Simon Schleich, Sudeshna Boro Saikia, Quentin Changeat, Manuel Güdel, Aiko Voigt, Ingo Waldmann
{"title":"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","authors":"Simon Schleich, Sudeshna Boro Saikia, Quentin Changeat, Manuel Güdel, Aiko Voigt, Ingo Waldmann","doi":"arxiv-2409.09127","DOIUrl":null,"url":null,"abstract":"We investigate the impact of using multipoint p-T profiles of varying\ncomplexity on the retrieval of synthetically generated hot Jupiter transmission\nspectra modelled after state-of-the-art observations of the hot Jupiter\nWASP-39~b with JWST. We perform homogenised atmospheric retrievals with the\nTauREx retrieval framework on a sample of synthetically generated transmission\nspectra, accounting for varying cases of underlying p-T profiles, cloud-top\npressures, and expected noise levels. These retrievals are performed using a\nfixed-pressure multipoint p-T prescription with increasing complexity, ranging\nfrom isothermal to an eleven-point profile. We evaluate the performance of the\nretrievals based on the Bayesian model evidence, and the accuracy of the\nretrievals compared to the known input parameters. We find that performing\natmospheric retrievals using an isothermal prescription for the\npressure-temperature profile consistently results in wrongly retrieved\natmospheric parameters when compared to the known input parameters. For an\nunderlying p-T profile with a fully positive lapse rate, we find that a\ntwo-point profile is sufficient to retrieve the known atmospheric parameters,\nwhile under the presence of an atmospheric temperature inversion, we find that\na more complex profile is necessary. Our investigation shows that, for a data\nquality scenario mirroring state-of-the-art observations of a hot Jupiter with\nJWST, an isothermal p-T prescription is insufficient to correctly retrieve the\nknown atmospheric parameters. We find a model complexity preference dependent\non the underlying pressure-temperature structure, but argue that a p-T\nprescription on the complexity level of a four-point profile should be\npreferred. This represents the overlap between the lowest number of free\nparameters and highest model preference in the cases investigated in this work.","PeriodicalId":501163,"journal":{"name":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","volume":"2 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Knobs and dials of retrieving JWST transmission spectra. I. The importance of p-T profile complexity\",\"authors\":\"Simon Schleich, Sudeshna Boro Saikia, Quentin Changeat, Manuel Güdel, Aiko Voigt, Ingo Waldmann\",\"doi\":\"arxiv-2409.09127\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We investigate the impact of using multipoint p-T profiles of varying\\ncomplexity on the retrieval of synthetically generated hot Jupiter transmission\\nspectra modelled after state-of-the-art observations of the hot Jupiter\\nWASP-39~b with JWST. We perform homogenised atmospheric retrievals with the\\nTauREx retrieval framework on a sample of synthetically generated transmission\\nspectra, accounting for varying cases of underlying p-T profiles, cloud-top\\npressures, and expected noise levels. These retrievals are performed using a\\nfixed-pressure multipoint p-T prescription with increasing complexity, ranging\\nfrom isothermal to an eleven-point profile. We evaluate the performance of the\\nretrievals based on the Bayesian model evidence, and the accuracy of the\\nretrievals compared to the known input parameters. We find that performing\\natmospheric retrievals using an isothermal prescription for the\\npressure-temperature profile consistently results in wrongly retrieved\\natmospheric parameters when compared to the known input parameters. For an\\nunderlying p-T profile with a fully positive lapse rate, we find that a\\ntwo-point profile is sufficient to retrieve the known atmospheric parameters,\\nwhile under the presence of an atmospheric temperature inversion, we find that\\na more complex profile is necessary. Our investigation shows that, for a data\\nquality scenario mirroring state-of-the-art observations of a hot Jupiter with\\nJWST, an isothermal p-T prescription is insufficient to correctly retrieve the\\nknown atmospheric parameters. We find a model complexity preference dependent\\non the underlying pressure-temperature structure, but argue that a p-T\\nprescription on the complexity level of a four-point profile should be\\npreferred. This represents the overlap between the lowest number of free\\nparameters and highest model preference in the cases investigated in this work.\",\"PeriodicalId\":501163,\"journal\":{\"name\":\"arXiv - PHYS - Instrumentation and Methods for Astrophysics\",\"volume\":\"2 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Instrumentation and Methods for Astrophysics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.09127\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Instrumentation and Methods for Astrophysics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.09127","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.