检索 JWST 透射光谱的旋钮和刻度盘。I. p-T 剖面复杂性的重要性

Simon Schleich, Sudeshna Boro Saikia, Quentin Changeat, Manuel Güdel, Aiko Voigt, Ingo Waldmann
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摘要

我们研究了使用不同复杂度的多点 p-T 剖面对合成生成的热木星透射谱图检索的影响,这些透射谱图是根据 JWST 对热木星 WASP-39~b 的最新观测结果建模的。我们利用TauREx检索框架对合成生成的透射谱图样本进行了同质化大气检索,考虑到了底层p-T剖面、云顶压力和预期噪声水平的不同情况。这些检索使用的是复杂度不断增加的固定压力多点 p-T 方程,范围从等温到 11 点剖面。我们评估了基于贝叶斯模型证据的检索性能,以及与已知输入参数相比的检索精度。我们发现,与已知的输入参数相比,使用等温公式对压力-温度剖面进行大气层检索始终会导致错误的大气层参数检索。对于具有完全正失效率的底层 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,在数据质量与使用 JWST 对热木星进行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,但认为应优先考虑四点剖面复杂性水平上的 p-T 规定。在这项工作所研究的案例中,这代表了最低自由参数数量和最高模型偏好之间的重叠。
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Knobs and dials of retrieving JWST transmission spectra. I. The importance of p-T profile complexity
We investigate the impact of using multipoint p-T 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. We perform homogenised atmospheric retrievals with the TauREx retrieval framework on a sample of synthetically generated transmission spectra, accounting for varying cases of underlying p-T profiles, cloud-top pressures, and expected noise levels. These retrievals are performed using a fixed-pressure multipoint p-T prescription with increasing complexity, ranging from isothermal to an eleven-point profile. We evaluate the performance of the retrievals based on the Bayesian model evidence, and the accuracy of the retrievals compared to the known input parameters. 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 p-T 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. Our investigation shows that, for a data quality scenario mirroring state-of-the-art observations of a hot Jupiter with JWST, an isothermal p-T prescription is insufficient to correctly retrieve the known atmospheric parameters. We find a model complexity preference dependent on the underlying pressure-temperature structure, but argue that a p-T 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 highest model preference in the cases investigated in this work.
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