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Related papers: StarStream: Automatic detection algorithm for stel…

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We apply the automatic stellar stream detection algorithm StarStream to Gaia Data Release 3 and identify 87 stellar streams associated with Galactic globular clusters (GCs), including 34 high-quality cases with median completeness and…

Astrophysics of Galaxies · Physics 2026-03-02 Yingtian Chen , Oleg Y. Gnedin , Adrian M. Price-Whelan

We have designed a powerful new algorithm to detect stellar streams in an automated and systematic way. The algorithm, which we call the STREAMFINDER, is well suited for finding dynamically cold and thin stream structures that may lie along…

Astrophysics of Galaxies · Physics 2018-05-09 Khyati Malhan , Rodrigo Ibata

We present SkyCURTAINs, a data driven and model agnostic method to search for stellar streams in the Milky Way galaxy using data from the Gaia telescope. SkyCURTAINs is a weakly supervised machine learning algorithm that builds a background…

Astrophysics of Galaxies · Physics 2024-05-22 Debajyoti Sengupta , Stephen Mulligan , David Shih , John Andrew Raine , Tobias Golling

The Gaia astrometric mission may offer an unprecedented opportunity to discover new tidal streams in the Galactic halo. To test this, we apply nGC3, a great-circle-cell count method that combines position and proper motion data to identify…

Astrophysics of Galaxies · Physics 2017-07-19 Cecilia Mateu , Andrew Cooper , Andreea S. Font , Luis Aguilar , Carlos Frenk , Shaun Cole , Wenting Wang , Ian G. McCarthy

Streams of stars from captured dwarf galaxies and dissolved globular clusters are identifiable through the similarity of their orbital parameters, a fact that remains true long after the streams have dispersed spatially. We calculate the…

Astrophysics of Galaxies · Physics 2020-01-08 Nicholas W. Borsato , Sarah L. Martell , Jeffrey D. Simpson

The hierarchical model of galaxy formation predicts that the Milky Way halo is populated by tidal debris of dwarf galaxies and globular clusters. Due to long dynamical times, debris from the lowest mass objects remains coherent as thin and…

Astrophysics of Galaxies · Physics 2024-05-31 Ana Bonaca , Adrian M. Price-Whelan

In this paper, we present a holistic view of the detection, characterization, and origin of stellar streams in the disk of a simulated Milky Way-like galaxy. The star-by-star simulation of the Galaxy evolves stars born in clusters in a…

Astrophysics of Galaxies · Physics 2021-06-07 Harshil Kamdar , Charlie Conroy , Yuan-Sen Ting

We present an update to Via Machinae, an automated stellar stream-finding algorithm based on the deep learning anomaly detector ANODE. Via Machinae identifies stellar streams within Gaia, using only angular positions, proper motions, and…

Astrophysics of Galaxies · Physics 2023-03-06 David Shih , Matthew R. Buckley , Lina Necib

A method to search for tidal streams and to fit their orbits based on maximum likelihood is presented and applied to the Gaia data. Tests of the method are performed showing how a simulated stream produced by tidal stripping of a star…

Astrophysics of Galaxies · Physics 2020-10-28 C. G. Palau , J. Miralda-Escudé

STREAMFINDER is a new algorithm that we have built to detect stellar streams in an automated and systematic way in astrophysical datasets that possess any combination of positional and kinematic information. In Paper I, we introduced the…

Astrophysics of Galaxies · Physics 2018-06-06 Khyati Malhan , Rodrigo A. Ibata , Bertrand Goldman , Nicolas F. Martin , Eugene Magnier , Kenneth Chambers

The Gaia mission promises to deliver precision astrometry at an unprecedented level, heralding a new era for discerning the kinematic and spatial coordinates of stars in our Galaxy. Here, we present a new technique for estimating the age of…

Astrophysics of Galaxies · Physics 2018-06-06 Sownak Bose , Idan Ginsburg , Abraham Loeb

Stellar streams provide one of the most promising avenues for constraining the global mass distribution of the Milky Way and the nature of dark matter (DM). The stream stars' kinematic "track" enables inference of large-scale properties of…

Astrophysics of Galaxies · Physics 2025-10-02 Kiyan Tavangar , Adrian M. Price-Whelan

Dynamically cold stellar streams from tidally dissolved globular clusters (GCs) serve as excellent tools to measure the Galactic mass distribution and show promise to probe the nature of dark matter. For successful application of these…

Astrophysics of Galaxies · Physics 2026-03-30 Colin Holm-Hansen , Yingtian Chen , Oleg Y. Gnedin

We develop a new machine learning algorithm, Via Machinae, to identify cold stellar streams in data from the Gaia telescope. Via Machinae is based on ANODE, a general method that uses conditional density estimation and sideband…

Astrophysics of Galaxies · Physics 2021-12-30 David Shih , Matthew R. Buckley , Lina Necib , John Tamanas

We present the discovery of a large population of stellar streams that surround the inner Galaxy, found in the Gaia DR2 catalog using the new STREAMFINDER algorithm. Here we focus on the properties of eight new high-significance structures…

Astrophysics of Galaxies · Physics 2019-02-27 Rodrigo Ibata , Khyati Malhan , Nicolas Martin

Globular cluster (GC) streams, debris of stars that tidally stripped from their progenitor GCs, have densities that correlate positively with the GC mass loss rate. In this work, we employ a novel particle spray algorithm that can…

Astrophysics of Galaxies · Physics 2025-01-30 Yingtian Chen , Hui Li , Oleg Y. Gnedin

The origins of most stellar streams in the Milky Way are unknown. With improved proper motions provided by Gaia EDR3, we show that the orbits of 23 Galactic stellar streams are highly clustered in orbital phase space. Based on their…

We aim to measure the proper motion along the Sagittarius stream that is the missing piece to determine its full 6D phase space coordinates. We conduct a blind search of over-densities in proper motion from Gaia DR2 in a broad region around…

Astrophysics of Galaxies · Physics 2020-03-04 T. Antoja , P. Ramos , C. Mateu , A. Helmi , F. Anders , C. Jordi , J. A. Carballo-Bello

We apply the model-agnostic anomaly detection method Cathode - originally developed for particle physics - to search for stellar streams in Gaia data. We combine Cathode with Via Machinae 3.0: a re-optimized version of the stellar stream…

Astrophysics of Galaxies · Physics 2025-09-11 Anna Hallin , David Shih , Claudius Krause , Matthew R. Buckley

We develop a new method for simulating stellar streams generated by globular clusters using angle-action coordinates. This method reproduces the variable mass-loss and variable frequency of the stripped stars caused by the changing tidal…

Astrophysics of Galaxies · Physics 2025-11-10 Carles G. Palau , Wenting Wang , Jiaxin Han
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