical stellar evolutionary models to derive the physical properties of the WASP-5 system (Southworth 2009). This approach has allowed us to assign both statistical and systematic errors to all output quantities. Our results are fully consistent with the homogeneous analyses of 14 transiting extrasolar planetary systems presented by Southworth (2008, 2009).
We find that the planet WASP-5 b has a density equal to that of Jupiter, and that the system has an age of approximately 6 Gyr. The theoretical models presented by Fortney, Marley & Barnes (2007) can match WASP-5 b's mass and radius without requiring a heavy-element core. WASP-5 is also in line with the trend of planets with short orbital periods to have relatively high surface gravities (Southworth et al. 2007b) and masses (Mazeh, Zucker & Pont 2005). We calculate that its equilibrium temperature is Teq= 1732 ± 80 K, which may be high enough for WASP-5 b to fall into the ‘pM class’ of planets with large atmospheric opacities due to oxides of titanium and vanadium (Fortney et al. 2008). Its Safronov (1972) number is Θ= 0.0755 ± 0.0096, which makes it a Class II planet according to the study of Hansen & Barman (2007). However, Southworth (2009) found that the division between Class I and Class II objects is under threat from the steady addition of new discoveries to the catalogue of known TEPs, and may not be statistically significant. The high equilibrium temperature of WASP-5 b makes the system a good candidate for detecting the secondary eclipse at phase 0.5 (e.g. Deming et al. 2005; Harrington et al. 2007; Knutson et al. 2007), which would help our understanding of the physics of the atmospheres of gas giants. Such observations, as well as more precise measurements of the stellar velocity amplitude, Teff and [M/H], are encouraged.
See http://exoplanet.eu/ for a list of known extrasolar planets.
Information on the MiNDSTEp campaign can be found at http://www.mindstep-science.org/.
Information on the 1.54-m Danish Telescope and DFOSC can be found at http://www.eso.org/sci/facilities/lasilla/telescopes/d1p5/.
The acronym idl stands for Interactive Data Language and is a trademark of ITT Visual Information Solutions. For further details, see http://www.ittvis.com/ProductServices/IDL.aspx.
The astrolib subroutine library is distributed by NASA. For further details, see http://idlastro.gsfc.nasa.gov/.
jktebop is written in fortran77 and the source code is available at http://www.astro.keele.ac.uk/~jkt/.
Information on the Isaac Newton Group's signal code can be found at http://catserver.ing.iac.es/signal/.
The photometric observations presented in this work will be made available at the CDS (http://cdsweb.u-strasbg.fr/) and at http://www.astro.keele.ac.uk/~jkt/.
We would like to thank the referee for a very useful report. JS acknowledges financial support from STFC in the form of a postdoctoral research assistant position. Astronomical research at the Armagh Observatory is funded by the Northern Ireland Department of Culture, Arts and Leisure (DCAL). VB, SCN, LM and GS acknowledge support by funds of Regione Campania, L.R. n.5/2002, year 2005 (run by Gaetano Scarpetta).
The following internet-based resources were used in research for this paper: the ESO Digitized Sky Survey; the NASA Astrophysics Data System; the Simbad data base operated at CDS, Strasbourg, France and the arxiv scientific paper preprint service operated by Cornell University.
REFERENCES
Author notes
Based on data collected by Microlensing Network for the Detection of Small Terrestrial Exoplanets (MiNDSTEp) with the Danish 1.54-m telescope at the ESO La Silla Observatory.
Royal Society University Research Fellow.