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Retrievals of Dayside Emission Spectra: Trends in Chemistry. Michael Line, Aaron Wolf, Xi Zhang, Yuk Yung Caltech. Ions. Photochemistry. Vertically Mixed. CO . CH 4 quenched. CH 4. CO quenched. Thermo. Eq. H 2 O + CH 4 = CO + 3H 2. Synthetic Study. Spitzer Broadband+IRS+NICMOS.
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Retrievals of Dayside Emission Spectra: Trends in Chemistry Michael Line, Aaron Wolf, Xi Zhang, Yuk Yung Caltech
Ions Photochemistry Vertically Mixed CO CH4 quenched CH4 CO quenched Thermo. Eq.
Synthetic Study Spitzer Broadband+IRS+NICMOS Spitzer Broadband FINESSE S/N~3.5 Δλ=0.0075 μm
MCMC Optimal Est.
GJ436 Line et al. 2011 HD189733 Moses et al. 2011 WASP12 Kopparapu et al. 2012
GJ436 Line et al. 2011 HD189733 Moses et al. 2011 TRES2 WASP12 Kopparapu et al. 2012 HD189733 WASP19 WASP12 HD149026 GJ436
MCMC OPT. EST. Dis-eq. Models GJ436 Line et al. 2011 HD189733 Moses et al. 2011 TRES2 WASP12 Kopparapu et al. 2012 HD189733 WASP19 WASP12 HD149026 GJ436
Conclusions • Opt est and MCMC agree for “quality” data • Most planets seem out of equilibrium (to within “1-sigma”) • Errors large on current gas estimations • Need dedicated space based spectroscopic instrument • Can maybe constrain Kzz
Goals • Look at the ensemble of planetary atmospheres. Indentify trends in composition—equilibrium vs. disequilibrium • First must robustly determine temperatures and compositions of exoplanet atmosphere
Two Bayesian Retrieval Approaches Optimal Estimation (Lee et al. 2011 , Line et al. 2012) Markov Chain Monte Carlo (Madhusudhan et al. 2011 , Benneke & Seager 2012) That Parameter That Parameter This Parameter • Levenberg-Marquardt to find best solution • Assumes Gaussian posterior • - Fast—not slowed down by additional parameters or more sophisticated forward models • Randomly explore’s all of parameter space • - Accounts for non-Gaussian posteriors • - Slow—many parameters and more sophisticated forward models unwieldy This Parameter Forward Model: [T, fH2O, fCH4, fCO ,fCO2] Guillot 2010 [γv1, γv2, κIR, α, β]
Synthetic Study Spitzer Broadband+IRS+NICMOS Spitzer Broadband FINESSE MCMC Opt. Est. True
Synthetic Study Spitzer Broadband+IRS+NICMOS Spitzer Broadband FINESSE