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相关论文: Extracting the Subhalo Mass Function from Strong L…

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The goal of this paper is to develop a machine learning model to analyze the main gravitational lens and detect dark substructure (subhalos) within simulated images of strongly lensed galaxies. Using the technique of image segmentation, we…

宇宙学与河外天体物理 · 物理学 2022-01-27 Bryan Ostdiek , Ana Diaz Rivero , Cora Dvorkin

We investigate the possibility of applying machine learning techniques to images of strongly lensed galaxies to detect a low mass cut-off in the spectrum of dark matter sub-halos within the lens system. We generate lensed images of systems…

宇宙学与河外天体物理 · 物理学 2020-05-13 Sreedevi Varma , Malcolm Fairbairn , Julio Figueroa

Strong gravitational lensing is a promising way of uncovering the nature of dark matter, by finding perturbations to images that cannot be well accounted for by modeling the lens galaxy without additional structure, be it subhalos (smaller…

宇宙学与河外天体物理 · 物理学 2020-01-29 Ana Diaz Rivero , Cora Dvorkin

Tens of thousands of galaxy-galaxy strong lensing systems are expected to be discovered by the end of the decade. These will form a vast new dataset that can be used to probe subgalactic dark matter structures through its gravitational…

宇宙学与河外天体物理 · 物理学 2024-01-31 Arthur Tsang , Atınç Çağan Şengül , Cora Dvorkin

Examining the properties of subhalos with strong gravitational lensing images can shed light on the nature of dark matter. From upcoming large-scale surveys, we expect to discover orders of magnitude more strong lens systems that can be…

宇宙学与河外天体物理 · 物理学 2024-01-22 Gemma Zhang , Atınç Çağan Şengül , Cora Dvorkin

The inner region of a subhalo's density distribution is particularly sensitive to dark matter microphysics, with alternative dark matter models leading to both cored and steeply-rising inner density profiles. This work investigates how the…

宇宙学与河外天体物理 · 物理学 2026-02-25 Kassidy E. Kollmann , James W. Nightingale , Mariangela Lisanti , Andrew Robertson , Oren Slone

Strong gravitational lensing has emerged as a promising approach for probing dark matter models on sub-galactic scales. Recent work has proposed the subhalo effective density slope as a more reliable observable than the commonly used…

宇宙学与河外天体物理 · 物理学 2022-11-08 Gemma Zhang , Siddharth Mishra-Sharma , Cora Dvorkin

Strong gravitational lensing provides a powerful tool to directly infer the dark matter (DM) subhalo mass function (SHMF) in lens galaxies. However, comparing observationally inferred SHMFs to theoretical predictions remains challenging, as…

Dark matter substructures are interesting since they can reveal the properties of dark matter. Collisionless N-body simulations of cold dark matter show more substructures compared with the population of dwarf galaxy satellites observed in…

宇宙学与河外天体物理 · 物理学 2020-10-28 Joshua Yao-Yu Lin , Hang Yu , Warren Morningstar , Jian Peng , Gilbert Holder

The subtle and unique imprint of dark matter substructure on extended arcs in strong lensing systems contains a wealth of information about the properties and distribution of dark matter on small scales and, consequently, about the…

宇宙学与河外天体物理 · 物理学 2020-02-25 Johann Brehmer , Siddharth Mishra-Sharma , Joeri Hermans , Gilles Louppe , Kyle Cranmer

Constraining the distribution of small-scale structure in our universe allows us to probe alternatives to the cold dark matter paradigm. Strong gravitational lensing offers a unique window into small dark matter halos ($<10^{10} M_\odot$)…

We provide an analysis of a convolutional neural network's ability to identify the lensing signal of single dark matter subhalos in strong galaxy-galaxy lenses in the presence of increasingly complex source light morphology. We simulate a…

宇宙学与河外天体物理 · 物理学 2024-03-08 Tyler J. Hughes , Karl Glazebrook , Colin Jacobs

The dark halo substructures predicted by current cold dark matter simulations may in principle be detectable through strong-lensing image splitting of quasars on small angular scales (0.01 arcseconds or below). Here, we estimate the overall…

宇宙学与河外天体物理 · 物理学 2009-07-22 T. Riehm , E. Zackrisson , E. Mortsell , K. Wiik

Strong gravitational lensing offers a compelling test of the cold dark matter paradigm, as it allows for subhaloes with masses of $\sim10^{9}$ M$_\odot$ and below to be detected. We test commonly-used techniques for detecting subhaloes…

The study of dark matter substructure through strong gravitational lensing has shown enormous promise in probing the properties of dark matter on sub-galactic scales. This approach has already been used to place strong constraints on a wide…

星系天体物理 · 物理学 2025-03-14 Charles Gannon , Anna Nierenberg , Andrew Benson , Ryan Keeley , Xiaolong Du , Daniel Gilman

Strong gravitational lensing is a promising probe of the substructure of dark matter halos. Deep learning methods have the potential to accurately identify images containing substructure, and differentiate WIMP dark matter from other well…

宇宙学与河外天体物理 · 物理学 2020-04-09 Stephon Alexander , Sergei Gleyzer , Evan McDonough , Michael W. Toomey , Emanuele Usai

We present a 4 deg^2 weak gravitational lensing survey of subhalos in the very nearby Coma cluster using the Subaru/Suprime-Cam. The large apparent size of cluster subhalos allows us to measure the mass of 32 subhalos detected in a…

宇宙学与河外天体物理 · 物理学 2015-06-15 Nobuhiro Okabe , Toshifumi Futamase , Masaru Kajisawa , Risa Kuroshima

The arrival times, positions, and fluxes of multiple images in strong lens systems can be used to infer the presence of dark subhalos in the deflector, and thus test predictions of cold dark matter models. However, gravitational lensing…

宇宙学与河外天体物理 · 物理学 2017-03-16 Daniel Gilman , Adriano Agnello , Tommaso Treu , Charles R. Keeton , Anna M. Nierenberg

Strong gravitational lensing can be used as a tool for constraining the substructure in the mass distribution of galaxies. In this study we investigate the power spectrum of dark matter perturbations in a population of 23 Hubble Space…

宇宙学与河外天体物理 · 物理学 2024-08-08 Joshua Fagin , Georgios Vernardos , Grigorios Tsagkatakis , Yannis Pantazis , Anowar J. Shajib , Matthew O'Dowd

Strong-lensing images provide a wealth of information both about the magnified source and about the dark matter distribution in the lens. Precision analyses of these images can be used to constrain the nature of dark matter. However, this…

天体物理仪器与方法 · 物理学 2022-05-25 Konstantin Karchev , Adam Coogan , Christoph Weniger
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