分类： 天文学 >> 天文学 提交时间： 2023-02-19
Brittany E. Miles
Beth A. Biller
Polychronis Patapis
Kadin Worthen
Emily Rickman
Kielan K. W. Hoch
Andrew Skemer
Marshall D. Perrin
Niall Whiteford
Christine H. Chen
Sagnick Mukherjee
Caroline V. Morley
Sarah E. Moran
Mickael Bonnefoy
Simon Petrus
Aarynn L. Carter
Elodie Choquet
Sasha Hinkley
Kimberly Ward-Duong
Jarron M. Leisenring
摘要： We present the highest fidelity spectrum to date of a planetary-mass object. VHS 1256 b is a $<$20 M$_\mathrm{Jup}$ widely separated ($\sim$8\arcsec, a = 150 au), young, planetary-mass companion that shares photometric colors and spectroscopic features with the directly imaged exoplanets HR 8799 c, d, and e. As an L-to-T transition object, VHS 1256 b exists along the region of the color-magnitude diagram where substellar atmospheres transition from cloudy to clear. We observed VHS 1256~b with \textit{JWST}'s NIRSpec IFU and MIRI MRS modes for coverage from 1 $\mu$m to 20 $\mu$m at resolutions of $\sim$1,000 - 3,700. Water, methane, carbon monoxide, carbon dioxide, sodium, and potassium are observed in several portions of the \textit{JWST} spectrum based on comparisons from template brown dwarf spectra, molecular opacities, and atmospheric models. The spectral shape of VHS 1256 b is influenced by disequilibrium chemistry and clouds. We directly detect silicate clouds, the first such detection reported for a planetary-mass companion.
分类： 天文学 >> 天文学 提交时间： 2023-02-19
摘要： Fast and automated inference of binary-lens, single-source (2L1S) microlensing events with sampling-based Bayesian algorithms (e.g., Markov Chain Monte Carlo; MCMC) is challenged on two fronts: high computational cost of likelihood evaluations with microlensing simulation codes, and a pathological parameter space where the negative-log-likelihood surface can contain a multitude of local minima that are narrow and deep. Analysis of 2L1S events usually involves grid searches over some parameters to locate approximate solutions as a prerequisite to posterior sampling, an expensive process that often requires human-in-the-loop domain expertise. As the next-generation, space-based microlensing survey with the Roman Space Telescope is expected to yield thousands of binary microlensing events, a new fast and automated method is desirable. Here, we present a likelihood-free inference (LFI) approach named amortized neural posterior estimation, where a neural density estimator (NDE) learns a surrogate posterior $\hat{p}(\theta|x)$ as an observation-parametrized conditional probability distribution, from pre-computed simulations over the full prior space. Trained on 291,012 simulated Roman-like 2L1S simulations, the NDE produces accurate and precise posteriors within seconds for any observation within the prior support without requiring a domain expert in the loop, thus allowing for real-time and automated inference. We show that the NDE also captures expected posterior degeneracies. The NDE posterior could then be refined into the exact posterior with a downstream MCMC sampler with minimal burn-in steps.
分类： 天文学 >> 天文学 提交时间： 2023-02-19
摘要： The two-body gravitational lens equation underlying planetary microlensing is usually transformed into a quintic polynomial that can only be solved numerically. Here, I present methods to acquire approximate analytic and exact semi-analytic solutions. First, I propose the pure-shear approximation, which allows one to acquire closed-form magnification solutions that are accurate apart from a small region near the primary star. While previous works on the perturbative picture suggest that the uniform-shear Chang-Refsdal lens only describes the vicinity of planetary caustics and breaks down in the resonant regime, the pure-shear lens formalism allows for all three caustic topologies. I show that the recently proposed offset degeneracy is a direct consequence of the pure-shear approximation. Second, the sole recognition that there always exists one image that is largely unaffected by the presence of the planet allows one to easily factor out the corresponding root from the quintic polynomial, reducing it to an analytically solvable quartic polynomial. This allows one to acquire semi-analytic solutions that are exact. The two analytic simplifications proposed here not only can allow for substantially faster forward models, but also facilitates the use of gradient-based inference algorithms that provide additional factors of acceleration for the analysis of observed events.
分类： 天文学 >> 天文学 提交时间： 2023-02-19
摘要： The offset microlensing degeneracy, recently proposed by Zhang et al. (2022), has been shown to generalize the close-wide and inner-outer caustic degeneracies into a unified regime of magnification degeneracy in the interpretation of 2-body planetary microlensing observations. While the inner-outer degeneracy expects the source trajectory to pass equidistant to the planetary caustics of the degenerate lens configurations, the offset degeneracy states that the same mathematical expression applies to any combination of the close, wide, and resonant caustic topologies, where the projected star-planet separations differ by an offset ($s_{\rm A}\neq s_{\rm B}$) that depends on where the source trajectory crosses the star-planet axis. An important implication is that the $s_{\rm A}=1/s_{\rm B}$ solution of the close-wide degeneracy never strictly manifests in observations except when the source crosses a singular point near the primary. Nevertheless, the offset degeneracy was proposed upon numerical calculations, and no theoretical justification was given. Here, we provide a theoretical treatment of the offset degeneracy, which demonstrates its nature as a mathematical degeneracy. From first principles, we show that the offset degeneracy formalism is exact to zeroth-order in the mass ratio ($q$) for two cases: when the source crosses the lens-axis inside of caustics, and for $(s_{\rm A}-s_{\rm B})^6\ll1$ when crossing outside of caustics. The extent to which the offset degeneracy persists in oblique source trajectories is explored numerically. Lastly, it is shown that the superposition principle allows for a straightforward generalization to $N$-body microlenses with $N-1$ planetary lens components ($q\ll1$), which results in a $2^{N-1}$-fold degeneracy.
分类： 天文学 >> 天文学 提交时间： 2023-02-19
摘要： Neural networks (NNs) have been shown to be competitive against state-of-the-art feature engineering and random forest (RF) classification of periodic variable stars. Although previous work utilising NNs has made use of periodicity by period folding multiple-cycle time-series into a single cycle -- from time-space to phase-space -- no approach to date has taken advantage of the fact that network predictions should be invariant to the initial phase of the period-folded sequence. Initial phase is exogenous to the physical origin of the variability and should thus be factored out. Here, we present cyclic-permutation invariant networks, a novel class of NNs for which invariance to phase shifts is guaranteed through polar coordinate convolutions, which we implement by means of "Symmetry Padding." Across three different datasets of variable star light curves, we show that two implementations of the cyclic-permutation invariant network: the iTCN and the iResNet, consistently outperform non-invariant baselines and reduce overall error rates by between 4% to 22%. Over a 10-class OGLE-III sample, the iTCN/iResNet achieves an average per-class accuracy of 93.4%/93.3%, compared to RNN/RF accuracies of 70.5%/89.5% in a recent study using the same data. Finding improvement on a non-astronomy benchmark, we suggest that the methodology introduced here should also be applicable to a wide range of science domains where periodic data abounds due to physical symmetries.
分类： 天文学 >> 天文学 提交时间： 2023-02-19
Aarynn L. Carter
Sasha Hinkley
Jens Kammerer
Andrew Skemer
Beth A. Biller
Jarron M. Leisenring
Maxwell A. Millar-Blanchaer
Simon Petrus
Jordan M. Stone
Kimberly Ward-Duong
Jason J. Wang
Julien H. Girard
Dean C. Hines
Marshall D. Perrin
Laurent Pueyo
William O. Balmer
Mariangela Bonavita
Mickael Bonnefoy
Gael Chauvin
Elodie Choquet
摘要： We present JWST Early Release Science (ERS) coronagraphic observations of the super-Jupiter exoplanet, HIP 65426 b, with the Near-Infrared Camera (NIRCam) from 2-5 $\mu$m, and with the Mid-Infrared Instrument (MIRI) from 11-16 $\mu$m. At a separation of $\sim$0.82" (87$^{+108}_{-31}$ au), HIP 65426 b is clearly detected in all seven of our observational filters, representing the first images of an exoplanet to be obtained by JWST, and the first ever direct detection of an exoplanet beyond 5 $\mu$m. These observations demonstrate that JWST is exceeding its nominal predicted performance by up to a factor of 10, with measured 5$\sigma$ contrast limits of $\sim$4$\times10^{-6}$ ($\sim$2.4 $\mu$Jy) and $\sim$2$\times10^{-4}$ ($\sim$10 $\mu$Jy) at 1" for NIRCam at 3.6 $\mu$m and MIRI at 11.3 $\mu$m, respectively. These contrast limits provide sensitivity to sub-Jupiter companions with masses as low as 0.3 $M_\mathrm{Jup}$ beyond separations of $\sim$100 au. Together with existing ground-based near-infrared data, the JWST photometry are well fit by a BT-SETTL atmospheric model from 1-16 $\mu$m, and span $\sim$97% of HIP 65426 b's luminous range. Independent of the choice of forward model atmosphere we measure an empirical bolometric luminosity that is tightly constrained between $\mathrm{log}\!\left(L_\mathrm{bol}/L_{\odot}\right)$=-4.35 to -4.21, which in turn provides a robust mass constraint of 7.1$\pm$1.1 $M_\mathrm{Jup}$. In totality, these observations confirm that JWST presents a powerful and exciting opportunity to characterise the population of exoplanets amenable to direct imaging in greater detail.
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