A Photometric Redshift of Z ∼ 9.4 for GRB 090429B
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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 . -
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 ......................................................................................................... -
Glossary of Terms Absorption Line a Dark Line at a Particular Wavelength Superimposed Upon a Bright, Continuous Spectrum
Glossary of terms absorption line A dark line at a particular wavelength superimposed upon a bright, continuous spectrum. Such a spectral line can be formed when electromag- netic radiation, while travelling on its way to an observer, meets a substance; if that substance can absorb energy at that particular wavelength then the observer sees an absorption line. Compare with emission line. accretion disk A disk of gas or dust orbiting a massive object such as a star, a stellar-mass black hole or an active galactic nucleus. An accretion disk plays an important role in the formation of a planetary system around a young star. An accretion disk around a supermassive black hole is thought to be the key mecha- nism powering an active galactic nucleus. active galactic nucleus (agn) A compact region at the center of a galaxy that emits vast amounts of electromagnetic radiation and fast-moving jets of particles; an agn can outshine the rest of the galaxy despite being hardly larger in volume than the Solar System. Various classes of agn exist, including quasars and Seyfert galaxies, but in each case the energy is believed to be generated as matter accretes onto a supermassive black hole. adaptive optics A technique used by large ground-based optical telescopes to remove the blurring affects caused by Earth’s atmosphere. Light from a guide star is used as a calibration source; a complicated system of software and hardware then deforms a small mirror to correct for atmospheric distortions. The mirror shape changes more quickly than the atmosphere itself fluctuates. -
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. -
Photometric Redshifts for the Pan-STARRS1 Survey? P
A&A 642, A102 (2020) Astronomy https://doi.org/10.1051/0004-6361/202038415 & c P. Tarrío et al. 2020 Astrophysics Photometric redshifts for the Pan-STARRS1 survey? P. Tarrío1,2 and S. Zarattini1 1 AIM, CEA, CNRS, Université Paris-Saclay, Université Paris Diderot, Sorbonne Paris Cité, 91191 Gif-sur-Yvette, France 2 Observatorio Astronómico Nacional (OAN-IGN), C/ Alfonso XII 3, 28014 Madrid, Spain e-mail: [email protected] Received 13 May 2020 / Accepted 28 July 2020 ABSTRACT We present a robust approach to estimating the redshift of galaxies using Pan-STARRS1 photometric data. Our approach is an appli- cation of the algorithm proposed for the SDSS Data Release 12. It uses a training set of 2 313 724 galaxies for which the spectroscopic redshift is obtained from SDSS, and magnitudes and colours are obtained from the Pan-STARRS1 Data Release 2 survey. The photo- metric redshift of a galaxy is then estimated by means of a local linear regression in a 5D magnitude and colour space. Our approach −4 achieves an average bias of ∆znorm = −1:92 × 10 , a standard deviation of σ(∆znorm) = 0:0299, and an outlier rate of Po = 4:30% when cross-validating the training set. Even though the relation between each of the Pan-STARRS1 colours and the spectroscopic redshifts is noisier than for SDSS colours, the results obtained by our approach are very close to those yielded by SDSS data. The proposed approach has the additional advantage of allowing the estimation of photometric redshifts on a larger portion of the sky (∼3=4 vs ∼1=3). -
Constraining the Progenitor and Central Engine of Gamma-Ray Bursts with Observational Data
UNLV Theses, Dissertations, Professional Papers, and Capstones 5-1-2015 Constraining the Progenitor and Central Engine of Gamma-ray Bursts with Observational Data Lu Houjun University of Nevada, Las Vegas Follow this and additional works at: https://digitalscholarship.unlv.edu/thesesdissertations Part of the Stars, Interstellar Medium and the Galaxy Commons Repository Citation Houjun, Lu, "Constraining the Progenitor and Central Engine of Gamma-ray Bursts with Observational Data" (2015). UNLV Theses, Dissertations, Professional Papers, and Capstones. 2366. http://dx.doi.org/10.34917/7645921 This Dissertation is protected by copyright and/or related rights. It has been brought to you by Digital Scholarship@UNLV with permission from the rights-holder(s). You are free to use this Dissertation in any way that is permitted by the copyright and related rights legislation that applies to your use. For other uses you need to obtain permission from the rights-holder(s) directly, unless additional rights are indicated by a Creative Commons license in the record and/or on the work itself. This Dissertation has been accepted for inclusion in UNLV Theses, Dissertations, Professional Papers, and Capstones by an authorized administrator of Digital Scholarship@UNLV. For more information, please contact [email protected]. CONSTRAINING THE PROGENITOR AND CENTRAL ENGINE OF GAMMA-RAY BURSTS WITH OBSERVATIONAL DATA by HOUJUN L¨u Bachelor of Science Neijiang Normal University, China 2007 Master of Science Guangxi University, China 2010 A dissertation -
A Catalog of Photometric Redshift and the Distribution of Broad Galaxy Morphologies
Article A catalog of photometric redshift and the distribution of broad galaxy morphologies Nicholas Paul1, Nicholas Virag1 and Lior Shamir1* 1 Department of Math and Computer Science, Lawrence Technological University, Southfield, MI 48075 * Correspondence: [email protected]; Tel.: +1-248-204-3512 Received: date; Accepted: date; Published: date Abstract: We created a catalog of photometric redshift of ∼3,000,000 SDSS galaxies annotated by their broad morphology. The photometric redshift was optimized by testing and comparing several pattern recognition algorithms and variable selection strategies, trained and tested on a subset of the galaxies in the catalog that had spectra. The galaxies in the catalog have i magnitude brighter than 18 and Petrosian radius greater than 5.5”. The majority of these objects are not included in previous SDSS photometric redshift catalogs such as the photoz table of SDSS DR12. Analysis of the catalog shows that the number of galaxies in the catalog that are visually spiral increases until redshift of ∼ 0.085, where it peaks and starts to decrease. It also shows that the number of spiral galaxies compared to elliptical galaxies drops as the redshift increases. The catalog is publicly available at https://figshare.com/articles/Morphology_and_photometric_redshift_catalog/4833593. Keywords: Galaxies: statistics – galaxies: spiral – catalogs — methods: data analysis 1. Introduction Most galaxies can be broadly separated into two morphological types – spiral and elliptical [1]. Galaxy Zoo [2] was the first attempt to analyze the distribution of a large number of spiral and elliptical galaxies in the local universe. Using the power of crowdsourcing, it provided morphological classifications of nearly 900,000 galaxies. -
Monte Carlo Simulations of GRB Afterglows
ABSTRACT WARREN III, DONALD CAMERON. Monte Carlo Simulations of Efficient Shock Acceleration during the Afterglow Phase of Gamma-Ray Bursts. (Under the direction of Donald Ellison.) Gamma-ray bursts (GRBs) signal the violent death of massive stars, and are the brightest ex- plosions in the Universe since the Big Bang itself. Their afterglows are relics of the phenomenal amounts of energy released in the blast, and are visible from radio to X-ray wavelengths up to years after the event. The relativistic jet that is responsible for the GRB drives a strong shock into the circumburst medium that gives rise to the afterglow. The afterglows are thus intimately related to the GRB and its mechanism of origin, so studying the afterglow can offer a great deal of insight into the physics of these extraordinary objects. Afterglows are studied using their photon emission, which cannot be understood without a model for how they generate cosmic rays (CRs)—subatomic particles at energies much higher than the local plasma temperature. The current leading mechanism for converting the bulk energy of shock fronts into energetic particles is diffusive shock acceleration (DSA), in which charged particles gain energy by randomly scattering back and forth across the shock many times. DSA is well-understood in the non-relativistic case—where the shock speed is much lower than the speed of light—and thoroughly-studied (but with greater difficulty) in the relativistic case. At both limits of speed, DSA can be extremely efficient, placing significant amounts of energy into CRs. This must, in turn, affect the structure of the shock, as the presence of the CRs upstream of the shock acts to modify the incoming plasma flow. -
The Abundance of Star-Forming Galaxies in the Redshift Range 8.5 to 12
Draft version November 6, 2012 Preprint typeset using LATEX style emulateapj v. 11/10/09 THE ABUNDANCE OF STAR-FORMING GALAXIES IN THE REDSHIFT RANGE 8.5 TO 12: NEW RESULTS FROM THE 2012 HUBBLE ULTRA DEEP FIELD CAMPAIGN Richard S Ellis1, Ross J McLure2, James S Dunlop2, Brant E Robertson3, Yoshiaki Ono4, Matt Schenker1, Anton Koekemoer5, Rebecca A A Bowler2, Masami Ouchi4, Alexander B Rogers2, Emma Curtis-Lake2, Evan Schneider3, Stephane Charlot7, Daniel P Stark3, Steven R Furlanetto6, Michele Cirasuolo2,8 Draft version November 6, 2012 ABSTRACT We present the results of the deepest search to date for star-forming galaxies beyond a redshift z '8.5 utilizing a new sequence of near-infrared Wide Field Camera 3 images of the Hubble Ultra Deep Field. This `UDF12' campaign completed in September 2012 doubles the earlier exposures with WFC3/IR in this field and quadruples the exposure in the key F105W filter used to locate such distant galaxies. Combined with additional imaging in the F140W filter, the fidelity of all high redshift candidates is greatly improved. Using spectral energy distribution fitting techniques on objects selected from a deep multi-band near-infrared stack we find 7 promising z >8.5 candidates. As none of the previously claimed UDF candidates with 8:5 < z <10 is confirmed by our deeper multi-band imaging, our campaign has transformed the measured abundance of galaxies in this redshift range. We do, however, recover the candidate UDFj-39546284 (previously proposed at z=10.3) but find it undetected in the newly added F140W image, implying either it lies at z=11.9 or is an intense line emitting galaxy at z ' 2:4.