Results 31 to 40 of about 526 (97)

A Geometric Approach to Estimate Background in Astronomical Images

open access: yesThe Astrophysical Journal Supplement Series
Estimating the true background in an astronomical image is fundamental to detecting faint sources. In a typical low-photon-count astronomical image, such as in the far- and near-ultraviolet wavelength ranges, conventional methods relying on 3 σ clipping ...
Pushpak Pandey, Kanak Saha
doaj   +1 more source

Pluto’s Surface Mapping Using Unsupervised Learning from Near-infrared Observations of LEISA/Ralph

open access: yesThe Planetary Science Journal, 2023
We map the surface of Pluto using an unsupervised machine-learning technique using the near-infrared observations of the LEISA/Ralph instrument on board NASA’s New Horizons spacecraft.
A. Emran   +5 more
doaj   +1 more source

Disentangling Multiple Emitting Components in Molecular Observations with Nonnegative Matrix Factorization

open access: yesThe Astrophysical Journal
Molecular emission from the galactic and extragalactic interstellar medium (ISM) is often used to determine the physical conditions of the dense gas. However, even from spatially resolved regions, the observed molecules do not necessarily arise from a ...
Damien de Mijolla   +3 more
doaj   +1 more source

Bayesian Unbiasing of the Gaia Space Mission Time Series Database

open access: yes, 2017
21 st century astrophysicists are confronted with the herculean task of distilling the maximum scientific return from extremely expensive and complex space- or ground-based instrumental projects.
Delgado, Héctor E., Sarro, Luis M.
core   +1 more source

Regression for Astronomical Data with Realistic Distributions, Errors, and Nonlinearity

open access: yesThe Astronomical Journal
We have developed a new regression technique, the maximum likelihood (ML)–based method and its variant, the Kolmogorov–Smirnov (KS) test–based method, designed to obtain unbiased regression results from typical astronomical data. A normalizing flow model
Tao Jing, Cheng Li
doaj   +1 more source

An Information-based Metric for Observing Strategy Optimization, Demonstrated in the Context of Photometric Redshifts for LSST

open access: yesThe Astrophysical Journal Supplement Series
The observing strategy (OS) of an astronomical survey influences the degree to which its resulting data can be used to accomplish any science goal, necessitating upcoming programs, including those on the Rubin and Roman telescopes, to solicit metrics in ...
Alex I. Malz   +4 more
doaj   +1 more source

Identifying Diffuse Spatial Structures in High-energy Photon Lists

open access: yesThe Astronomical Journal, 2023
Data from high-energy observations are usually obtained as lists of photon events. A common analysis task for such data is to identify whether diffuse emission exists, and to estimate its surface brightness, even in the presence of point sources that may
Minjie Fan   +5 more
doaj   +1 more source

AstroM3: A Self-supervised Multimodal Model for Astronomy

open access: yesThe Astronomical Journal
While machine-learned models are now routinely employed to facilitate astronomical inquiry, model inputs tend to be limited to a primary data source (namely images or time series) and, in the more advanced approaches, some metadata.
M. Rizhko, J. S. Bloom
doaj   +1 more source

An Efficient Interpolation Technique for Jump Proposals in Reversible-Jump Markov Chain Monte Carlo Calculations

open access: yes, 2015
Selection among alternative theoretical models given an observed data set is an important challenge in many areas of physics and astronomy. Reversible-jump Markov chain Monte Carlo (RJMCMC) is an extremely powerful technique for performing Bayesian model
Farr, Will M.   +2 more
core   +1 more source

Statistical Properties of a Polarization Vector’s Ellipticity Angle

open access: yesThe Astrophysical Journal
The orientation of a polarization vector on the Poincaré sphere is defined by its position angle (PA) and ellipticity angle (EA). The radio emission from pulsars, magnetars, and fast radio bursts can be elliptically polarized, and measurements of the EA ...
M. M. McKinnon
doaj   +1 more source

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