论文标题

在系系大气人群研究中选择样本的重要性

Importance of Sample Selection in Exoplanet Atmosphere Population Studies

论文作者

Batalha, Natasha E., Wolfgang, Angie, Teske, Johanna, Alam, Munazza K., Alderson, Lili, Batalha, Natalie M., López-Morales, Mercedes, Wakeford, Hannah R.

论文摘要

了解行星形成需要强大的人群研究,旨在揭示行星特性的趋势。在这项工作中,我们旨在确定是否选择用于使用JWST进行大气表征的外部球星人群的不同方法可能会影响人群水平的推论。我们生成三个假设的超级/亚核,每个测量,每种跨越类似的半径助攻空间。根据三个不同的选择标准(逐个间隔,bined和定量选择函数)构建了调查样本。使用注射回收技术,我们测试如何检索如何检索鲁棒的个体行星大气参数和人群级参数。我们发现,所有三种调查设计都为单个大气表征提供了同样适合的目标,但不适合约束人口参数的目标。只有用定量方法构建的样品或足够均匀间隔的样品会导致稳健的种群参数约束。此外,我们发现具有最佳目标的单个大气研究的样本并不一定会导致最佳约束人口参数。必须考虑样品选择方法。我们还发现,人口级别的结果可能存在很大的样本,该样本足够小,可以适合单个JWST周期($ \ sim $ 12的行星),这表明最成功的人口级分析将是多周期的。最后,我们推断出,我们对样品选择的探索受到少量的过境行星的限制,这些行星周围具有测得的质量。我们的结果可以指导未来的计划开发计划,旨在确定系外行星大气特性的潜在趋势以及扩展,形成和进化过程。

Understanding planet formation requires robust population studies, which are designed to reveal trends in planet properties. In this work, we aim to determine if different methods for selecting populations of exoplanets for atmospheric characterization with JWST could influence population-level inferences. We generate three hypothetical surveys of super-Earths/sub-Neptunes, each spanning a similar radius-insolation flux space. The survey samples are constructed based on three different selection criteria (evenly-spaced-by-eye, binned, and a quantitative selection function). Using an injection-recovery technique, we test how robustly individual-planet atmospheric parameters and population-level parameters can be retrieved. We find that all three survey designs result in equally suitable targets for individual atmospheric characterization, but not equally suitable targets for constraining population parameters. Only samples constructed with a quantitative method or that are sufficiently evenly-spaced-by-eye result in robust population parameter constraints. Furthermore, we find that the sample with the best targets for individual atmospheric study does not necessarily result in the best constrained population parameters. The method of sample selection must be considered. We also find that there may be large variability in population-level results with a sample that is small enough to fit in a single JWST cycle ($\sim$12 planets), suggesting that the most successful population-level analyses will be multi-cycle. Lastly, we infer that our exploration of sample selection is limited by the small number of transiting planets with measured masses around bright stars. Our results can guide future development of programs that aim to determine underlying trends in exoplanet atmospheric properties and, by extension, formation and evolution processes.

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