Precise cosmological constraints from BOSS galaxy clustering with a simulation-based emulator of the wavelet scattering transform Article Swipe
Georgios Valogiannis
,
Sihan Yuan
,
Cora Dvorkin
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1103/physrevd.109.103503
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1103/physrevd.109.103503
For this study, we perform a reanalysis of the BOSS CMASS DR12 galaxy dataset using a simulation-based emulator for the wavelet scattering transform (WST) coefficients. Moving beyond our previous works, which laid the foundation for the first galaxy clustering application of this estimator, we construct a neural net-based emulator for the cosmological dependence of the WST coefficients and the 2-point correlation function multipoles, trained from the state-of-the-art suite of abacussummit simulations combined with a flexible halo occupation distribution (HOD) galaxy model. In order to confirm the accuracy of our pipeline, we subject it to a series of thorough internal and external mock parameter recovery tests, before applying it to reanalyze the CMASS observations in the redshift range 0.46 < z < 0.57. We find that a joint WST+2-point correlation function likelihood analysis allows us to obtain marginalized 1σ errors on the Λ CDM parameters that are tighter by a factor of 2.5–6, compared to the 2-point correlation function, and by a factor of 1.4–2.5 compared to the WST-only results. This corresponds to a competitive 0.9%, 2.3% and 1% level of determination for parameters ωc, σ8&ns, respectively, and also to a 0.7% and 2.5% constraint on derived parameters h and ƒ(z)σ8(z), in agreement with the Planck 2018 results. Our results reaffirm the constraining power of the WST and highlight the exciting prospect of employing higher-order statistics in order to fully exploit the power of upcoming stage-IV spectroscopic observations.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1103/physrevd.109.103503
- OA Status
- green
- Cited By
- 28
- References
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- Related Works
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- OpenAlex ID
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- OpenAlex ID
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https://openalex.org/W4396578722Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1103/physrevd.109.103503Digital Object Identifier
- Title
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Precise cosmological constraints from BOSS galaxy clustering with a simulation-based emulator of the wavelet scattering transformWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-05-02Full publication date if available
- Authors
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Georgios Valogiannis, Sihan Yuan, Cora DvorkinList of authors in order
- Landing page
-
https://doi.org/10.1103/physrevd.109.103503Publisher landing page
- Open access
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YesWhether a free full text is available
- OA status
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greenOpen access status per OpenAlex
- OA URL
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https://www.osti.gov/biblio/2356934Direct OA link when available
- Concepts
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Physics, Redshift, Galaxy, Estimator, Correlation function (quantum field theory), Halo, Astrophysics, Sigma, Cluster analysis, Algorithm, Statistical physics, Artificial intelligence, Computer science, Quantum mechanics, Statistics, Mathematics, DielectricTop concepts (fields/topics) attached by OpenAlex
- Cited by
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28Total citation count in OpenAlex
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2025: 18, 2024: 10Per-year citation counts (last 5 years)
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161Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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