Families and clusters of diffuse interstellar bands: a data-driven correlation analysis. Issue 3 (16th December 2021)
- Record Type:
- Journal Article
- Title:
- Families and clusters of diffuse interstellar bands: a data-driven correlation analysis. Issue 3 (16th December 2021)
- Main Title:
- Families and clusters of diffuse interstellar bands: a data-driven correlation analysis
- Authors:
- Fan, Haoyu
Schwartz, Madison
Farhang, Amin
Cox, Nick L J
Ehrenfreund, Pascale
Monreal-Ibero, Ana
Foing, Bernard H
Salama, Farid
Kulik, Klay
MacIsaac, Heather
van Loon, Jacco Th
Cami, Jan - Abstract:
- ABSTRACT: More than 500 diffuse interstellar bands (DIBs) have been observed in astronomical spectra, and their signatures and correlations in different environments have been studied over the past decades to reveal clues about the nature of the carriers. We compare the equivalent widths of the DIBs, normalized to the amount of reddening, E B-V, to search for anticorrelated DIB pairs using a data sample containing 54 DIBs measured in 25 sightlines. This data sample covers most of the strong and commonly detected DIBs in the optical region, and the sightlines probe a variety of interstellar medium conditions. We find that 12.9 per cent of the DIB pairs are anticorrelated, and the lowest Pearson correlation coefficient is r norm ∼ −0.7. We revisit correlation-based DIB families and are able to reproduce the assignments of such families for the well-studied DIBs by applying hierarchical agglomerative and k -means clustering algorithms. We visualize the dissimilarities between DIBs, represented by 1 − r norm, using multidimensional scaling (MDS). With this representation, we find that the DIBs form a rather continuous sequence, which implies that some properties of the DIB carriers are changing gradually following this sequence. We also find that at that least two factors are needed to properly explain the dissimilarities between DIBs. While the first factor may be interpreted as related to the ionization properties of the DIB carriers, a physical interpretation of the secondABSTRACT: More than 500 diffuse interstellar bands (DIBs) have been observed in astronomical spectra, and their signatures and correlations in different environments have been studied over the past decades to reveal clues about the nature of the carriers. We compare the equivalent widths of the DIBs, normalized to the amount of reddening, E B-V, to search for anticorrelated DIB pairs using a data sample containing 54 DIBs measured in 25 sightlines. This data sample covers most of the strong and commonly detected DIBs in the optical region, and the sightlines probe a variety of interstellar medium conditions. We find that 12.9 per cent of the DIB pairs are anticorrelated, and the lowest Pearson correlation coefficient is r norm ∼ −0.7. We revisit correlation-based DIB families and are able to reproduce the assignments of such families for the well-studied DIBs by applying hierarchical agglomerative and k -means clustering algorithms. We visualize the dissimilarities between DIBs, represented by 1 − r norm, using multidimensional scaling (MDS). With this representation, we find that the DIBs form a rather continuous sequence, which implies that some properties of the DIB carriers are changing gradually following this sequence. We also find that at that least two factors are needed to properly explain the dissimilarities between DIBs. While the first factor may be interpreted as related to the ionization properties of the DIB carriers, a physical interpretation of the second factor is less clear and may be related to how DIB carriers interact with surrounding interstellar material. … (more)
- Is Part Of:
- Monthly notices of the Royal Astronomical Society. Volume 510:Issue 3(2022)
- Journal:
- Monthly notices of the Royal Astronomical Society
- Issue:
- Volume 510:Issue 3(2022)
- Issue Display:
- Volume 510, Issue 3 (2022)
- Year:
- 2022
- Volume:
- 510
- Issue:
- 3
- Issue Sort Value:
- 2022-0510-0003-0000
- Page Start:
- 3546
- Page End:
- 3560
- Publication Date:
- 2021-12-16
- Subjects:
- dust, extinction -- ISM: lines and bands -- ISM: molecules
Astronomy -- Periodicals
Periodicals
520.5 - Journal URLs:
- http://mnras.oxfordjournals.org/ ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2966 ↗
http://www.blackwell-synergy.com/issuelist.asp?journal=mnr ↗
http://www.blackwell-synergy.com/loi/mnr ↗
http://ukcatalogue.oup.com/ ↗ - DOI:
- 10.1093/mnras/stab3651 ↗
- Languages:
- English
- ISSNs:
- 0035-8711
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5943.000000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20368.xml