12 Strong Gravitational Lenses
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Photometric Redshift Estimation of Distant Quasars
Photometric Redshift Estimation of Distant Quasars Joris van Vugt1 Department of Articial Intelligence Radboud University Nijmegen Supervisor: Dr. F. Gieseke2 Internal Supervisor: Dr. L.G. Vuurpijl3 July 6, 2016 Bachelor Thesis 1Student number: s4279859, correspondence: [email protected] 2Institute for Computing and Information Sciences, Radboud University Nijmegen 3Department of Articial Intelligence, Radboud University Nijmegen Abstract Light emitted by celestial objects is shifted towards higher wavelengths when it reaches Earth. This is called redshift. Photometric redshift estimation is necessary to process the large amount of data produced by contemporary and future telescopes. However, the lter bands recorded by the Sloan Digital Sky Survey are not sucient for accurate estimation of the redshift of high- redshift quasars. Filter bands that cover higher wavelengths, such as those in the WISE and UKIDSS catalogues provide more information. Taking these lter bands into account causes the problem of missing data, since they might not be available for every object. This thesis explores three ways of dealing with missing data: (1) discarding all objects with missing data, (2) training multiple models and (3) naively imputing the missing data. Contents 1 Introduction 3 1.1 Astroinformatics . .3 1.2 Photometric Redshift Estimation . .3 1.2.1 Classication Versus Regression . .4 1.2.2 Algorithms Used for the SDSS Catalogue . .5 1.3 Machine Learning . .5 1.4 Datasets . .5 1.4.1 SDSS . .5 1.4.2 Quasars from SDSS, WISE and UKIDSS . .6 2 Methods 8 2.1 Supervised learning . .8 2.1.1 k-Nearest Neighbours . .8 2.1.2 Random Forests . .9 2.2 Evaluation metrics . -
Using Concrete Scales: a Practical Framework for Effective Visual Depiction of Complex Measures Fanny Chevalier, Romain Vuillemot, Guia Gali
Using Concrete Scales: A Practical Framework for Effective Visual Depiction of Complex Measures Fanny Chevalier, Romain Vuillemot, Guia Gali To cite this version: Fanny Chevalier, Romain Vuillemot, Guia Gali. Using Concrete Scales: A Practical Framework for Effective Visual Depiction of Complex Measures. IEEE Transactions on Visualization and Computer Graphics, Institute of Electrical and Electronics Engineers, 2013, 19 (12), pp.2426-2435. 10.1109/TVCG.2013.210. hal-00851733v1 HAL Id: hal-00851733 https://hal.inria.fr/hal-00851733v1 Submitted on 8 Jan 2014 (v1), last revised 8 Jan 2014 (v2) HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. Using Concrete Scales: A Practical Framework for Effective Visual Depiction of Complex Measures Fanny Chevalier, Romain Vuillemot, and Guia Gali a b c Fig. 1. Illustrates popular representations of complex measures: (a) US Debt (Oto Godfrey, Demonocracy.info, 2011) explains the gravity of a 115 trillion dollar debt by progressively stacking 100 dollar bills next to familiar objects like an average-sized human, sports fields, or iconic New York city buildings [15] (b) Sugar stacks (adapted from SugarStacks.com) compares caloric counts contained in various foods and drinks using sugar cubes [32] and (c) How much water is on Earth? (Jack Cook, Woods Hole Oceanographic Institution and Howard Perlman, USGS, 2010) shows the volume of oceans and rivers as spheres whose sizes can be compared to that of Earth [38]. -
A Rapidly Spinning Black Hole Powers the Einstein Cross
The Astrophysical Journal Letters, 792:L19 (5pp), 2014 September 1 doi:10.1088/2041-8205/792/1/L19 C 2014. The American Astronomical Society. All rights reserved. Printed in the U.S.A. A RAPIDLY SPINNING BLACK HOLE POWERS THE EINSTEIN CROSS Mark T. Reynolds1, Dominic J. Walton2, Jon M. Miller1, and Rubens C. Reis1 1 Department of Astronomy, University of Michigan, 311 West Hall, 1085 South University Avenue, Ann Arbor, MI 48109, USA; [email protected] 2 Cahill Center for Astronomy and Astrophysics, California Institute of Technology, Pasadena, CA 91125, USA Received 2014 July 22; accepted 2014 August 7; published 2014 August 20 ABSTRACT Observations over the past 20 yr have revealed a strong relationship between the properties of the supermassive black hole lying at the center of a galaxy and the host galaxy itself. The magnitude of the spin of the black hole will play a key role in determining the nature of this relationship. To date, direct estimates of black hole spin have been restricted to the local universe. Herein, we present the results of an analysis of ∼0.5 Ms of archival Chandra observations of the gravitationally lensed quasar Q 2237+305 (aka the “Einstein-cross”), lying at a redshift of z = 1.695. The boost in flux provided by the gravitational lens allows constraints to be placed on the spin of a black hole at such high redshift for the first time. Utilizing state of the art relativistic disk reflection models, the black = +0.06 hole is found to have a spin of a∗ 0.74−0.03 at the 90% confidence level. -
Set 4: Active Galaxies
Set 4: Active Galaxies Phenomenology • History: Seyfert in the 1920’s reported that a small fraction (few tenths of a percent) of galaxies have bright nuclei with broad emission lines. 90% are in spiral galaxies • Seyfert galaxies categorized as 1 if emission lines of HI, HeI and HeII are very broad - Doppler broadening of 1000-5000 km/s and narrower forbidden lines of ∼ 500km/s. Variable. Seyfert 2 if all lines are ∼ 500km/s. Not variable. • Both show a featureless continuum, for Seyfert 1 often more luminous than the whole galaxy • Seyferts are part of a class of galaxies with active galactic nuclei (AGN) • Radio galaxies mainly found in ellipticals - also broad and narrow line - extremely bright in the radio - often with extended lobes connected to center by jets of ∼ 50kpc in extent Radio Galaxy 3C31, NGC 383 Phenomenology • Quasars discovered in 1960 by Matthews and Sandage are extremely distant, quasi-starlike, with broad emission lines. Faint fuzzy halo reveals the parent galaxy of extremely luminous object 38−41 11−14 - visible luminosity L ∼ 10 W or ∼ 10 L • Quasars can be both radio loud (QSR) and quiet (QSO) • Blazars (BL Lac) highly variable AGN with high degree of polarization, mostly in ellipticals • ULIRGs - ultra luminous infrared galaxies - possibly dust enshrouded AGN (alternately may be starburst) • LINERS - similar to Seyfert 2 but low ionization nuclear emission line region - low luminosity AGN with strong emission lines of low ionization species Spectrum . • AGN share a basic general form for their continuum emission • Flat broken power law continuum - specific flux −α Fν / ν . -
Constellation Queries Over Big Data
Constellation Queries over Big Data Fabio Porto Amir Khatibi Joao Guilherme Nobre LNCC UFMG LNCC DEXL Lab Brazil DEXL Lab Petropolis, Brazil [email protected] Petropolis, Brazil [email protected] [email protected] Eduardo Ogasawara Patrick Valduriez Dennis Shasha CEFET-RJ INRIA New York University Rio de Janeiro, Brazil Montpellier, France New York, USA [email protected] [email protected] [email protected] ABSTRACT The availability of large datasets in science, web and mobile A geometrical pattern is a set of points with all pairwise dis- applications enables new interpretations of natural phenom- tances (or, more generally, relative distances) specified. Find- ena and human behavior. ing matches to such patterns has applications to spatial data in Consider the following two use cases: seismic, astronomical, and transportation contexts. For exam- Scenario 1. An astronomy catalog is a table holding bil- ple, a particularly interesting geometric pattern in astronomy lions of sky objects from a region of the sky, captured by tele- is the Einstein cross, which is an astronomical phenomenon scopes. An astronomer may be interested in identifying the in which a single quasar is observed as four distinct sky ob- effects of gravitational lensing in quasars, as predicted by Ein- jects (due to gravitational lensing) when captured by earth stein’s General Theory of Relativity [2]. According to this the- telescopes. Finding such crosses, as well as other geometric ory, massive objects like galaxies bend light rays that travel patterns, is a challenging problem as the potential number of near them just as a glass lens does. -
Detection of PAH and Far-Infrared Emission from the Cosmic Eye
Accepted for publication in ApJ A Preprint typeset using LTEX style emulateapj v. 08/22/09 DETECTION OF PAH AND FAR-INFRARED EMISSION FROM THE COSMIC EYE: PROBING THE DUST AND STAR FORMATION OF LYMAN BREAK GALAXIES B. Siana1, Ian Smail2, A. M. Swinbank2, J. Richard2, H. I. Teplitz3, K. E. K. Coppin2, R. S. Ellis1, D. P. Stark4, J.-P. Kneib5, A. C. Edge2 Accepted for publication in ApJ ABSTRACT ∗ We report the results of a Spitzer infrared study of the Cosmic Eye, a strongly lensed, LUV Lyman Break Galaxy (LBG) at z =3.074. We obtained Spitzer IRS spectroscopy as well as MIPS 24 and 70 µm photometry. The Eye is detected with high significance at both 24 and 70 µm and, when including +4.7 11 a flux limit at 3.5 mm, we estimate an infrared luminosity of LIR = 8.3−4.4 × 10 L⊙ assuming a magnification of 28±3. This LIR is eight times lower than that predicted from the rest-frame UV properties assuming a Calzetti reddening law. This has also been observed in other young LBGs, and indicates that the dust reddening law may be steeper in these galaxies. The mid-IR spectrum shows strong PAH emission at 6.2 and 7.7 µm, with equivalent widths near the maximum values observed in star-forming galaxies at any redshift. The LP AH -to-LIR ratio lies close to the relation measured in local starbursts. Therefore, LP AH or LMIR may be used to estimate LIR and thus, star formation rate, of LBGs, whose fluxes at longer wavelengths are typically below current confusion limits. -
Close-Up View of a Luminous Star-Forming Galaxy at Z = 2.95 S
Close-up view of a luminous star-forming galaxy at z = 2.95 S. Berta, A. J. Young, P. Cox, R. Neri, B. M. Jones, A. J. Baker, A. Omont, L. Dunne, A. Carnero Rosell, L. Marchetti, et al. To cite this version: S. Berta, A. J. Young, P. Cox, R. Neri, B. M. Jones, et al.. Close-up view of a luminous star- forming galaxy at z = 2.95. Astronomy and Astrophysics - A&A, EDP Sciences, 2021, 646, pp.A122. 10.1051/0004-6361/202039743. hal-03147428 HAL Id: hal-03147428 https://hal.archives-ouvertes.fr/hal-03147428 Submitted on 19 Feb 2021 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. A&A 646, A122 (2021) Astronomy https://doi.org/10.1051/0004-6361/202039743 & c S. Berta et al. 2021 Astrophysics Close-up view of a luminous star-forming galaxy at z = 2.95? S. Berta1, A. J. Young2, P. Cox3, R. Neri1, B. M. Jones4, A. J. Baker2, A. Omont3, L. Dunne5, A. Carnero Rosell6,7, L. Marchetti8,9,10 , M. Negrello5, C. Yang11, D. A. Riechers12,13, H. Dannerbauer6,7, I. -
Lecture 6: Galaxy Dynamics (Basic) Elliptical Galaxy Dynamics
Lecture 6: Galaxy Dynamics (Basic) • Basic dynamics of galaxies – Ellipticals, kinematically hot random orbit systems – Spirals, kinematically cool rotating system • Key relations: – The fundamental plane of ellipticals/bulges – The Faber-Jackson relation for ellipticals/bulges – The Tully-Fisher for spirals disks • Using FJ and TF to calculate distances – The extragalactic distance ladder – Examples 1 Elliptical galaxy dynamics • Ellipticals are triaxial spheroids • No rotation, no flattened plane • Typically we can measure a velocity dispersion, σ – I.e., the integrated motions of the stars • Dynamics analogous to a gravitational bound cloud of gas (I.e., an isothermal sphere). • I.e., dp GM(r)ρ(r) HYDROSTATIC − = EQUILIBRIUM dr r2 Check Wikipedia “Hydrostatic PRESSURE FORCE GRAVITATIONAL FORCE Equilibrium” to see PER UNIT VOLUME PER UNIT VOLUME deriiation. € 2 1 Elliptical galaxy dynamics • For an isothermal sphere gas pressure is given by: 2 Reminder from p = ρ(r)σ Thermodynamics: P=nRT/V=ρT, 1 E=(3/2)kT=(1/2)mv^2 ρ(r) ∝ r2 σ 2 GM(r) 2 ⇒ 3 ∝ 4 2σ r r r M(r) = G M(r) ∝σ 2r € 3 € Elliptical galaxy dynamics • As E/S0s are centrally concentrated if σ is measured over sufficient area M(r)=>M, I.e., Total Mass ∝σ 2r • σ is measured from either: – Radial velocity distributions from individual stellar spectra – From line widths€ in integrated galaxy spectra [See Galactic Astronomy, Binney & Merrifield for details on how these are measured in practice] 4 2 Elliptical galaxy dynamices • We have three measureable quantities: – L = luminosity (or magnitude) – Re = effective or half-light radius – σ = velocity dispersion • From these we can derive Σο the central surface brightness (nb: one of these four is redundant as its calculable from the others.) • How are these related observationally and theoretically ? x y • I.e., what does: L ∝ Σ o σ ν look like ? Σο Log logL THE FUNDAMENTAL PLANE € Logσ 5 Fundamental Plane Theory 2 (I.e., stars behaving as if isothermal sphere) IF σν ∝ M Re 2 Surf. -
Isolated Elliptical Galaxies in the Local Universe
A&A 588, A79 (2016) Astronomy DOI: 10.1051/0004-6361/201527844 & c ESO 2016 Astrophysics Isolated elliptical galaxies in the local Universe I. Lacerna1,2,3, H. M. Hernández-Toledo4 , V. Avila-Reese4, J. Abonza-Sane4, and A. del Olmo5 1 Instituto de Astrofísica, Pontificia Universidad Católica de Chile, Av. V. Mackenna 4860, Santiago, Chile e-mail: [email protected] 2 Centro de Astro-Ingeniería, Pontificia Universidad Católica de Chile, Av. V. Mackenna 4860, Santiago, Chile 3 Max Planck Institute for Astronomy, Königstuhl 17, 69117 Heidelberg, Germany 4 Instituto de Astronomía, Universidad Nacional Autónoma de México, A.P. 70-264, 04510 México D. F., Mexico 5 Instituto de Astrofísica de Andalucía IAA – CSIC, Glorieta de la Astronomía s/n, 18008 Granada, Spain Received 26 November 2015 / Accepted 6 January 2016 ABSTRACT Context. We have studied a sample of 89 very isolated, elliptical galaxies at z < 0.08 and compared their properties with elliptical galaxies located in a high-density environment such as the Coma supercluster. Aims. Our aim is to probe the role of environment on the morphological transformation and quenching of elliptical galaxies as a function of mass. In addition, we elucidate the nature of a particular set of blue and star-forming isolated ellipticals identified here. Methods. We studied physical properties of ellipticals, such as color, specific star formation rate, galaxy size, and stellar age, as a function of stellar mass and environment based on SDSS data. We analyzed the blue and star-forming isolated ellipticals in more detail, through photometric characterization using GALFIT, and infer their star formation history using STARLIGHT. -
Ast110fall2015-Labmanual.Pdf
2015/2016 (http://astronomy.nmsu.edu/astro/Ast110Fall2015.pdf) 1 2 Contents 1IntroductiontotheAstronomy110Labs 5 2TheOriginoftheSeasons 21 3TheSurfaceoftheMoon 41 4ShapingSurfacesintheSolarSystem:TheImpactsofCometsand Asteroids 55 5IntroductiontotheGeologyoftheTerrestrialPlanets 69 6Kepler’sLawsandGravitation 87 7TheOrbitofMercury 107 8MeasuringDistancesUsingParallax 121 9Optics 135 10 The Power of Light: Understanding Spectroscopy 151 11 Our Sun 169 12 The Hertzsprung-Russell Diagram 187 3 13 Mapping the Galaxy 203 14 Galaxy Morphology 219 15 How Many Galaxies Are There in the Universe? 241 16 Hubble’s Law: Finding the Age of the Universe 255 17 World-Wide Web (Extra-credit/Make-up) Exercise 269 AFundamentalQuantities 271 BAccuracyandSignificantDigits 273 CUnitConversions 274 DUncertaintiesandErrors 276 4 Name: Lab 1 Introduction to the Astronomy 110 Labs 1.1 Introduction Astronomy is a physical science. Just like biology, chemistry, geology, and physics, as- tronomers collect data, analyze that data, attempt to understand the object/subject they are looking at, and submit their results for publication. Along thewayas- tronomers use all of the mathematical techniques and physics necessary to understand the objects they examine. Thus, just like any other science, a largenumberofmath- ematical tools and concepts are needed to perform astronomical research. In today’s introductory lab, you will review and learn some of the most basic concepts neces- sary to enable you to successfully complete the various laboratory exercises you will encounter later this semester. When needed, the weekly laboratory exercise you are performing will refer back to the examples in this introduction—so keep the worked examples you will do today with you at all times during the semester to use as a refer- ence when you run into these exercises later this semester (in fact, on some occasions your TA might have you redo one of the sections of this lab for review purposes). -
2) Adolgov-PACTS.Pdf
Primordial black holes, dark matter, and other cosmological puzzles A. D. Dolgov Novosibirsk State University, Novosibirsk, Russia ITEP, Moscow, Russia Particle, Astroparticle, and Cosmology Tallinn Symposium Tallinn, Estonia, June 18-22 2018 A. D. Dolgov PBH, DM, and other cosmological puzzles 19 June 2018 1 / 39 Recent astronomical data, which keep on appearing almost every day, show that the contemporary, z ∼ 0, and early, z ∼ 10, universe is much more abundantly populated by all kind of black holes, than it was expected even a few years ago. They may make a considerable or even 100% contribution to the cosmological dark matter. Among these BH: massive, M ∼ (7 − 8)M , 6 9 supermassive, M ∼ (10 − 10 )M , 3 5 intermediate mass M ∼ (10 − 10 )M , and a lot between and out of the intervals. Most natural is to assume that these black holes are primordial, PBH. Existence of such primordial black holes was essentially predicted a quarter of century ago (A.D. and J.Silk, 1993). A. D. Dolgov PBH, DM, and other cosmological puzzles 19 June 2018 2 / 39 However, this interpretation encounters natural resistance from the astronomical establishment. Sometimes the authors of new discoveries admitted that the observed phenomenon can be the explained by massive BHs, which drove the effect, but immediately retreated, saying that there was no known way to create sufficiently large density of such BHs. A. D. Dolgov PBH, DM, and other cosmological puzzles 19 June 2018 3 / 39 Astrophysical BH versus PBH Astrophysical BHs are results of stellar collapce after a star exhausted its nuclear fuel. -
And Ecclesiastical Cosmology
GSJ: VOLUME 6, ISSUE 3, MARCH 2018 101 GSJ: Volume 6, Issue 3, March 2018, Online: ISSN 2320-9186 www.globalscientificjournal.com DEMOLITION HUBBLE'S LAW, BIG BANG THE BASIS OF "MODERN" AND ECCLESIASTICAL COSMOLOGY Author: Weitter Duckss (Slavko Sedic) Zadar Croatia Pусскй Croatian „If two objects are represented by ball bearings and space-time by the stretching of a rubber sheet, the Doppler effect is caused by the rolling of ball bearings over the rubber sheet in order to achieve a particular motion. A cosmological red shift occurs when ball bearings get stuck on the sheet, which is stretched.“ Wikipedia OK, let's check that on our local group of galaxies (the table from my article „Where did the blue spectral shift inside the universe come from?“) galaxies, local groups Redshift km/s Blueshift km/s Sextans B (4.44 ± 0.23 Mly) 300 ± 0 Sextans A 324 ± 2 NGC 3109 403 ± 1 Tucana Dwarf 130 ± ? Leo I 285 ± 2 NGC 6822 -57 ± 2 Andromeda Galaxy -301 ± 1 Leo II (about 690,000 ly) 79 ± 1 Phoenix Dwarf 60 ± 30 SagDIG -79 ± 1 Aquarius Dwarf -141 ± 2 Wolf–Lundmark–Melotte -122 ± 2 Pisces Dwarf -287 ± 0 Antlia Dwarf 362 ± 0 Leo A 0.000067 (z) Pegasus Dwarf Spheroidal -354 ± 3 IC 10 -348 ± 1 NGC 185 -202 ± 3 Canes Venatici I ~ 31 GSJ© 2018 www.globalscientificjournal.com GSJ: VOLUME 6, ISSUE 3, MARCH 2018 102 Andromeda III -351 ± 9 Andromeda II -188 ± 3 Triangulum Galaxy -179 ± 3 Messier 110 -241 ± 3 NGC 147 (2.53 ± 0.11 Mly) -193 ± 3 Small Magellanic Cloud 0.000527 Large Magellanic Cloud - - M32 -200 ± 6 NGC 205 -241 ± 3 IC 1613 -234 ± 1 Carina Dwarf 230 ± 60 Sextans Dwarf 224 ± 2 Ursa Minor Dwarf (200 ± 30 kly) -247 ± 1 Draco Dwarf -292 ± 21 Cassiopeia Dwarf -307 ± 2 Ursa Major II Dwarf - 116 Leo IV 130 Leo V ( 585 kly) 173 Leo T -60 Bootes II -120 Pegasus Dwarf -183 ± 0 Sculptor Dwarf 110 ± 1 Etc.