Mark R. Swain’s research while affiliated with California Institute of Technology and other places

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Publications (238)


Figure 3. A posterior distribution for a retrieval of the 4.5 μm phase curve parameters for WASP-43 b shown in Figure 4. The data points are color coded to the likelihood values, with darker colors indicating higher likelihoods. The contours represent different sigma levels (orange = >3, green 2-3, and blue < 1), where the median and standard deviation of the distribution are reported in the title of each diagonal plot.
EXCALIBUR 2024 Spitzer Phase Curve Catalog
2 Values for Physical and Combination Parameters Parameter A 3.6 μm A 4.5 μm ΔA f 3.6 μm f 4.5 μm Δf
Comparison of WASP-43 b 4.5 μm Phase Curve Results
Two-color Phase Curve Sample Amplitude and Phase Offset Values
Thermal Phase Curves in Hot Gas Giant Exoplanets Exhibit a Complex Dependence on Planetary Properties
  • Article
  • Full-text available

March 2025

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26 Reads

The Astrophysical Journal

Mark R. Swain

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Thaddeus D. Komacek

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[...]

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We present a catalog of uniformly processed 3.6 μ m and 4.5 μ m band exoplanet thermal phase curves based on Infrared Array Camera observations obtained from the Spitzer Heritage Archive. The catalog includes phase curve measurements for 34 planets, 16 of which contain full orbit coverage and have detectable secondary eclipses in both channels. The data are processed in the EXCALIBUR pipeline using a uniform analysis consisting of aperture photometry and modeling of instrument effects along with the exoplanet signal. Nearest-neighbor regression with a Gaussian kernel is used to correct for instrumental systematics correlated to the star’s centroid position and shape in conjunction with a novel test to avoid overfitting. These methods may have utility in addressing subpixel gain variations present in modern infrared detectors. We analyze the 3.6 μ m and 4.5 μ m phase curve properties and find a strong wavelength-dependent difference in how the properties correlate with physical parameters as well as evidence that the phase curve properties are determined by multiple physical parameters. We suggest that differences between the 3.6 μ m and 4.5 μ m phase curve properties are due to 3.6 μ m observations probing regions of the atmosphere which could include a cloud layer. Taken together, the observed phase curve behavior suggests that different physical processes are responsible for establishing the thermal phase curve at different pressures, which are probed by different wavelengths, and that further 3D Global Circulation Model modeling is required to investigate the reason for this complex dependence on planetary properties.

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Fig. 1. Transmission spectral matrix around the He I 1083 nm lines. The three blue dashed lines denote the expected position of the planetary He I absoption lines. The horizontal white dashed lines indicate the beginning and end of the transit. The white region is the masked pixels around the strong telluric OH line. The spectra are represented in the stellar rest frame.
Fig. 2. Combined transmission spectrum around the He I 1083 nm triplet. The position of the He I lines are indicated by the vertical dashed lines. The grey line is the original spectrum and the blue dots are the binned spectrum with a bin size of 5 pixels (0.015 nm).
Observation logs.
Parameters used to calculated the spectral model.
Retrieval setup.
Exploring the atmosphere of GJ 1132 b with CRIRES+

March 2025

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2 Reads

Astronomy and Astrophysics

With a mass, radius, and mean density similar to Earth's, the rocky planet GJ 1132 b is the first truly small planet for which an atmosphere detection was proposed. If confirmed, ultra-reduced magma outgassing is the only mechanism capable of producing HCN and H_2O in large enough quantities to match the Hubble Space Telescope (HST) observations. The proposed atmosphere detection, however, was challenged by reanalysis of the same HST data by different teams. Recent James Webb Space Telescope (JWST) observations returned ambiguous results due to the unaccounted for variability seen between two different visits. Here we report the analysis of three CRIRES+ transit observations of GJ 1132 b in order to determine the presence or absence of He I, HCN, CH_4, and H_2O in its atmosphere. We are unable to detect the presence of any of these species in the atmosphere of GJ 1132 b assuming a clear, H_2-dominated atmosphere, although we can place upper limits for the volume mixing ratios of CH_4, HCN, and H_2O using injection tests and atmospheric retrievals. These retrieved upper limits show the capability of CRIRES+ at detecting chemical species in rocky exoplanets, if the atmosphere is H_2 dominated. The detection of the atmospheres of small planets with high mean molecular weight, and the capability to distinguish between the variability introduced by stellar activity and/or the planetary atmosphere will require high-resolution spectrographs in the upcoming extremely large telescopes.


Thermal Phase Curves in Hot Gas Giant Exoplanets Exhibit a Complex Dependence on Planetary Properties

February 2025

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8 Reads

We present a catalog of uniformly processed 3.6-μ\mum and 4.5-μ\mum band exoplanet thermal phase curves based on Infrared Array Camera observations obtained from the Spitzer Heritage Archive. The catalog includes phase curve measurements for 34 planets, 16 of which contain full orbit coverage and have detectable secondary eclipses in both channels. The data are processed in the EXCALIBUR pipeline using a uniform analysis consisting of aperture photometry and modeling of instrument effects along with the exoplanet signal. Nearest-neighbors regression with a Gaussian kernel is used to correct for instrumental systematics correlated to the star's centroid position and shape in conjunction with a novel test to avoid overfitting. These methods may have utility in addressing sub-pixel gain variations present in modern infrared detectors. We analyze the 3.6-μ\mum and 4.5-μ\mum phase curve properties and find a strong wavelength-dependent difference in how the properties correlate with physical parameters as well as evidence that the phase curve properties are determined by multiple physical parameters. We suggest that differences between the 3.6-μ\mum and 4.5-μ\mum phase curve properties are due to 3.6~μ\mum observations probing regions of the atmosphere which could include a cloud layer. Taken together, the observed phase curve behavior suggests that different physical processes are responsible for establishing the thermal phase curve at different pressures, which are probed by different wavelengths, and that further 3D GCM modeling is required to investigate the reason for this complex dependence on planetary properties.


Fig. 5. SYSREM evolution with iteration number for the observed data (cyan points), the observed data with injected model (blue points), and the injected model alone (purple points). The results here are for Model 1 (i.e., HCN and CH 4 lines).
Observation logs.
Parameters used to calculated the spectral model.
Retrieval setup.
Exploring the atmosphere of GJ 1132 b with CRIRES+

February 2025

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7 Reads

With a mass, radius, and mean density similar to Earth's, the rocky planet GJ 1132 b is the first truly small planet for which an atmosphere detection was proposed. If confirmed, ultra-reduced magma outgassing is the only mechanism capable of producing HCN and H2_2O in large enough quantities to match the HST observations. The proposed atmosphere detection, however was challenged by reanalysis of the same HST data by different teams. Recent JWST observations returned ambiguous results due to the unaccounted for variability seen between two different visits. Here we report the analysis of three CRIRES+ transit observations of GJ 1132 b in order to determine the presence or absence of He I, HCN, CH4_4, and H2_2O in its atmosphere. We are unable to detect the presence of any of these species in the atmosphere of GJ 1132 b assuming a clear, H2_2-dominated atmosphere, although we can place upper limits for the volume mixing ratios of CH4_4, HCN, and H2_2O using injections tests and atmospheric retrievals. These retrieved upper limits show the capability of CRIRES+ to detecting chemical species in rocky exoplanets, if the atmosphere is H2_2 dominated. The detection of the atmospheres of small planets with high mean molecular weight, and the capability to distinguish between the variability introduced by stellar activity and/or the planetary atmosphere will require high-resolution spectrographs in the upcoming extremely large telescopes.


A Comprehensive Analysis of Spitzer 4.5 μm Phase Curves of Hot Jupiters

December 2024

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14 Reads

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3 Citations

The Astronomical Journal

Although exoplanetary science was not initially projected to be a substantial part of the Spitzer mission, its exoplanet observations set the stage for current and future surveys with JWST and Ariel. We present a comprehensive reduction and analysis of Spitzer’s 4.5 μ m phase curves of 29 hot Jupiters on low-eccentricity orbits. The analysis, performed with the Spitzer Phase Curve Analysis pipeline, confirms that BLISS mapping is the best detrending scheme of the three independent schemes we tested for most, but not all, observations. Visual inspection remains necessary to ensure consistency across detrending methods due to the diversity of phase-curve data and systematics. Regardless of the model selection scheme, whether using the lowest BIC or a uniform detrending approach, we observe the same trends, or lack thereof. We explore phase-curve trends as a function of irradiation temperature, orbital period, planetary radius, mass, and stellar effective temperature. We discuss the trends that are robustly detected and provide potential explanations for those that are not observed. While it is almost tautological that planets receiving greater instellation are hotter, we are still far from confirming dynamical theories of heat transport in hot Jupiter atmospheres due to the sample’s diversity. Even among planets with similar temperatures, other factors like rotation and metallicity vary significantly. Larger, curated sample sizes and higher-fidelity phase-curve measurements from JWST and Ariel are needed to firmly establish the parameters governing day–night heat transport on synchronously rotating planets.



Figure 2. Bulk and envelope metallicities of observed exoplanets and their trends. Bulk and envelope metallicities are denoted by the gray and salmon dots. For the latter, high and low values are separated by the gray and red edges. The gray shaded region covers the distribution of the bulk metallicities of observed exoplanets. The predicted profiles of the bulk and envelope metallicities are denoted by the black dashed and red solid lines, respectively. To obtain a better fit, the amplitudes of the profiles are adjusted. For the purpose of comparison , the solar system planets (i.e., Jupiter, Saturn, Uranus, and Neptune) are included (Y. Hasegawa et al. 2018, and references herein). Their bulk and atmospheric metallicities are denoted by the light and dark blue squares, respectively.
Figure 3. Exoplanet classification proposed by the onion-like model. Most observed planets are classified into two interior statues with some outliers: the globally mixed status and the locally (well-)mixed status. The shaded ellipses are added only for the purpose of visualization without quantitative estimates. Identification of the locally (well-)mixed status enables reliable verification of sequential accretion of gas and solids onto planets.
Figure 4. An example of primordial interior profiles of heavy elements for the locally well-mixed case. The profile changes from Z p = 1 to Z R p p 7 3 µ -and up to
Bulk and Atmospheric Metallicities as Direct Probes of Sequentially Varying Accretion Mechanisms of Gas and Solids Onto Planets

September 2024

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11 Reads

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2 Citations

The Astrophysical Journal Letters

Core accretion is the standard scenario of planet formation, wherein planets are formed by sequential accretion of gas and solids, and is widely used to interpret exoplanet observations. However, no direct probes of the scenario have been discussed yet. Here, we introduce an onion-like model as one idealization of sequential accretion and propose that bulk and atmospheric metallicities of exoplanets can be used as direct probes of the process. Our analytical calculations, coupled with observational data, demonstrate that the trend of observed exoplanets supports the sequential accretion hypothesis. In particular, accretion of planetesimals that are ≳100 km in size is most favored to consistently explain the observed trends. The importance of opening gaps in both planetesimal and gas disks following planetary growth is also identified. A new classification is proposed, wherein most observed planets are classified into two interior statuses: globally mixed and locally (well) mixed. Explicit identification of the locally (well) mixed status enables reliable verification of sequential accretion. During the JWST era, the quality and volume of observational data will increase drastically and improve exoplanet characterization. This work provides one key reference of how both the bulk and atmospheric metallicities can be used to constrain gas and solid accretion mechanisms of planets.


Planet Mass and Metallicity: The Exoplanets and Solar System Connection

September 2024

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17 Reads

Theoretical studies of giant planet formation suggest that substantial quantities of metals - elements heavier than hydrogen and helium - can be delivered by solid accretion during the envelope-assembly phase. This metal enhancement process is believed to diminish as a function of planet mass, leading to predictions for a mass-metallicity relationship. This picture is supported by the abundance of CH4_4 in solar system giant planets, which is unaffected by condensation, unlike H2_2O. However, all of the solar system giants exhibit some evidence for stratification of metals outside of their cores. In this context, two fundamental questions are whether metallicity of giant planets inferred from observations of the outer envelope layers represents their bulk metallicities, and if not, how are metals distributed within these planets. Comparing the mass-metallicity relationship inferred for solar system giants with various tracers of exoplanet metallicity has yielded a range of results. There is evidence of a solar-system-like mass-metallicity trend using bulk density estimates of exoplanets. However, transit-spectroscopy-based tracers of exoplanet metallicity, which probe only the outer layers of the envelope, are less clear about a mass-metallicity trend and radial composition gradients. The large number of known exoplanets enables statistical characterization. We develop a formalism for comparing both the metallicity inferred for the outer envelope and the metallicity inferred using the bulk density and show this combination may offer insights into metal stratification within planetary envelopes. Thus, future exoplanet observations with JWST and Ariel will be able to shed light on the conditions governing radial composition gradients in exoplanets and, perhaps, provide information about the factors controlling stratification and convection in our solar system gas giants.


Figure 2. Bulk and envelope metallicities of observed exoplanets and their trends. Bulk and envelope metallicities are denoted by the gray and salmon dots. For the latter, high and low values are separated by the gray and red edges. The gray shaded region covers the distribution of the bulk metallicities of observed exoplanets. The predicted profiles of the bulk and envelope metallicities are denoted by the black dashed and red solid lines, respectively. To obtain a better fit, the amplitudes of the profiles are adjusted. For comparison purpose, the solar system planets (i.e., Jupiter, Saturn, Uranus and Neptune) are included (Hasegawa et al. 2018, references herein). Their bulk and atmospheric metallicities are denoted by the light and dark blue squares, respectively.
Figure 3. Exoplanet classification proposed by the onion-like model. Most observed planets are classified into two interior statues with some outliers: the globally mixed status and the locally (well-)mixed status. The shaded ellipses are added only for visualization purpose without quantitive estimates. Identification of the locally (well-)mixed status enables reliable verification of sequential accretion of gas and solids onto planets.
Figure 4. An example of primordial interior profiles of heavy elements for the locally well-mixed case. The profile changes from Zp = 1 to Zp ∝ R −7/3 p and up to Zp ∝ R −2/3 p
Bulk and atmospheric metallicities as direct probes of sequentially varying accretion mechanisms of gas and solids onto planets

September 2024

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20 Reads

Core accretion is the standard scenario of planet formation, wherein planets are formed by sequential accretion of gas and solids, and is widely used to interpret exoplanet observations. However, no direct probes of the scenario have been discussed yet. Here, we introduce an onion-like model as one idealization of sequential accretion and propose that bulk and atmospheric metallicities of exoplanets can be used as direct probes of the process. Our analytical calculations, coupled with observational data, demonstrate that the trend of observed exoplanets supports the sequential accretion hypothesis. In particular, accretion of planetesimals that are \gtrsim 100 km in size is most favored to consistently explain the observed trends. The importance of opening gaps in both planetesimal and gas disks following planetary growth is also identified. New classification is proposed, wherein most observed planets are classified into two interior statuses: globally mixed and locally (well-)mixed. Explicit identification of the locally (well-)mixed status enables reliable verification of sequential accretion. During the JWST era, the quality and volume of observational data will increase drastically and improve exoplanet characterization. This work provides one key reference of how both the bulk and atmospheric metallicities can be used to constrain gas and solid accretion mechanisms of planets.



Citations (47)


... Previous studies of the properties of Spitzer phase curves May et al. 2021May et al. , 2022 have been reported including two employing uniform analysis methods (T. J. Bell et al. 2021; L. Dang et al. 2025). What makes our study unique is the combination of a uniform analysis method and the largest sample of planets to date with measured phase curve properties for both of the Spitzer 3.6 and 4.5 μm IRAC channels. ...

Reference:

Thermal Phase Curves in Hot Gas Giant Exoplanets Exhibit a Complex Dependence on Planetary Properties
A Comprehensive Analysis of Spitzer 4.5 μm Phase Curves of Hot Jupiters

The Astronomical Journal

... For instance, a planet's bulk metallicity and distribution of heavy elements, provide key insights into its formation history, including mechanisms such as core accretion (e.g. Thorngren et al. 2016;Hasegawa et al. 2018;Hasegawa & Swain 2024) Traditional interior models for exoplanets often assume a simple two-layer structure consisting of a dense heavy element core surrounded by a homogeneous hydrogen-helium-rich envelope (e.g. ★ E-mail: evdijk@strw.leidenuniv.nl ...

Bulk and Atmospheric Metallicities as Direct Probes of Sequentially Varying Accretion Mechanisms of Gas and Solids Onto Planets

The Astrophysical Journal Letters

... As described in the previous paragraphs, no major ESD risk is foreseen for most of the L2-relevant plasma environments in quiet conditions (as confirmed from similar analyses performed for other missions to L2, like, e.g., PLATO, for which similar results were found), while a high risk of ESD is expected for the GEO early transfer orbit. The sensitive on-board payload instrumentation [20] will remain powered off during the insertion orbit to L2, prior to switching on for commissioning and in-flight instrument functional verification, to mitigate the risk of damage and/or interference with the PL telemetries (e.g., housekeeping and science telemetry corruption) caused by potential ESD-related transient electromagnetic waves. However, with absolute voltage differences reaching hundreds of volts in GEO, the risk of electrostatic discharge (ESD), and thus a not fully negligible satellite damage likelihood, remains till a charge redistribution occurs travelling towards milder plasma regimes. ...

The Ariel payload electrical and electronic architecture: a summary of the current design and implementation status
  • Citing Conference Paper
  • August 2024

... We plot as shaded areas the gas-phase molecular absorptions integrated from 10 −3 bar to the top of the atmosphere. In this paper, we followed the definitions summarised by Hinkel et al. (2022) (see also the review by Swain et al. (2024)). We report the values of the total volume fraction for all elements other than H 2 and He relative to solar and report the elemental ratios to H directly in the final results. ...

Planet Mass and Metallicity: The Exoplanets and Solar System Connection

Space Science Reviews

... For instance, depending on the instrument mode used, WASP-39 b's C/O ratio has been reported to be sub-stellar , sub-solar (Feinstein et al. 2023), sub-solar to solar or supersolar (Rustamkulov et al. 2023). It is known that different data pipelines can potentially produce inconsistent results (Mugnai et al. 2024): this inconsistency can pose challenges when combining datasets processed by different pipelines. Offsets in the spectral data may arise due to different data analysis approaches, variations in intrinsic instrumental calibrations, and different choices of system parameters (see e.g. ...

Comparing transit spectroscopy pipelines at the catalogue level: evidence for systematic differences
  • Citing Article
  • April 2024

Monthly Notices of the Royal Astronomical Society

... With Spitzer's warm mission complete, several studies of population trends from sets of its phase curves have looked at how phase amplitudes and offsets vary with planetary parameters such as period (E. M. May et al. 2022), and equilibrium temperature and stellar effective temperature (T. J. Bell et al. 2021). ...

A New Analysis of Eight Spitzer Phase Curves and Hot Jupiter Population Trends: Qatar-1b, Qatar-2b, WASP-52b, WASP-34b, and WASP-140b

The Astronomical Journal

... Transit spectra of some planets show evidence of aerosols at ∼microbar pressures (Estrela et al. 2021), which is approximately consistent with the ∼0.1 microbar pressure identified (Lavvas and Koskinen 2017) as the key region for haze monomer formation. Microphysical modeling suggests (Lavvas and Koskinen 2017) that monomer formation is followed by a sedimentation process that can distribute an aerosol throughout much of the observable atmospheric column, and a recent observational study (Estrela et al. 2022) reported evidence that it is common for transiting exoplanets to have an aerosol component distributed from ∼millibar to ∼microbar pressures. ...

A Temperature Trend for Clouds and Hazes in Exoplanet Atmospheres

The Astrophysical Journal Letters

... Modeling Lyα absorption is an extremely difficult problem, because the observed signal is primarily controlled by the stellar tidal field and is only logarithmically sensitive to the mass-loss rate (J. E. Owen et al. 2023). 3D simulations are generally required to match observations (E. ...

The fundamentals of Lyman-α exoplanet transits
  • Citing Article
  • November 2022

Monthly Notices of the Royal Astronomical Society

... [6][7][8] Several ongoing and upcoming missions (e.g. FIREBall-2, 9 SPARCS, 10 UVEX 11 ) and instrument concepts (Hyperion, 12 UV-Scope, 13 Eos, 14 Nox, 15 and others) are leveraging these detectors, combined with advanced UV mirror coatings, to open new frontiers in UV Astronomy. A key focus in the development of silicon-based detector technology for future missions, including ultraviolet instrument concepts for the Habitable Worlds Observatory, is the characterization of their noise performance under different operating conditions and surrounding environments. ...

The UV-SCOPE mission: ultraviolet spectroscopic characterization of planets and their environments
  • Citing Conference Paper
  • August 2022

... • The FGS [6,7] whose job is to ensure the centering, focusing, and guiding of the satellite and provides high-precision photometry of the target in the visible band and a lowresolution near-IR spectrometer. Data from the FGS detectors are collected by the FPE (Focal Plane Electronics) working at 137 K as the operational temperature and hosting two SIDECAR ASICs for the IR (HgCdTe-based) detectors. ...

ARIEL fine guidance system: design, challenges, and opportunities
  • Citing Conference Paper
  • August 2022