The Dark Energy Survey♣
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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 . -
Report from the Dark Energy Task Force (DETF)
Fermi National Accelerator Laboratory Fermilab Particle Astrophysics Center P.O.Box 500 - MS209 Batavia, Il l i noi s • 60510 June 6, 2006 Dr. Garth Illingworth Chair, Astronomy and Astrophysics Advisory Committee Dr. Mel Shochet Chair, High Energy Physics Advisory Panel Dear Garth, Dear Mel, I am pleased to transmit to you the report of the Dark Energy Task Force. The report is a comprehensive study of the dark energy issue, perhaps the most compelling of all outstanding problems in physical science. In the Report, we outline the crucial need for a vigorous program to explore dark energy as fully as possible since it challenges our understanding of fundamental physical laws and the nature of the cosmos. We recommend that program elements include 1. Prompt critical evaluation of the benefits, costs, and risks of proposed long-term projects. 2. Commitment to a program combining observational techniques from one or more of these projects that will lead to a dramatic improvement in our understanding of dark energy. (A quantitative measure for that improvement is presented in the report.) 3. Immediately expanded support for long-term projects judged to be the most promising components of the long-term program. 4. Expanded support for ancillary measurements required for the long-term program and for projects that will improve our understanding and reduction of the dominant systematic measurement errors. 5. An immediate start for nearer term projects designed to advance our knowledge of dark energy and to develop the observational and analytical techniques that will be needed for the long-term program. Sincerely yours, on behalf of the Dark Energy Task Force, Edward Kolb Director, Particle Astrophysics Center Fermi National Accelerator Laboratory Professor of Astronomy and Astrophysics The University of Chicago REPORT OF THE DARK ENERGY TASK FORCE Dark energy appears to be the dominant component of the physical Universe, yet there is no persuasive theoretical explanation for its existence or magnitude. -
THE NONLINEAR MATTER POWER SPECTRUM1 Online Material
The Astrophysical Journal, 665:887– 898, 2007 August 20 A # 2007. The American Astronomical Society. All rights reserved. Printed in U.S.A. THE NONLINEAR MATTER POWER SPECTRUM1 Zhaoming Ma Department of Astronomy and Astrophysics and Kavli Institute for Cosmological Physics, University of Chicago, Chicago, IL 60637; [email protected] Received 2006 October 6; accepted 2007 April 30 ABSTRACT We modify the public PM code developed by Anatoly Klypin and Jon Holtzman to simulate cosmologies with arbitrary initial power spectra and the equation of state of dark energy. With this tool in hand, we perform the follow- ing studies on the matter power spectrum. With an artificial sharp peak at k 0:2 h MpcÀ1 in the initial power spec- trum, we find that the position of the peak is not shifted by nonlinear evolution. An upper limit of the shift at the level of 0.02% is achieved by fitting the power spectrum local to the peak using a power law plus a Gaussian. We also find that the existence of a peak in the linear power spectrum would boost the nonlinear power at all scales evenly. This is contrary to what the HKLM scaling relation predicts, but roughly consistent with that of the halo model. We construct dark energy models with the same linear power spectra today but different linear growth histories. We demonstrate that their nonlinear power spectra differ at the level of the maximum deviation of the corresponding linear power spectra in the past. Similarly, two constructed dark energy models with the same growth histories result in consistent nonlinear power spectra. -
Planck Early Results. XVIII. the Power Spectrum of Cosmic Infrared Background Anisotropies
A&A 536, A18 (2011) Astronomy DOI: 10.1051/0004-6361/201116461 & c ESO 2011 Astrophysics Planck early results Special feature Planck early results. XVIII. The power spectrum of cosmic infrared background anisotropies Planck Collaboration: P. A. R. Ade74, N. Aghanim48,M.Arnaud60, M. Ashdown58,4, J. Aumont48, C. Baccigalupi72,A.Balbi30, A. J. Banday78,8,65,R.B.Barreiro55, J. G. Bartlett3,56,E.Battaner80, K. Benabed49, A. Benoît47,J.-P.Bernard78,8, M. Bersanelli27,42,R.Bhatia5,K.Blagrave7,J.J.Bock56,9, A. Bonaldi38, L. Bonavera72,6,J.R.Bond7,J.Borrill64,76, F. R. Bouchet49, M. Bucher3,C.Burigana41, P. Cabella30, J.-F. Cardoso61,3,49, A. Catalano3,59, L. Cayón20, A. Challinor52,58,11, A. Chamballu45,L.-YChiang51,C.Chiang19,P.R.Christensen69,31,D.L.Clements45, S. Colombi49, F. Couchot63, A. Coulais59, B. P. Crill56,70, F. Cuttaia41,L.Danese72,R.D.Davies57,R.J.Davis57,P.deBernardis26,G.deGasperis30,A.deRosa41, G. de Zotti38,72, J. Delabrouille3, J.-M. Delouis49, F.-X. Désert44,H.Dole48, S. Donzelli42,53,O.Doré56,9,U.Dörl65, M. Douspis48, X. Dupac34, G. Efstathiou52,T.A.Enßlin65,H.K.Eriksen53, F. Finelli41, O. Forni78,8, P. Fosalba50, M. Frailis40, E. Franceschi41, S. Galeotta40, K. Ganga3,46,M.Giard78,8, G. Giardino35, Y. Giraud-Héraud3, J. González-Nuevo72,K.M.Górski56,82,J.Grain48, S. Gratton58,52, A. Gregorio28, A. Gruppuso41,F.K.Hansen53, D. Harrison52,58,G.Helou9, S. Henrot-Versillé63, D. Herranz55, S. R. Hildebrandt9,62,54,E.Hivon49, M. Hobson4,W.A.Holmes56, W. Hovest65,R.J.Hoyland54,K.M.Huffenberger81, A. -
Photometric Study of Two Near-Earth Asteroids in the Sloan Digital Sky Survey Moving Objects Catalog
University of North Dakota UND Scholarly Commons Theses and Dissertations Theses, Dissertations, and Senior Projects January 2020 Photometric Study Of Two Near-Earth Asteroids In The Sloan Digital Sky Survey Moving Objects Catalog Christopher James Miko Follow this and additional works at: https://commons.und.edu/theses Recommended Citation Miko, Christopher James, "Photometric Study Of Two Near-Earth Asteroids In The Sloan Digital Sky Survey Moving Objects Catalog" (2020). Theses and Dissertations. 3287. https://commons.und.edu/theses/3287 This Thesis is brought to you for free and open access by the Theses, Dissertations, and Senior Projects at UND Scholarly Commons. It has been accepted for inclusion in Theses and Dissertations by an authorized administrator of UND Scholarly Commons. For more information, please contact [email protected]. PHOTOMETRIC STUDY OF TWO NEAR-EARTH ASTEROIDS IN THE SLOAN DIGITAL SKY SURVEY MOVING OBJECTS CATALOG by Christopher James Miko Bachelor of Science, Valparaiso University, 2013 A Thesis Submitted to the Graduate Faculty of the University of North Dakota in partial fulfillment of the requirements for the degree of Master of Science Grand Forks, North Dakota August 2020 Copyright 2020 Christopher J. Miko ii Christopher J. Miko Name: Degree: Master of Science This document, submitted in partial fulfillment of the requirements for the degree from the University of North Dakota, has been read by the Faculty Advisory Committee under whom the work has been done and is hereby approved. ____________________________________ Dr. Ronald Fevig ____________________________________ Dr. Michael Gaffey ____________________________________ Dr. Wayne Barkhouse ____________________________________ Dr. Vishnu Reddy ____________________________________ ____________________________________ This document is being submitted by the appointed advisory committee as having met all the requirements of the School of Graduate Studies at the University of North Dakota and is hereby approved. -
Clusters, Cosmology and Reionization from the SZ Power Spectrum
Clusters, Cosmology and Reionization from the SZ Power Spectrum Shaw et al. (10,11) Reichardt, LS, Zahn + (11) Zahn, Reichardt, LS + (11) Collaborators: D. Nagai, D. Rudd (Yale), G. Holder (McGill), Suman Bhattacharya (LANL), O. Zahn (Berkeley), O. Dore (Caltech), the SPT team. Tremendous recent progress measuring the CMB damping tail Small scales provide additional constraints Keisler+ on ★ Helium abundance ★ ns & running ★ neutrinos ..and beyond thermal & kinetic SZ CMB lensing CIB (dusty galaxies) Radio sources Reichardt+ 11 ..and beyond thermal & kinetic SZ CMB lensing CIB (dusty galaxies) Radio sources Reichardt+ 11 primordial signal secondaries & E.G. foregrounds Statistical detection of the SZE by searching for anisotropy power at small angular scales primary cmb thermal SZ kinetic SZ Amplitude of SZ power spectrum is particularly sensitive to matter power spectrum normalization simulated tsz map (Shaw+, 09) 10deg Sensitive to both the abundance of collapsed structures and the thermal pressure of the intra-cluster medium Halo model approach to calculating the tSZ power spectrum Calculate SZ power spectrum by integrating the mass function over M and z, weighted by cluster signal at a given angular scale. zmax dV Mmax dn(M, z) C = g2 dz dM y (M, z) 2 l ν dz dM | l | 0 0 volume integral cluster mass function Fourier transform of projected gas thermal pressure profiles Where does tSZ power come from? distribution of power at ell = 3000 (~3.6’) 10% 50% 90% Shaw+ (10) Low mass, high redshift contribution significant. Modelling the tSZ Power Spectrum Simple parameterized model, calibrated to observations and including cosmological scaling [Shaw+ (10), Ostriker+ (05)] ★ Gas resides in hydrostatic equilibrium in NFW dark matter halos with polytropic EoS ★ Assume some gas has radiatively cooled + formed stars. -
Arxiv:1707.01004V1 [Astro-Ph.CO] 4 Jul 2017
July 5, 2017 0:15 WSPC/INSTRUCTION FILE coc2ijmpe International Journal of Modern Physics E c World Scientific Publishing Company Primordial Nucleosynthesis Alain Coc Centre de Sciences Nucl´eaires et de Sciences de la Mati`ere (CSNSM), CNRS/IN2P3, Univ. Paris-Sud, Universit´eParis–Saclay, Bˆatiment 104, F–91405 Orsay Campus, France [email protected] Elisabeth Vangioni Institut d’Astrophysique de Paris, UMR-7095 du CNRS, Universit´ePierre et Marie Curie, 98 bis bd Arago, 75014 Paris (France), Sorbonne Universit´es, Institut Lagrange de Paris, 98 bis bd Arago, 75014 Paris (France) [email protected] Received July 5, 2017 Revised Day Month Year Primordial nucleosynthesis, or big bang nucleosynthesis (BBN), is one of the three evi- dences for the big bang model, together with the expansion of the universe and the Cos- mic Microwave Background. There is a good global agreement over a range of nine orders of magnitude between abundances of 4He, D, 3He and 7Li deduced from observations, and calculated in primordial nucleosynthesis. However, there remains a yet–unexplained discrepancy of a factor ≈3, between the calculated and observed lithium primordial abundances, that has not been reduced, neither by recent nuclear physics experiments, nor by new observations. The precision in deuterium observations in cosmological clouds has recently improved dramatically, so that nuclear cross sections involved in deuterium BBN need to be known with similar precision. We will shortly discuss nuclear aspects re- lated to BBN of Li and D, BBN with non-standard neutron sources, and finally, improved sensitivity studies using Monte Carlo that can be used in other sites of nucleosynthesis. -
The Reionization of Cosmic Hydrogen by the First Galaxies Abstract 1
David Goodstein’s Cosmology Book The Reionization of Cosmic Hydrogen by the First Galaxies Abraham Loeb Department of Astronomy, Harvard University, 60 Garden St., Cambridge MA, 02138 Abstract Cosmology is by now a mature experimental science. We are privileged to live at a time when the story of genesis (how the Universe started and developed) can be critically explored by direct observations. Looking deep into the Universe through powerful telescopes, we can see images of the Universe when it was younger because of the finite time it takes light to travel to us from distant sources. Existing data sets include an image of the Universe when it was 0.4 million years old (in the form of the cosmic microwave background), as well as images of individual galaxies when the Universe was older than a billion years. But there is a serious challenge: in between these two epochs was a period when the Universe was dark, stars had not yet formed, and the cosmic microwave background no longer traced the distribution of matter. And this is precisely the most interesting period, when the primordial soup evolved into the rich zoo of objects we now see. The observers are moving ahead along several fronts. The first involves the construction of large infrared telescopes on the ground and in space, that will provide us with new photos of the first galaxies. Current plans include ground-based telescopes which are 24-42 meter in diameter, and NASA’s successor to the Hubble Space Telescope, called the James Webb Space Telescope. In addition, several observational groups around the globe are constructing radio arrays that will be capable of mapping the three-dimensional distribution of cosmic hydrogen in the infant Universe. -
Cosmological Structure Formation with Modified Gravity
Cosmological Structure Formation with Modified Gravity A THESIS SUBMITTED TO THE UNIVERSITY OF MANCHESTER FOR THE DEGREE OF DOCTOR OF PHILOSOPHY IN THE FACULTY OF ENGINEERING AND PHYSICAL SCIENCES 2015 Samuel J. Cusworth School of Physics and Astronomy 2 Simulations with Modified Gravity Contents Abstract . 10 Declarations . 11 Acknowledgements . 12 The Author . 14 Supporting Publications . 15 1 Introduction 17 1.1 Introduction to Modern Cosmology . 17 1.1.1 Cosmological Principle . 17 1.1.2 Introduction to General Relativity . 18 1.1.3 Einstein’s Equations from an Action Principle . 20 1.2 Concordance Cosmology . 21 1.2.1 Background Cosmology . 21 1.2.2 The Perturbed ΛCDM universe . 23 1.2.3 Non-linear Structure Formation . 27 1.3 Observational Cosmology . 30 1.3.1 SN1a . 30 1.3.2 CMB . 30 1.3.3 Galaxy Clusters . 33 1.4 f(R) as Dark Energy . 34 1.4.1 Gravitational Field Equations . 35 1.4.2 Einstein Frame . 36 Samuel Cusworth 3 CONTENTS 1.4.3 Screening Mechanism . 37 1.4.4 Viable Models . 39 2 Simulations of Structure Formation 43 2.1 Initial Condition Generation . 44 2.2 N-body Solvers . 45 2.2.1 Tree-Based Methods . 46 2.2.2 Particle Mesh Methods . 47 2.2.3 Adaptive Grid Methods . 49 2.3 Hydrodynamics . 50 2.3.1 Smoothed Particle Hydrodynamics . 51 2.4 Measuring Large Scale Structure Statistics . 54 2.4.1 Matter Power Spectrum . 54 2.4.2 Cluster Mass Function . 55 2.5 Known Limitations . 59 2.5.1 Choice of Initial Conditions . -
DARK AGES of the Universe the DARK AGES of the Universe Astronomers Are Trying to fill in the Blank Pages in Our Photo Album of the Infant Universe by Abraham Loeb
THE DARK AGES of the Universe THE DARK AGES of the Universe Astronomers are trying to fill in the blank pages in our photo album of the infant universe By Abraham Loeb W hen I look up into the sky at night, I often wonder whether we humans are too preoccupied with ourselves. There is much more to the universe than meets the eye on earth. As an astrophysicist I have the privilege of being paid to think about it, and it puts things in perspective for me. There are things that I would otherwise be bothered by—my own death, for example. Everyone will die sometime, but when I see the universe as a whole, it gives me a sense of longevity. I do not care so much about myself as I would otherwise, because of the big picture. Cosmologists are addressing some of the fundamental questions that people attempted to resolve over the centuries through philosophical thinking, but we are doing so based on systematic observation and a quantitative methodology. Perhaps the greatest triumph of the past century has been a model of the uni- verse that is supported by a large body of data. The value of such a model to our society is sometimes underappreciated. When I open the daily newspaper as part of my morning routine, I often see lengthy de- scriptions of conflicts between people about borders, possessions or liberties. Today’s news is often forgotten a few days later. But when one opens ancient texts that have appealed to a broad audience over a longer period of time, such as the Bible, what does one often find in the opening chap- ter? A discussion of how the constituents of the universe—light, stars, life—were created. -
1 Introduction
ASTROPHYSICAL RESEARCH CONSORTIUM Principles of Operation for SDSS-V VERSION: v1.1 Approved by the ARC Board of Governors 1 Introduction Over the past 15 years, the Sloan Digital Sky Survey has carried out some of the most influential surveys in the history of astronomy. Through four prior epochs, called SDSS-I, II, III, and IV, the SDSS has provided world-leading data sets for a vast range of astrophysical research, including the study of extragalactic astrophysics, cosmology, the Milky Way, the solar system, and stars. The current SDSS-IV project is funded to operate through June 30, 2020. At that time, the 2.5-m Sloan Foundation Telescope at Apache Point Observatory (APO) and its instruments will remain a world-leading facility for wide-field spectroscopy, ready to pursue further state-of-the-art investigations of the Universe. The APOGEE South spectrograph recently commissioned for use at the 2.5-m du Pont Telescope at Las Campanas Observatory (LCO) provides a matching state-of-the-art capability in the Southern hemisphere. SDSS-V as currently envisaged is a five-year program to use these facilities at APO and LCO to execute the first-ever all-sky, multi-epoch survey involving both near-infrared and optical spectroscopy, with rapid response target allocation enabled by new fiber-positioning robots. SDSS-V consists of three survey components. The Milky Way Mapper will conduct infrared and optical spectroscopy of millions of stars to chart and interpret our Galaxy’s history, and to understand the astrophysics of stars and their relation to planets. The Black Hole Mapper will monitor quasars and X-ray sources from next-generation X-ray satellites to investigate the physics and evolution of supermassive black holes. -
Dark Energy and CMB
Dark Energy and CMB Conveners: S. Dodelson and K. Honscheid Topical Conveners: K. Abazajian, J. Carlstrom, D. Huterer, B. Jain, A. Kim, D. Kirkby, A. Lee, N. Padmanabhan, J. Rhodes, D. Weinberg Abstract The American Physical Society's Division of Particles and Fields initiated a long-term planning exercise over 2012-13, with the goal of developing the community's long term aspirations. The sub-group \Dark Energy and CMB" prepared a series of papers explaining and highlighting the physics that will be studied with large galaxy surveys and cosmic microwave background experiments. This paper summarizes the findings of the other papers, all of which have been submitted jointly to the arXiv. arXiv:1309.5386v2 [astro-ph.CO] 24 Sep 2013 2 1 Cosmology and New Physics Maps of the Universe when it was 400,000 years old from observations of the cosmic microwave background and over the last ten billion years from galaxy surveys point to a compelling cosmological model. This model requires a very early epoch of accelerated expansion, inflation, during which the seeds of structure were planted via quantum mechanical fluctuations. These seeds began to grow via gravitational instability during the epoch in which dark matter dominated the energy density of the universe, transforming small perturbations laid down during inflation into nonlinear structures such as million light-year sized clusters, galaxies, stars, planets, and people. Over the past few billion years, we have entered a new phase, during which the expansion of the Universe is accelerating presumably driven by yet another substance, dark energy. Cosmologists have historically turned to fundamental physics to understand the early Universe, successfully explaining phenomena as diverse as the formation of the light elements, the process of electron-positron annihilation, and the production of cosmic neutrinos.