A Principal Component Analysis of polycyclic aromatic hydrocarbon emission in NGC 2023
Ameek Sidhu (1, 2), Els Peeters (1, 2, 3), Jan Cami (1, 2, 3), and Collin Knight (1) ((1) Department of Physics & Astronomy, University of, Western Ontario, (2) Institute for Earth, Space Exploration, University of, Western Ontario, (3) SETI Institute)

TL;DR
This study applies principal component analysis to PAH emission features in NGC 2023, revealing that two main factors explain nearly all emission variation, linked to PAH ionization and emission strength.
Contribution
It introduces a PCA-based approach to analyze PAH emission variations, identifying key physical drivers in the nebula's PAH characteristics.
Findings
Two principal components explain 99% of PAH emission variation.
The first PC correlates with the amount of PAH emission, dominated by ionized species.
The second PC traces PAH ionization state and is influenced by radiation field strength.
Abstract
We use the measured fluxes of polycyclic aromatic hydrocarbon (PAH) emission features at 6.2, 7.7, 8.6, 11.0 and 11.2 m in the reflection nebula NGC 2023 to carry out a principal component analysis (PCA) as a means to study previously reported variations in the PAH emission. We find that almost all of the variations (99%) can be explained with just two parameters -- the first two principal components (PCs). We explore the characteristics of these PCs and show that the first PC (), which is the primary driver of the variation, represents the amount of emission of a mixture of PAHs with ionized species dominating over neutral species. The second PC () traces variations in the ionization state of the PAHs across the nebula. Correlations of the PCs with various PAH ratios show that the 6.2 and 7.7 m bands behave differently than the 8.6 and 11.0 m bands,…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
