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IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in Statistical patterns in ground-based transit surveys ground-based transit surveys Andrew Collier Cameron Andrew Collier Cameron University of St Andrews University of St Andrews SuperWASP Wide Angle Search for Planets TrES: The Trans-atlantic Exoplanet Survey

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Page 1: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Statistical patterns in ground-based Statistical patterns in ground-based transit surveystransit surveys

• Andrew Collier CameronAndrew Collier Cameron

• University of St AndrewsUniversity of St Andrews

SuperWASPWide Angle Search for Planets

TrES: The Trans-atlantic Exoplanet Survey

Page 2: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Ground-based transit surveysGround-based transit surveys

STARE PSST SLEUTH

HAT

XO

HAT-S WASP

Page 3: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Geographical distributionGeographical distribution

WASP-N(8)

WASP-S(8)

HAT-S(4)

STARE(1)

SLEUTH(1) PSST(1)

HAT(2)XO(2)HAT(4)

HAT-S(4)HAT-S(4)

HAT(1)

Page 4: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010• Typically ~ 5000 obs spanning 120N per seasonTypically ~ 5000 obs spanning 120N per season

WASP observations per starWASP observations per star

Page 5: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Bright (V<14) Transiting planetsBright (V<14) Transiting planets

Page 6: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Red noise and detection thresholdRed noise and detection threshold

Smith, A M S et al, 2006

80 nights

130 nights

80 nights

130 nights

Page 7: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Orbital period distributionOrbital period distribution

Orbital period in days

Cum

ulat

ive

frac

tion

Page 8: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Host-star apparent magnitudesHost-star apparent magnitudes

V magnitude

Cum

ulat

ive

frac

tion

Page 9: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Host-star effective temperaturesHost-star effective temperatures

• Bentley 2009, PhD thesis, Univ.of KeeleBentley 2009, PhD thesis, Univ.of Keele

All dwarfs in WASP archive

Page 10: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Smaller stars yield smaller planetsSmaller stars yield smaller planets

Page 11: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Super-Jupiters & BDsSuper-Jupiters & BDs

With thanks to Magali Deleuil

Page 12: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

It isn’t a planet until you’ve weighed itIt isn’t a planet until you’ve weighed it• Magnitude range matches capabilities of RV Magnitude range matches capabilities of RV

spectrometers on 2-10m telescopes:spectrometers on 2-10m telescopes:– OGLE: VLT8.2m/UVESOGLE: VLT8.2m/UVES

– TrES: Keck10m/HIRESTrES: Keck10m/HIRES

– HAT: OHP1.93/SOPHIE; SUBARU8.4/HDSHAT: OHP1.93/SOPHIE; SUBARU8.4/HDS

– XO: McDonald2.7, HET11.0XO: McDonald2.7, HET11.0

– WASP-N: OHP1.93/SOPHIE, NOT2.4/FIESWASP-N: OHP1.93/SOPHIE, NOT2.4/FIES

– WASP-S: Swiss Euler 1.2m, ESO3.6/HARPSWASP-S: Swiss Euler 1.2m, ESO3.6/HARPS

Page 13: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Planetary mass-radius relationPlanetary mass-radius relation

Page 14: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Host-star MetallicitiesHost-star Metallicities

[Fe/H]

Fre

quen

cy

Page 15: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Fressin et al (2007)Fressin et al (2007)

Page 16: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Fressin et al (2007)Fressin et al (2007)

Page 17: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Gas-giant mass-radius relationGas-giant mass-radius relation

Page 18: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Separation - Mass relationSeparation - Mass relation• Mazeh, Zucker & Pont Mazeh, Zucker & Pont

(2005)(2005)

• Low-mass gas giants Low-mass gas giants avoid small separations.avoid small separations.

• Ice-giants and super-Ice-giants and super-Earths behave Earths behave differently. differently.

• Symbol size denotes Symbol size denotes planet radius.planet radius.

Page 19: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Irradiation - Mass relationIrradiation - Mass relation• Low-mass gas giants Low-mass gas giants

avoid strong avoid strong irradiation.irradiation.

• Inflated planets found Inflated planets found close to boundary.close to boundary.

– Symbol size denotes Symbol size denotes planet radius.planet radius.

• Cf. Baraffe et al 2004Cf. Baraffe et al 2004– Evaporation/expansionEvaporation/expansion

– Critical mass at radius aCritical mass at radius a

Page 20: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Irradiation-radius relationIrradiation-radius relation• Guillot & Showman Guillot & Showman

20022002

• Fressin et al 2007Fressin et al 2007

• Symbol size denotes Symbol size denotes planet mass range:planet mass range:

– Low: 0.0 to 0.5 MLow: 0.0 to 0.5 MJJ

– Mid: 0.5 to 2.0 MMid: 0.5 to 2.0 MJJ

– High: Above 2.0 MHigh: Above 2.0 MJJ

Page 21: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Irradiation-radius relationIrradiation-radius relation• Most apparent in Most apparent in

restricted mass restricted mass ranges.ranges.

• Enoch et al 2010Enoch et al 2010– 0.1 M0.1 MJJ < Mp < 0.6 M < Mp < 0.6 MJJ

– MNRAS, in pressMNRAS, in press

– arXiv/1009.5917arXiv/1009.5917

Page 22: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Tidal heating?Tidal heating?• Circles: WASP Circles: WASP

planets, RV onlyplanets, RV only

• Dots: WASP Dots: WASP planets with low planets with low Lucy-Sweeney Lucy-Sweeney (1971) false-alarm (1971) false-alarm probability.probability.

• Triangles: Upper Triangles: Upper limits on limits on ee cos cos from secondary-from secondary-eclipse timing.eclipse timing.

Page 23: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Eccentricity versus Eccentricity versus KK• Poorly-Poorly-

constrained constrained orbits yield orbits yield spurious spurious eccentricities.eccentricities.

• Lucy & Sweeney Lucy & Sweeney (1971)(1971)

• Laughlin et al Laughlin et al (2005)(2005)

• Ford (2006)Ford (2006)

Page 24: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Why the prior increases with Why the prior increases with ee

e cos

e s

in

Page 25: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Circularization timescaleCircularization timescale• WASP planets WASP planets

with significant with significant eccentricity eccentricity detections detections

– Masses (MMasses (MJJ) in ) in parenthesesparentheses

• Triangles: Upper Triangles: Upper limits on limits on ee cos cos from secondary-from secondary-eclipse timing.eclipse timing.

– Mostly less Mostly less massive.massive.

• Cf. Goldreich & Cf. Goldreich & Soter (1966):Soter (1966):

Page 26: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Spin-orbit misalignmentsSpin-orbit misalignments• Measured via Rossiter-McLaughlin effect.Measured via Rossiter-McLaughlin effect.

– Winn et al (assorted)Winn et al (assorted)

• Misaligned and retrograde planets surprisingly common: Misaligned and retrograde planets surprisingly common: scattering/Kozai/tides?scattering/Kozai/tides?

– Triaud et al (2010); Wu & Murray 2003; Fabrycky & Tremaine 2007Triaud et al (2010); Wu & Murray 2003; Fabrycky & Tremaine 2007

• Aligned planets more prevalent around cool stars?Aligned planets more prevalent around cool stars?– Winn et al 2010 Winn et al 2010

• See talks by Josh Winn, Amaury Triaud (Wednesday)See talks by Josh Winn, Amaury Triaud (Wednesday)

Page 27: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Falling planets?Falling planets?• Levrard et al 2008:Levrard et al 2008:

• Close-in planets lack Close-in planets lack sufficient orbital sufficient orbital angular momentum to angular momentum to synchronize stellar spin synchronize stellar spin to orbit.to orbit.

• Tidal evolution leads to Tidal evolution leads to spiral-in.spiral-in.

• See talk on WASP-18b See talk on WASP-18b and WASP-19b by and WASP-19b by David Brown, Thursday. David Brown, Thursday.

Page 28: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

ConclusionsConclusions• Ground-based surveys address the hottest gas-giant Ground-based surveys address the hottest gas-giant

planets orbiting bright, ~solar-type stars.planets orbiting bright, ~solar-type stars.

• Mass-radius relation Mass-radius relation – Low.mass planets: composition sequenceLow.mass planets: composition sequence

– High-mass planets: radius anomaly appears to be primarily an High-mass planets: radius anomaly appears to be primarily an irradiation effect.irradiation effect.

• Orbital eccentricity distribution shows parameter Orbital eccentricity distribution shows parameter dependences expected from circularization timescale.dependences expected from circularization timescale.

• Spin-orbit alignment more common around stars with Spin-orbit alignment more common around stars with outer convective zones.outer convective zones.

• Some of the closest-orbiting gas giants may spiral Some of the closest-orbiting gas giants may spiral into their host stars before the end of the main into their host stars before the end of the main sequence.sequence.

Page 29: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Page 30: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Host-star rotation - IHost-star rotation - I

Schlaufman 2010, ApJ 719, 602

Page 31: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Eccentricity, mass, obliquityEccentricity, mass, obliquity• 21 planets with projected obliquity measurements21 planets with projected obliquity measurements

– 15 aligned 15 aligned

– 3 inclined, prograde3 inclined, prograde

– 5 inclined, retrograde5 inclined, retrograde

Orbital eccentricity

Pla

net

mas

s in

Mj

Assorted works by Queloz, Winn, Wolf, Narita, Johnson, Bouchy, Hebrard, Cochran, Triaud, …

Page 32: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Host-star rotation - IIHost-star rotation - II

Schlaufman 2010, ApJ 719, 602

Page 33: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Stellar rotation and tidal evolutionStellar rotation and tidal evolution• For aligned systems:For aligned systems:

• Time to tidal spiral-in:Time to tidal spiral-in:– Hut 1980, 1981Hut 1980, 1981

– Dobbs-Dixon et al 2004Dobbs-Dixon et al 2004

– Levrard et al 2009Levrard et al 2009

• Main-sequence lifetime: Main-sequence lifetime:

Ω*

Ωorb

=Porb

P*

=Porbv sin I

2πR*

tremain =2Q*

'

117

M*

M p

⎝ ⎜ ⎜

⎠ ⎟ ⎟a

R*

⎝ ⎜

⎠ ⎟

5Porb

tMS ≈10MSun

M*

⎝ ⎜

⎠ ⎟

3

Gyr

Page 34: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Short life expectancies?Short life expectancies?• For tidal dissipation factor Q=10For tidal dissipation factor Q=1066::

• Massive, eccentric planets have pseudo-synchronised Massive, eccentric planets have pseudo-synchronised host starshost stars

tremain / tMS

Ω* /

Ωo

rb

HD 17156b

HAT-P-2b

CoRoT-3b

WASP-18b

HD 80606b

XO-3b

Page 35: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Or inefficient tidal dissipation?Or inefficient tidal dissipation?• For tidal dissipation factor Q=10For tidal dissipation factor Q=1088::

tremain / tMS

Ω* /

Ωo

rb

HD 17156b

HAT-P-2b

CoRoT-3b

WASP-18b

HD 80606b

XO-3b

Page 36: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Tidal Tidal evolution: evolution: WASP-18bWASP-18b

• Using tidal evolution Using tidal evolution prescription of prescription of Dobbs-Dixon, Lin & Dobbs-Dixon, Lin & Mardling (2004)Mardling (2004)

63 Myr

1 Gyr

2 Gyr

5 Gyr

Hellier et al 2009

WASP-18

Hellier et al 2009

Page 37: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Small stars yield small planetsSmall stars yield small planets• HAT/WASP/XO/TrES: HAT/WASP/XO/TrES:

median host-star Tmedian host-star Teffeff is close to solar.is close to solar.

• Small planets easiest Small planets easiest to detect around to detect around smaller stars.smaller stars.

• Survey volume Survey volume contains few stars contains few stars cooler than ~4600K.cooler than ~4600K.

• Long data trains and Long data trains and careful photometric careful photometric extraction needed.extraction needed.

HAT-P-11bGJ436b

Host Star Teff

Pla

net

radi

us in

RJu

pC

umul

ativ

e pr

obab

ility

Page 38: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

SummarySummary• WASP detection thresholds WASP detection thresholds

comparable to HAT, TrES, comparable to HAT, TrES, XO.XO.

• Bayesian candidate selection Bayesian candidate selection cuts down astrophysical cuts down astrophysical false positives.false positives.

• On-off photometry eliminates On-off photometry eliminates blended EBsblended EBs

• Still room for improvement:Still room for improvement:– Lens temperatureLens temperature– DIADIA– Multi-season BLS.Multi-season BLS.

• 16 planets found so far16 planets found so far– 8 per hemisphere8 per hemisphere

• Interesting trends emerging!Interesting trends emerging!

Page 39: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

S. Aigrain (Cambridge -> Exeter)D. Anderson (Keele)S. Bentley (Keele)A. Carter (Open University)D.J. Christian (Belfast) W.I. Clarkson (Open University -> STScI) A. Collier Cameron (St Andrews) B. Enoch (Open University-> St Andrews)N.Gibson (Belfast) C.A. Haswell (Open University) L. Hebb (St Andrews)C. Hellier (Keele) K. Horne (St Andrews) J. Irwin (Cambridge -> CfA Harvard)Y. Joshi (Belfast)S.R. Kane (St Andrews -> Caltech) F.P. Keenan (Belfast) T.A. Lister (St Andrews/Keele -> LCOGT) P. Maxted (Keele)I. McDonald (Keele)A.J. Norton (Open University) J. Osborne (Leicester)N. Parley (Open University) D. Pollacco (Belfast) R. Ryans (Belfast) E. Simpson (Belfast) I. Skillen (ING) B. Smalley (Keele)A.M.S. Smith (St Andrews)I. Todd (Belfast)R.A. Street (Belfast -> LCOGT) R.G. West (Leicester) D.M. Wilson (Keele)P.J. Wheatley (Leicester -> Warwick)

SuperWASPWide Angle Search for Planets

With:F. Bouchy (IAP)G. Hébrard (IAP)F. Pont (Geneva->Exeter)B. Loeillet (Marseille)M. Gillon (Geneva)M. Mayor (Geneva)C. Moutou (Marseille)F. Pepe (Geneva)D. Queloz (Geneva)A.M.H.J. Triaud (St Andrews -> Geneva)S. Udry (Geneva)

Page 40: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

WASP: stellar number densityWASP: stellar number density

Page 41: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Systematics and Systematics and red noisered noise

• Systematics:Systematics:– Secondary extinctionSecondary extinction

– Temperature-dependent Temperature-dependent focusfocus

– Sky brightness-dependent Sky brightness-dependent bias in background bias in background subtractionsubtraction

– SysRem: Tamuz et al 2005SysRem: Tamuz et al 2005

– TFA: Kovacs et al 2005TFA: Kovacs et al 2005

• Red noise:Red noise:– Pont et al 2006Pont et al 2006

– Smith et al 2006Smith et al 2006

RMS scatterRMS scatter (real data, 2.5-hr bins)RMS scatter (white noise, 2.5-hr bins))

RMS scatterRMS scatter (real data, 2.5-hr bins)RMS scatter (white noise, 2.5-hr bins))

Page 42: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Planet-catch simulationsPlanet-catch simulations• Smith, A M S et al, 2006Smith, A M S et al, 2006

• Besançon model: Besançon model: – V, TV, Teffeff, [Fe/H], [Fe/H]

• P(P(planet) = planet) = 0.03x100.03x102.0[Fe/H]2.0[Fe/H] – Fischer & Valenti 2005Fischer & Valenti 2005

• Linear CDF in log aLinear CDF in log a• Transit probability ~ Transit probability ~

RR**/a/a• Inject fake Jupiter-Inject fake Jupiter-

sized planet transits sized planet transits into real WASP light into real WASP light curves.curves.

Page 43: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Red noise and planet catchRed noise and planet catch

Season 1

Season 2

Page 44: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

SensitivitySensitivity

• Transit depth Transit depth threshold:threshold:

– 0.01 mag@V=110.01 mag@V=11

– 0.015 mag@V=120.015 mag@V=12

Page 45: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Measurable parametersMeasurable parameters• Winn 2008, IAU Symp. 253Winn 2008, IAU Symp. 253

Page 46: IAU Symposium 276 -- Torino, 12 October 2010 Statistical patterns in ground-based transit surveys Andrew Collier CameronAndrew Collier Cameron University

IAU Symposium 276 -- Torino, 12 October 2010

Measurable parametersMeasurable parameters• Winn 2008, IAU Symp. 253Winn 2008, IAU Symp. 253