The MUSE Hubble Ultra Deep Field Survey Special Issue
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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 . -
Space Reporter's Handbook Mission Supplement
CBS News Space Reporter's Handbook - Mission Supplement Page 1 The CBS News Space Reporter's Handbook Mission Supplement Shuttle Mission STS-125: Hubble Space Telescope Servicing Mission 4 Written and Produced By William G. Harwood CBS News Space Analyst [email protected] CBS News 5/10/09 Page 2 CBS News Space Reporter's Handbook - Mission Supplement Revision History Editor's Note Mission-specific sections of the Space Reporter's Handbook are posted as flight data becomes available. Readers should check the CBS News "Space Place" web site in the weeks before a launch to download the latest edition: http://www.cbsnews.com/network/news/space/current.html DATE RELEASE NOTES 08/03/08 Initial STS-125 release 04/11/09 Updating to reflect may 12 launch; revised flight plan 04/15/09 Adding EVA breakdown; walkthrough 04/23/09 Updating for 5/11 launch target date 04/30/09 Adding STS-400 details from FRR briefing 05/04/09 Adding trajectory data; abort boundaries; STS-400 launch windows Introduction This document is an outgrowth of my original UPI Space Reporter's Handbook, prepared prior to STS-26 for United Press International and updated for several flights thereafter due to popular demand. The current version is prepared for CBS News. As with the original, the goal here is to provide useful information on U.S. and Russian space flights so reporters and producers will not be forced to rely on government or industry public affairs officers at times when it might be difficult to get timely responses. All of these data are available elsewhere, of course, but not necessarily in one place. -
Course Descriptions
COURSE DESCRIPTIONS Architectural Design Technology COURSE DESCRIPTIONS The following course descriptions are intended to briefly describe the nature of each of the courses. For more complete information, AAD 180 Fundamentals of Design I 3 (2,2,0,0) departments or faculty can provide specific course syllabuses. Introduction to the principles and theories of design and design methodology in the “making” of representations of form and space. The numbers in the right side of each description define the credits and average weekly contact hours the student will spend AAD 182 Fundamentals of Design II 3 (2,2,0,0) in formal classes during a 16 week semester. Classes scheduled Continuation of AAD 180, with emphasis on spatial sequence, for other than a 16 week semester will have the contact hours tectonics, and design precedents. adjusted accordingly. Prerequisite: AAD 180. A – defines the number of semester credits B Architecture – average number of lecture hours per week C – average number of laboratory hours per week AAE 100 Introduction to Architecture 3 (3,0,0,0) D – average number of clinical hours per week Survey of architecture. Includes historical examples and the E – average number of other formal instructional hours per week theoretical, social, technical, and environmental forces that shape this profession. Especially for majors and non-majors who wish to explore this field as a career choice. Automotive Technology, Collision and Repair ABDY 101B Collision Repair Fundamentals and Estimating 4 (1,6,0,0) This lecture/lab course includes an overview of the collision industry, instruction in safe shop procedures, measurement, vehicle disassembly, and estimating software and techniques. -
The Space-Based Global Observing System in 2010 (GOS-2010)
WMO Space Programme SP-7 The Space-based Global Observing For more information, please contact: System in 2010 (GOS-2010) World Meteorological Organization 7 bis, avenue de la Paix – P.O. Box 2300 – CH 1211 Geneva 2 – Switzerland www.wmo.int WMO Space Programme Office Tel.: +41 (0) 22 730 85 19 – Fax: +41 (0) 22 730 84 74 E-mail: [email protected] Website: www.wmo.int/pages/prog/sat/ WMO-TD No. 1513 WMO Space Programme SP-7 The Space-based Global Observing System in 2010 (GOS-2010) WMO/TD-No. 1513 2010 © World Meteorological Organization, 2010 The right of publication in print, electronic and any other form and in any language is reserved by WMO. Short extracts from WMO publications may be reproduced without authorization, provided that the complete source is clearly indicated. Editorial correspondence and requests to publish, reproduce or translate these publication in part or in whole should be addressed to: Chairperson, Publications Board World Meteorological Organization (WMO) 7 bis, avenue de la Paix Tel.: +41 (0)22 730 84 03 P.O. Box No. 2300 Fax: +41 (0)22 730 80 40 CH-1211 Geneva 2, Switzerland E-mail: [email protected] FOREWORD The launching of the world's first artificial satellite on 4 October 1957 ushered a new era of unprecedented scientific and technological achievements. And it was indeed a fortunate coincidence that the ninth session of the WMO Executive Committee – known today as the WMO Executive Council (EC) – was in progress precisely at this moment, for the EC members were very quick to realize that satellite technology held the promise to expand the volume of meteorological data and to fill the notable gaps where land-based observations were not readily available. -
American Mathematical Association of Two-Year Colleges
American Mathematical Association of Two-Year Colleges Photo courtesy of Visit Phoenix/dspaz.com 47th AMATYC Annual Conference Keynote Speakers October 28 – 31, 2021 Lindy Elkins-Tanton Arizona State University The NASA Psyche Mission: Journey to a Metallic World Sheraton Phoenix Downtown 340 North 3rd Street Talithia Williams Harvey Mudd College Phoenix, AZ 85004 Power in Numbers: Reservations (online): Unveiling Hidden Figures https://tinyurl.com/AMATYC2021Sheraton Reservations (phone): 1.866.837.4213 ext. 4 (mention AMATYC Conference) Featured Speakers James Tanton Mathematical Association of America Opening Doors The Astounding Mathematics Through Mathematics of Bicycle Tracks Scott Adamson Chandler-Gilbert CC Fired Up to Take Online Teaching Innovations Back to the Classroom! Hosted by ArizMATYC and the Southwest Region www.amatyc.org Vision Statement To be the leading voice and resource for excellence in mathematics education in the first two years of college Mission Statement To provide high quality professional development, to advocate and collaborate at all levels, and to build communities of learners for all involved in mathematics education in the first two years of college. Adopted by the Board on April 1, 2016 Core Values These are the Core Values that guide AMATYC’s internal and external interactions with each other and our community: Academic Excellence Access Collegiality Innovation Integrity Professional Development Teaching Excellence KEYNOTE SPEAKERS Thursday Keynote Session Lindy Elkins-Tanton The NASA Psyche Mission: Journey to a Metallic World Thursday, October 28 3:00 pm – 4:30 pm “Psyche” is both the name of a metallic asteroid, and the name of the NASA mission to visit that asteroid. -
From Earth to the Universe
From Earth to the Universe Free thirty-minute fulldome show in 4k resolution from ESO available as a series of fulldome frames for free download Directed by: Theofanis Matsopoulos 3D Animations and Graphics: Theofanis Matsopoulos, Luis Calçada & Martin Kornmesser Producer: Theofanis Matsopoulos & European Southern Observatory (ESO) Planetarium Production: Theofanis Matsopoulos Executive Producer: Lars Lindberg Christensen Script and Scientific Advice: Nicolas Matsopoulos, Lars Lindberg Christensen & Anne Rhodes Main Title Designer: Luis Calçada Narration: Sara Mendes Da Costa Audio Mix: Theofanis Matsopoulos German Version by Planetarium Hamburg Translator/Director: Thomas W. Kraupe Narrator: Regina Lemnitz Recorded at Primetime Studio, Hamburg, 2015 ---------- The night sky … both beautiful and mysterious. The subject of camp-fire stories, ancient myths and awe for as long as there have been people. Living beneath the open dark sky the earliest humans were aware of nightly changes as planets marched across the sky, the Moon waxed and waned, and occasional meteors flared across the horizon. Slowly the simple early observations revealed patterns that could be depended upon, leading to the first calendars. With the yearly cycle mapped out, settlements and agriculture could develop and early civilisations thrived. At the same time, the first maps of the sky grouped the brightest stars into familiar constellations, helping to develop navigational skills, expanding trade and aiding exploration. But the first astronomers had no real concept of the order behind the patterns of the sky. These early scientists and philosophers were still bound by a view of the cosmos that was tightly interwoven with mythology. The ancient Greeks, with their rigorous intellectual approach, took the first steps towards separating the young science of astronomy from the ancient sky myths. -
12 Strong Gravitational Lenses
12 Strong Gravitational Lenses Phil Marshall, MaruˇsaBradaˇc,George Chartas, Gregory Dobler, Ard´ısEl´ıasd´ottir,´ Emilio Falco, Chris Fassnacht, James Jee, Charles Keeton, Masamune Oguri, Anthony Tyson LSST will contain more strong gravitational lensing events than any other survey preceding it, and will monitor them all at a cadence of a few days to a few weeks. Concurrent space-based optical or perhaps ground-based surveys may provide higher resolution imaging: the biggest advances in strong lensing science made with LSST will be in those areas that benefit most from the large volume and the high accuracy, multi-filter time series. In this chapter we propose an array of science projects that fit this bill. We first provide a brief introduction to the basic physics of gravitational lensing, focusing on the formation of multiple images: the strong lensing regime. Further description of lensing phenomena will be provided as they arise throughout the chapter. We then make some predictions for the properties of samples of lenses of various kinds we can expect to discover with LSST: their numbers and distributions in redshift, image separation, and so on. This is important, since the principal step forward provided by LSST will be one of lens sample size, and the extent to which new lensing science projects will be enabled depends very much on the samples generated. From § 12.3 onwards we introduce the proposed LSST science projects. This is by no means an exhaustive list, but should serve as a good starting point for investigators looking to exploit the strong lensing phenomenon with LSST. -
Mapping Weak Gravitational Lensing Signals from Low-Redshift Galaxy Clusters to Compare Dark Matter and X-Ray Gas Substructures
MAPPING WEAK GRAVITATIONAL LENSING SIGNALS FROM LOW-REDSHIFT GALAXY CLUSTERS TO COMPARE DARK MATTER AND X-RAY GAS SUBSTRUCTURES. CLAIRE HAWKINS BROWN UNIVERSITY MAY 2020 1 Contents Acknowledgements: ...................................................................................................................................... 3 Abstract: ........................................................................................................................................................ 4 Introduction: .................................................................................................................................................. 5 Background: .................................................................................................................................................. 7 GR and Gravitational Lensing .................................................................................................................. 7 General Relativity ................................................................................................................................. 7 Gravitational Lensing ............................................................................................................................ 9 Galaxy Clusters ....................................................................................................................................... 11 Introduction to Galaxy Clusters ......................................................................................................... -
Stsci Newsletter: 2011 Volume 028 Issue 02
National Aeronautics and Space Administration Interacting Galaxies UGC 1810 and UGC 1813 Credit: NASA, ESA, and the Hubble Heritage Team (STScI/AURA) 2011 VOL 28 ISSUE 02 NEWSLETTER Space Telescope Science Institute We received a total of 1,007 proposals, after accounting for duplications Hubble Cycle 19 and withdrawals. Review process Proposal Selection Members of the international astronomical community review Hubble propos- als. Grouped in panels organized by science category, each panel has one or more “mirror” panels to enable transfer of proposals in order to avoid conflicts. In Cycle 19, the panels were divided into the categories of Planets, Stars, Stellar Rachel Somerville, [email protected], Claus Leitherer, [email protected], & Brett Populations and Interstellar Medium (ISM), Galaxies, Active Galactic Nuclei and Blacker, [email protected] the Inter-Galactic Medium (AGN/IGM), and Cosmology, for a total of 14 panels. One of these panels reviewed Regular Guest Observer, Archival, Theory, and Chronology SNAP proposals. The panel chairs also serve as members of the Time Allocation Committee hen the Cycle 19 Call for Proposals was released in December 2010, (TAC), which reviews Large and Archival Legacy proposals. In addition, there Hubble had already seen a full cycle of operation with the newly are three at-large TAC members, whose broad expertise allows them to review installed and repaired instruments calibrated and characterized. W proposals as needed, and to advise panels if the panelists feel they do not have The Advanced Camera for Surveys (ACS), Cosmic Origins Spectrograph (COS), the expertise to review a certain proposal. Fine Guidance Sensor (FGS), Space Telescope Imaging Spectrograph (STIS), and The process of selecting the panelists begins with the selection of the TAC Chair, Wide Field Camera 3 (WFC3) were all close to nominal operation and were avail- about six months prior to the proposal deadline. -
Observational Searches for Star-Forming Galaxies at Z > 6
Publications of the Astronomical Society of Australia (PASA), Vol. 33, e037, 35 pages (2016). C Astronomical Society of Australia 2016; published by Cambridge University Press. doi:10.1017/pasa.2016.26 Observational Searches for Star-Forming Galaxies at z > 6 Steven L. Finkelstein1,2 1Department of Astronomy, The University of Texas at Austin, Austin, TX 78712, USA 2Email: [email protected] (Received November 19, 2015; Accepted June 23, 2016) Abstract Although the universe at redshifts greater than six represents only the first one billion years (<10%) of cosmic time, the dense nature of the early universe led to vigorous galaxy formation and evolution activity which we are only now starting to piece together. Technological improvements have, over only the past decade, allowed large samples of galaxies at such high redshifts to be collected, providing a glimpse into the epoch of formation of the first stars and galaxies. A wide variety of observational techniques have led to the discovery of thousands of galaxy candidates at z > 6, with spectroscopically confirmed galaxies out to nearly z = 9. Using these large samples, we have begun to gain a physical insight into the processes inherent in galaxy evolution at early times. In this review, I will discuss (i) the selection techniques for finding distant galaxies, including a summary of previous and ongoing ground and space-based searches, and spectroscopic follow-up efforts, (ii) insights into galaxy evolution gleaned from measures such as the rest-frame ultraviolet luminosity function, the stellar mass function, and galaxy star-formation rates, and (iii) the effect of galaxies on their surrounding environment, including the chemical enrichment of the universe, and the reionisation of the intergalactic medium. -
Cosmology from Cosmic Shear and Robustness to Data Calibration
DES-2019-0479 FERMILAB-PUB-21-250-AE Dark Energy Survey Year 3 Results: Cosmology from Cosmic Shear and Robustness to Data Calibration A. Amon,1, ∗ D. Gruen,2, 1, 3 M. A. Troxel,4 N. MacCrann,5 S. Dodelson,6 A. Choi,7 C. Doux,8 L. F. Secco,8, 9 S. Samuroff,6 E. Krause,10 J. Cordero,11 J. Myles,2, 1, 3 J. DeRose,12 R. H. Wechsler,1, 2, 3 M. Gatti,8 A. Navarro-Alsina,13, 14 G. M. Bernstein,8 B. Jain,8 J. Blazek,7, 15 A. Alarcon,16 A. Ferté,17 P. Lemos,18, 19 M. Raveri,8 A. Campos,6 J. Prat,20 C. Sánchez,8 M. Jarvis,8 O. Alves,21, 22, 14 F. Andrade-Oliveira,22, 14 E. Baxter,23 K. Bechtol,24 M. R. Becker,16 S. L. Bridle,11 H. Camacho,22, 14 A. Carnero Rosell,25, 14, 26 M. Carrasco Kind,27, 28 R. Cawthon,24 C. Chang,20, 9 R. Chen,4 P. Chintalapati,29 M. Crocce,30, 31 C. Davis,1 H. T. Diehl,29 A. Drlica-Wagner,20, 29, 9 K. Eckert,8 T. F. Eifler,10, 17 J. Elvin-Poole,7, 32 S. Everett,33 X. Fang,10 P. Fosalba,30, 31 O. Friedrich,34 E. Gaztanaga,30, 31 G. Giannini,35 R. A. Gruendl,27, 28 I. Harrison,36, 11 W. G. Hartley,37 K. Herner,29 H. Huang,38 E. M. Huff,17 D. Huterer,21 N. Kuropatkin,29 P. Leget,1 A. R. Liddle,39, 40, 41 J. -
Weak Gravitational Lensing
Astronomy & Astrophysics manuscript no. 17th March 2011 (DOI: will be inserted by hand later) Weak Gravitational Lensing Sandrine Pires∗, Jean-Luc Starck∗, Adrienne Leonard∗, and Alexandre R´efr´egier∗ *AIM, CEA/DSM-CNRS-Universite Paris Diderot, IRFU/SEDI-SAP, Service d’Astrophysique, CEA Saclay, Orme des Merisiers, 91191 Gif-sur-Yvette, France 17th March 2011 Abstract This chapter reviews the data mining methods recently developed to solve standard data problems in weak gravitational lensing. We detail the differ- ent steps of the weak lensing data analysis along with the different techniques dedicated to these applications. An overview of the different techniques currently used will be given along with future prospects. Key words. Cosmology : Weak Lensing, Methods : Statistics, Data Analysis 1. Introduction Until about thirty years ago astronomers thought that the Universe was composed almost entirely of ordinary matter: protons, neutrons, electrons and atoms. The field of weak lensing has been motivated by the observations made in the last decades showing that visible matter represents only about 4-5% of the Universe (see Fig. 1). Currently, the majority of the Universe is thought to be dark, i.e. does not emit electromagnetic radiation. The Universe is thought to be mostly composed of an invisible, pressureless matter - potentially relic from higher energy theories - called “dark matter” (20-21%) and by an even more mysterious term, described in Einstein equations as a vacuum energy density, called “dark energy” (70%). This “dark” Universe is not well described or even understood; its presence is inferred indirectly from its gravitational effects, both on the motions of astronomical objects and on light propagation.