Observational Searches for Star-Forming Galaxies at Z > 6
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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 . -
Quantum Foundations with Astronomical Photons Calvin Leung
Claremont Colleges Scholarship @ Claremont HMC Senior Theses HMC Student Scholarship 2017 Quantum Foundations with Astronomical Photons Calvin Leung Recommended Citation Leung, Calvin, "Quantum Foundations with Astronomical Photons" (2017). HMC Senior Theses. 112. https://scholarship.claremont.edu/hmc_theses/112 This Open Access Senior Thesis is brought to you for free and open access by the HMC Student Scholarship at Scholarship @ Claremont. It has been accepted for inclusion in HMC Senior Theses by an authorized administrator of Scholarship @ Claremont. For more information, please contact [email protected]. Quantum Foundations with Astronomical Photons Calvin Leung Jason Gallicchio, Advisor Department of Physics May, 2017 Copyright c 2017 Calvin Leung. The author grants Harvey Mudd College the nonexclusive right to make this work available for noncommercial, educational purposes, provided that this copyright statement appears on the reproduced materials and notice is given that the copying is by permission of the author. To disseminate otherwise or to republish requires written permission from the author. Abstract Bell's inequalities impose an upper limit on correlations between measurements of two-photon states under the assumption that the pho- tons play by a set of local rules rather than by quantum mechanics. Quantum theory and decades of experiments both violate this limit. Recent theoretical work in quantum foundations has demonstrated that a local realist model can explain the non-local correlations observed in experimental tests of Bell's inequality if the underlying probability dis- tribution of the local hidden variable depends on the choice of measure- ment basis, or \setting choice". By using setting choices determined by astrophysical events in the distant past, it is possible to asymptotically guarantee that the setting choice is independent of local hidden vari- ables which come into play around the time of the experiment, closing this \freedom-of-choice" loophole. -
The Large Scale Universe As a Quasi Quantum White Hole
International Astronomy and Astrophysics Research Journal 3(1): 22-42, 2021; Article no.IAARJ.66092 The Large Scale Universe as a Quasi Quantum White Hole U. V. S. Seshavatharam1*, Eugene Terry Tatum2 and S. Lakshminarayana3 1Honorary Faculty, I-SERVE, Survey no-42, Hitech city, Hyderabad-84,Telangana, India. 2760 Campbell Ln. Ste 106 #161, Bowling Green, KY, USA. 3Department of Nuclear Physics, Andhra University, Visakhapatnam-03, AP, India. Authors’ contributions This work was carried out in collaboration among all authors. Author UVSS designed the study, performed the statistical analysis, wrote the protocol, and wrote the first draft of the manuscript. Authors ETT and SL managed the analyses of the study. All authors read and approved the final manuscript. Article Information Editor(s): (1) Dr. David Garrison, University of Houston-Clear Lake, USA. (2) Professor. Hadia Hassan Selim, National Research Institute of Astronomy and Geophysics, Egypt. Reviewers: (1) Abhishek Kumar Singh, Magadh University, India. (2) Mohsen Lutephy, Azad Islamic university (IAU), Iran. (3) Sie Long Kek, Universiti Tun Hussein Onn Malaysia, Malaysia. (4) N.V.Krishna Prasad, GITAM University, India. (5) Maryam Roushan, University of Mazandaran, Iran. Complete Peer review History: http://www.sdiarticle4.com/review-history/66092 Received 17 January 2021 Original Research Article Accepted 23 March 2021 Published 01 April 2021 ABSTRACT We emphasize the point that, standard model of cosmology is basically a model of classical general relativity and it seems inevitable to have a revision with reference to quantum model of cosmology. Utmost important point to be noted is that, ‘Spin’ is a basic property of quantum mechanics and ‘rotation’ is a very common experience. -
Fy10 Budget by Program
AURA/NOAO FISCAL YEAR ANNUAL REPORT FY 2010 Revised Submitted to the National Science Foundation March 16, 2011 This image, aimed toward the southern celestial pole atop the CTIO Blanco 4-m telescope, shows the Large and Small Magellanic Clouds, the Milky Way (Carinae Region) and the Coal Sack (dark area, close to the Southern Crux). The 33 “written” on the Schmidt Telescope dome using a green laser pointer during the two-minute exposure commemorates the rescue effort of 33 miners trapped for 69 days almost 700 m underground in the San Jose mine in northern Chile. The image was taken while the rescue was in progress on 13 October 2010, at 3:30 am Chilean Daylight Saving time. Image Credit: Arturo Gomez/CTIO/NOAO/AURA/NSF National Optical Astronomy Observatory Fiscal Year Annual Report for FY 2010 Revised (October 1, 2009 – September 30, 2010) Submitted to the National Science Foundation Pursuant to Cooperative Support Agreement No. AST-0950945 March 16, 2011 Table of Contents MISSION SYNOPSIS ............................................................................................................ IV 1 EXECUTIVE SUMMARY ................................................................................................ 1 2 NOAO ACCOMPLISHMENTS ....................................................................................... 2 2.1 Achievements ..................................................................................................... 2 2.2 Status of Vision and Goals ................................................................................ -
Quasar Pairs with Arcminute Angular Separations
A&A 372, 1–7 (2001) Astronomy DOI: 10.1051/0004-6361:20010283 & c ESO 2001 Astrophysics Quasar pairs with arcminute angular separations V. I. Zhdanov1,2 and J. Surdej1,? 1 Institut d’Astrophysique, Universit´edeLi`ege, Avenue de Cointe 5, 4000 Li`ege, Belgium 2 Astronomical Observatory of Kyiv University, Observatorna St. 3, UA- 04053 Kyiv, Ukraine Received 19 October 2000 / Accepted 16 February 2001 Abstract. We use the V´eron-Cetty & V´eron (2000) catalog (VV) of 13 213 quasars to investigate their possible physical grouping over angular scales 1000 ≤ ∆θ ≤ 100000. We first estimate the number of quasar pairs that would be expected in VV assuming a random distribution for the quasar positions and taking into account observational selection effects affecting heterogeneous catalogs. We find in VV a statistically significant (>3σ)excessofpairs of quasars with similar redshifts (∆z ≤ 0.01) and angular separations in the 5000−10000 range, corresponding to projected linear separations (0.2−0.5) Mpc/h75(ΩM =1, ΩΛ =0)or(0.4−0.7) Mpc/h75(ΩM =0.3, ΩΛ =0.7). There is also some excess in the 10000−60000 range corresponding to (1−5) Mpc in projected linear separations. If most of these quasar pairs do indeed belong to large physical entities, these separations must represent the inner scales of huge mass concentrations (cf. galaxy clusters or superclusters) at high redshifts; but it is not excluded that some of the pairs may actually consist of multiple quasar images produced by gravitational lensing. Of course, a fraction of these pairs could also arise due to random projections of quasars on the sky. -
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 ......................................................................................................... -
Three Strongly Lensed Images of a Candidate Z 11 Galaxy
Accepted for publication in the Astrophysical Journal, Monday 29th October, 2012 Preprint typeset using LATEX style emulateapj v. 5/2/11 CLASH: THREE STRONGLY LENSED IMAGES OF A CANDIDATE z ≈ 11 GALAXY Dan Coe1, Adi Zitrin2, Mauricio Carrasco2,3, Xinwen Shu4, Wei Zheng5, Marc Postman1, Larry Bradley1, Anton Koekemoer1, Rychard Bouwens6, Tom Broadhurst7,8, Anna Monna9, Ole Host10,11, Leonidas A. Moustakas12, Holland Ford5, John Moustakas13, Arjen van der Wel14, Megan Donahue15, Steven A. Rodney5, Narciso Ben´ıtez16, Stephanie Jouvel10,17, Stella Seitz9,18, Daniel D. Kelson19, and Piero Rosati20 Accepted for publication in the Astrophysical Journal, Monday 29th October, 2012 ABSTRACT We present a candidate for the most distant galaxy known to date with a photometric redshift +0:6 z = 10:7−0:4 (95% confidence limits; with z < 9:5 galaxies of known types ruled out at 7.2-σ). This J-dropout Lyman Break Galaxy, named MACS0647-JD, was discovered as part of the Cluster Lensing and Supernova survey with Hubble (CLASH). We observe three magnified images of this galaxy due to strong gravitational lensing by the galaxy cluster MACSJ0647.7+7015 at z = 0:591. The images are magnified by factors of ∼8, 7, and 2, with the brighter two observed at ∼26th magnitude AB (∼0.15µJy) in the WFC3/IR F160W filter (∼1.4{1.7µm) where they are detected at &12-σ. All three images are also confidently detected at &6-σ in F140W (∼1.2{1.6µm), dropping out of detection from 15 lower wavelength HST filters (∼0.2{1.4µm), and lacking bright detections in Spitzer/IRAC 3.6µm and 4.5µm imaging (∼3.2{5.0µm). -
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. -
HST Images of Nearby Luminous Quasars II: Results for Eight Quasars and Tests of the Detection Sensitivity
HST IMAGES OF NEARBY LUMINOUS QUASARS I I RESULTS FOR EIGHT QUASARS AND TESTS OF THE 1 DETECTION SENSITIVITY John N Bahcall Soa Kirhakos Institute for Advanced Study School of Natural Sciences Princeton NJ and Donald P Schneider Department of Astronomy and Astrophysics The Pennsylvania State University University Park PA and Institute for Advanced Study School of Natural Sciences Princeton NJ Received accepted astro-ph/9501018 6 Jan 95 Based on observations with the NASAESA Hubble Space Telescope obtained at the Space Telescope Science Institute which is op erated by the Asso ciation of Universities for Research in Astronomy Inc under NASA contract NAS ABSTRACT HST observations of eight intrinsically luminous quasars with redshifts b etween and are presented Seven companion galaxies brighter than M H kms Mp c lie within a pro jected V distance of kp c of the quasars three of the companions are lo cated closer 00 than kp c pro jected distance from the quasars well within the volume that would b e enclosed by a typical L host galaxy The observed asso ciation of quasars and companion galaxies is statistically signicant and may b e an imp ortant element in the luminousquasar phenomenon Evidence for candidate host galaxies is presented for the three most promising cases PG C and PG but additional observations are required b efore the characteristics of the candidate hosts can b e regarded as established Upp er limits are placed on the visualband brightnesses of representative galactic hosts for all of the quasars -
U. S. Naval Observatory Washington, D. C. 20392-5420 Ued to Advance for the Astronomical Almanac and Astro- Nomical Phenomena
633 U. S. Naval Observatory Washington, D. C. 20392-5420 ued to advance for The Astronomical Almanac and Astro- nomical Phenomena. The Astronomical Almanac for 2001 was published at the earliest date in over 15 years. Proceed- I. PERSONNEL ings of the U.S. NAO Sesquicentennial Symposium, held last A. Civilian Personnel year, were published during this reporting period. USNO Circular 178, ‘‘List of Active Professional Observatories,’’ Retirements included Alan Bird. by M. Lukac and R. Miller, went to press in June 2000. Tom Corbin retired on Oct. 2, 1999 after a 35-year career Exchange of material also continued with both the Institut de at USNO. F.S. Gauss retired on 2 June, after a 37-year career Mechanique Celeste ͑France͒ and HMNAO. at USNO. A major effort to streamline almanac production is ongo- ing within the NAO. S. Stewart continued to review, docu- B. DoD Science and Engineering Apprenticeship ment, upgrade, and standardize production of Sections E and Program HofThe Astronomical Almanac, as well as documenting the rest of the sections prepared by the U.S. NAO. This infor- The USNO summer intern program for high school and mation and the status of all publications are now on-line college students continued in the summer of 1999. This pro- within the department for easier access and timeliness. Al- gram, called the Science and Engineering Apprentice Pro- manac production software is being moved into an auto- gram ͑SEAP͒, is sponsored by the Department of Defense mated version control system for the purposes of standard- ͑DoD͒ and managed by George Washington University.