Evidence for Spatial Separation of Galactic Dust Populations
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arXiv
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| Auteurs principaux: | , , , , , , , |
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| Format: | Preprint |
| Publié: |
2023
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| _version_ | 1866913342117904384 |
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| author | Shiu, Corwin Benton, Steven J. Filippini, Jeffrey P. Fraisse, Aurélien A. Jones, William C. Nagy, Johanna M. Padilla, Ivan L. Soler, Juan D. |
| author_facet | Shiu, Corwin Benton, Steven J. Filippini, Jeffrey P. Fraisse, Aurélien A. Jones, William C. Nagy, Johanna M. Padilla, Ivan L. Soler, Juan D. |
| contents | We present an implementation of a Bayesian mixture model using Hamiltonian Monte Carlo (HMC) techniques to search for spatial separation of Galactic dust populations. Utilizing intensity measurements from Planck High Frequency Instrument (HFI), we apply this model to high-latitude Galactic dust emission. Our analysis reveals a strong preference for a spatially-varying two-population dust model over a one-population dust model, when the latter must capture the total variance in the sky. Each dust population is well characterized by a single-component spectral energy distribution (SED) and accommodates small variations. These populations could signify two distinct components, or may originate from a one-component model with different temperatures resulting in different SED scalings. While no spatial information is built into the likelihood, our investigation unveils large-scale spatially coherent structures with high significance, pointing to a physical origin for the observed spatial variation. These results are robust to our choice of likelihood and of input data. Furthermore, this spatially varying two-population model is the most favored from Bayesian evidence calculations. Incorporating IRAS 100 $μ$m to constrain the Wein-side of the blackbody function, we find the dust populations differ at the 2.5$σ$ level in the spectral index ($β_d$) vs. temperature ($T_d$) plane. The presence of multiple dust populations has implications for component separation techniques frequently employed in the recovery of the cosmic microwave background. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2310_04410 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Evidence for Spatial Separation of Galactic Dust Populations Shiu, Corwin Benton, Steven J. Filippini, Jeffrey P. Fraisse, Aurélien A. Jones, William C. Nagy, Johanna M. Padilla, Ivan L. Soler, Juan D. Astrophysics of Galaxies Cosmology and Nongalactic Astrophysics We present an implementation of a Bayesian mixture model using Hamiltonian Monte Carlo (HMC) techniques to search for spatial separation of Galactic dust populations. Utilizing intensity measurements from Planck High Frequency Instrument (HFI), we apply this model to high-latitude Galactic dust emission. Our analysis reveals a strong preference for a spatially-varying two-population dust model over a one-population dust model, when the latter must capture the total variance in the sky. Each dust population is well characterized by a single-component spectral energy distribution (SED) and accommodates small variations. These populations could signify two distinct components, or may originate from a one-component model with different temperatures resulting in different SED scalings. While no spatial information is built into the likelihood, our investigation unveils large-scale spatially coherent structures with high significance, pointing to a physical origin for the observed spatial variation. These results are robust to our choice of likelihood and of input data. Furthermore, this spatially varying two-population model is the most favored from Bayesian evidence calculations. Incorporating IRAS 100 $μ$m to constrain the Wein-side of the blackbody function, we find the dust populations differ at the 2.5$σ$ level in the spectral index ($β_d$) vs. temperature ($T_d$) plane. The presence of multiple dust populations has implications for component separation techniques frequently employed in the recovery of the cosmic microwave background. |
| title | Evidence for Spatial Separation of Galactic Dust Populations |
| topic | Astrophysics of Galaxies Cosmology and Nongalactic Astrophysics |
| url | https://arxiv.org/abs/2310.04410 |