Knobs and dials of retrieving JWST transmission spectra

IF 5.4 2区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS Astronomy & Astrophysics Pub Date : 2024-10-21 DOI:10.1051/0004-6361/202451845
S. Schleich, S. Boro Saikia, Q. Changeat, M. Güdel, A. Voigt, I. Waldmann
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Abstract

Context. When retrieving exoplanet atmospheric characteristics from spectroscopic observations, parameter estimation results strongly depend on the chosen forward model. In the era of the James Webb Space Telescope (JWST) and other next-generation facilities, the increased signal-to-noise ratio (S/N), wavelength coverage, and spectral resolution of observations warrant closer investigations into factors that could inadvertently bias the results of these retrievals.Aims. We aim to investigate the impact of utilising multi-point pressure–temperature (pT) profiles of varying complexity on the retrieval of synthetically generated hot-Jupiter transmission spectra modelled after state-of-the-art observations of the hot Jupiter WASP-39 b with JWST.Methods. We performed homogenised atmospheric retrievals with the TauREx retrieval framework on a sample of synthetically generated transmission spectra, accounting for varying cases of underlying pT profiles, cloud-top pressures, and expected noise levels. These retrievals are performed using a fixed-pressure multi-point pT prescription with increasing complexity, ranging from isothermal to an eleven-point profile. We evaluated the performance of the retrievals based on the Bayesian model evidence, and the accuracy of the retrievals was compared to the known input parameters.Results. We find that performing atmospheric retrievals using an isothermal prescription for the pressure–temperature profile consistently results in wrongly retrieved atmospheric parameters when compared to the known input parameters. For an underlying pT profile with a fully positive lapse rate, we find that a two-point profile is sufficient to retrieve the known atmospheric parameters, while under the presence of an atmospheric temperature inversion, we find that a more complex profile is necessary.Conclusions. Our investigation shows that, for a data quality scenario mirroring state-of-the-art observations of a hot Jupiter with JWST, an isothermal pT prescription is insufficient to correctly retrieve the known atmospheric parameters. We find a model complexity preference dependent on the underlying pressure–temperature structure, but we argue that a pT prescription on the complexity level of a four-point profile should be preferred. This represents the overlap between the lowest number of free parameters and the highest model preference in the cases investigated in this work.
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检索 JWST 透射光谱的旋钮和刻度盘
背景。从光谱观测中获取系外行星大气特征时,参数估计结果在很大程度上取决于所选择的前向模型。在詹姆斯-韦伯太空望远镜(JWST)和其他下一代设施问世的时代,随着观测信噪比(S/N)、波长覆盖范围和光谱分辨率的提高,有必要对可能无意中使这些检索结果产生偏差的因素进行更深入的研究。我们旨在研究利用不同复杂程度的多点压力-温度(p-T)剖面对以 JWST 对热木星 WASP-39 b 的最新观测结果为模型合成生成的热木星透射光谱检索的影响。我们利用 TauREx 检索框架对合成生成的透射光谱样本进行了同质化大气检索,其中考虑到了不同情况下的基本 p-T 剖面、云顶压力和预期噪声水平。这些检索是使用固定压力多点 p-T 曲线进行的,其复杂程度不断增加,从等温到 11 点曲线不等。我们根据贝叶斯模型证据评估了检索的性能,并将检索的准确性与已知输入参数进行了比较。我们发现,与已知输入参数相比,使用压力-温度剖面等温处方进行大气检索始终会导致错误的大气参数检索。对于具有完全正失效率的基本 p-T 剖面,我们发现两点剖面足以检索到已知的大气参数,而在存在大气温度反转的情况下,我们发现需要更复杂的剖面。我们的研究表明,在数据质量与 JWST 对热木星的最新观测结果一致的情况下,等温 p-T 参数不足以正确获取已知的大气参数。我们发现模型的复杂性取决于底层的压力-温度结构,但我们认为四点剖面的 p-T 方程的复杂程度应优先考虑。这代表了在本文研究的案例中,自由参数数量最少与模型偏好度最高之间的重叠。
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来源期刊
Astronomy & Astrophysics
Astronomy & Astrophysics 地学天文-天文与天体物理
CiteScore
10.20
自引率
27.70%
发文量
2105
审稿时长
1-2 weeks
期刊介绍: Astronomy & Astrophysics is an international Journal that publishes papers on all aspects of astronomy and astrophysics (theoretical, observational, and instrumental) independently of the techniques used to obtain the results.
期刊最新文献
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