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Astronomy and Astrophysics | 2010

PHAT: PHoto-z Accuracy Testing

H. Hildebrandt; S. Arnouts; P. Capak; Leonidas A. Moustakas; Christian Wolf; F. B. Abdalla; Roberto J. Assef; M. Banerji; N. Benítez; G. B. Brammer; Tamas Budavari; Samuel Carliles; D. Coe; Tomas Dahlen; R. Feldmann; D. Gerdes; B. Gillis; O. Ilbert; Ralf Kotulla; Ofer Lahav; I. H. Li; J.-M. Miralles; Norbert Purger; Samuel J. Schmidt; Jack Singal

Context. Photometric redshifts (photo-zs) have become an essential tool in extragalactic astronomy. Many current and upcoming observing programmes require great accuracy of photo-zs to reach their scientific goals. Aims. Here we introduce PHAT, the PHoto-z Accuracy Testing programme, an international initiative to test and compare different methods of photo-z estimation. Methods. Two different test environments are set up, one (PHAT0) based on simulations to test the basic functionality of the different photo-z codes, and another one (PHAT1) based on data from the GOODS survey including 18-band photometry and similar to 2000 spectroscopic redshifts. Results. The accuracy of the different methods is expressed and ranked by the global photo-z bias, scatter, and outlier rates. While most methods agree very well on PHAT0 there are differences in the handling of the Lyman-alpha forest for higher redshifts. Furthermore, different methods produce photo-z scatters that can differ by up to a factor of two even in this idealised case. A larger spread in accuracy is found for PHAT1. Few methods benefit from the addition of mid-IR photometry. The accuracy of the other methods is unaffected or suffers when IRAC data are included. Remaining biases and systematic effects can be explained by shortcomings in the different template sets (especially in the mid-IR) and the use of priors on the one hand and an insufficient training set on the other hand. Some strategies to overcome these problems are identified by comparing the methods in detail. Scatters of 4-8% in Delta z/(1 + z) were obtained, consistent with other studies. However, somewhat larger outlier rates (\textgreater 7.5% with Delta z/(1 + z) \textgreater 0.15; \textgreater 4.5% after cleaning) are found for all codes that can only partly be explained by AGN or issues in the photometry or the spec-z catalogue. Some outliers were probably missed in comparisons of photo-zs to other, less complete spectroscopic surveys in the past. There is a general trend that empirical codes produce smaller biases than template-based codes. Conclusions. The systematic, quantitative comparison of different photo-z codes presented here is a snapshot of the current state-of-the-art of photo-z estimation and sets a standard for the assessment of photo-z accuracy in the future. The rather large outlier rates reported here for PHAT1 on real data should be investigated further since they are most probably also present (and possibly hidden) in many other studies. The test data sets are publicly available and can be used to compare new, upcoming methods to established ones and help in guiding future photo-z method development.


The Astrophysical Journal | 2012

DISCOVERY OF THE OPTICAL/ULTRAVIOLET/GAMMA-RAY COUNTERPART TO THE ECLIPSING MILLISECOND PULSAR J1816+4510

David L. Kaplan; K. Stovall; Scott M. Ransom; Mallory Strider Ellison Roberts; Ralf Kotulla; Anne M. Archibald; C. M. Biwer; Jason Boyles; L. Dartez; D. Day; A. J. Ford; A. Garcia; J. W. T. Hessels; F. A. Jenet; C. Karako; V. M. Kaspi; V. I. Kondratiev; D. R. Lorimer; Ryan S. Lynch; M. A. McLaughlin; M. Rohr; X. Siemens; I. H. Stairs; J. van Leeuwen

The energetic, eclipsing millisecond pulsar J1816+4510 was recently discovered in a low-frequency radio survey with the Green Bank Telescope. With an orbital period of 8.7?hr and a minimum companion mass of 0.16?M ?, it appears to belong to an increasingly important class of pulsars that are ablating their low-mass companions. We report the discovery of the ?-ray counterpart to this pulsar and present a likely optical/ultraviolet counterpart as well. Using the radio ephemeris, we detect pulsations in the unclassified ?-ray source 2FGL J1816.5+4511, implying an efficiency of ~25% in converting the pulsars spin-down luminosity into ?-rays and adding PSR J1816+4510 to the large number of millisecond pulsars detected by Fermi. The likely optical/UV counterpart was identified through position coincidence (<01) and unusual colors. Assuming that it is the companion, with R = 18.27 ? 0.03?mag and effective temperature 15,000?K, it would be among the brightest and hottest of low-mass pulsar companions and appears qualitatively different from other eclipsing pulsar systems. In particular, current data suggest that it is a factor of two larger than most white dwarfs of its mass but a factor of four smaller than its Roche lobe. We discuss possible reasons for its high temperature and odd size, and suggest that it recently underwent a violent episode of mass loss. Regardless of origin, its brightness and the relative unimportance of irradiation make it an ideal target for a mass, and hence a neutron star mass, determination.


Astronomy and Astrophysics | 2015

On the occurrence of galaxy harassment

Daniel Bialas; Thorsten Lisker; Christoph Olczak; Rainer Spurzem; Ralf Kotulla

Tidal interactions of galaxies in galaxy clusters have been proposed as one potential explanation of the morphology-density relation at low masses. The efficiency of tidal transformation is expected to depend strongly on the orbit of a galaxy within the cluster halo. The orbit determines both the strength of the clusters global tidal field and the probability of encounters with other cluster members. Additionally, we investigate the effect of an inclination between the disk of the infalling galaxy and its orbital plane. We also compare our results to observational data. We find that galaxies that entered a cluster from the outskirts are unlikely to be significantly transformed. Closer to the cluster centre, tidal interactions are a more efficient mechanism for producing harassed galaxies. But the inclination of the disk can reduce the mass loss significantly, yet it amplifies the thickening.


Monthly Notices of the Royal Astronomical Society | 2014

Filamentary Star Formation in NGC 1275

R. E. A. Canning; J. E. Ryon; J. S. Gallagher; Ralf Kotulla; Robert W. O'Connell; A. C. Fabian; R. M. Johnstone; Christopher J. Conselice; Amalia K. Hicks; D. Rosario; R. F. G. Wyse

We examine the star formation in the outer halo of NGC 1275, the central galaxy in the Perseus cluster (Abell 426), using far ultraviolet and optical images obtained with the Hubble Space Telescope. We have identified a population of very young, compact star clusters with typical ages of a few Myr. The star clusters are organized on multiple-kiloparsec scales. Many of these star clusters are associated with “streaks” of young stars, the combination of which has a cometary appearance. We perform photometry on the star clusters and diffuse stellar streaks, and fit their spectral energy distributions to obtain ages and masses. These young stellar populations appear to be normal in terms of their masses, luminosities and cluster formation efficiency; <10% of the young stellar mass is located in star clusters. Our data suggest star formation is associated with the evolution of some of the giant gas filaments in NGC 1275 that become gravitationally unstable on reaching and possibly stalling in the outer galaxy. The stellar streaks then could represent stars moving on ballistic orbits in the potential well of the galaxy cluster. We propose a model where star-forming filaments, switched on 50 Myr ago and are currently feeding the growth of the NGC 1275 stellar halo at a rate of 2-3 M yr 1 . This type of process may also build stellar halos and form isolated star clusters in the outskirts of youthful galaxies.


The Astrophysical Journal | 2013

Stochastic stellar cluster initial mass functions: Models and impact on integrated cluster parameter determination

Peter Anders; Ralf Kotulla; R. de Grijs; James Wicker

Stellar clusters are regularly used to study the evolution of their host galaxy. Except for a few nearby galaxies, these studies rely on the interpretation of integrated cluster properties, especially integrated photometry observed using multiple filters (i.e., the spectral energy distribution, SED). To allow interpretation of such observations, we present a large set of GALEV cluster models using the realistic approach of adopting stochastically sampled stellar initial mass functions. We provide models for a wide range of cluster masses (103-2 × 105 M ☉), metallicities (–2.3 ≤ [Fe/H] ≤ +0.18 dex), foreground extinction, and 184 regularly used filters. We analyze various sets of stochastic cluster SEDs by fitting them with non-stochastic models, which is the procedure commonly used in this field. We identify caveats and quantify the fitting uncertainties associated with this standard procedure. We show that this can yield highly unreliable fitting results, especially for low-mass clusters.


Monthly Notices of the Royal Astronomical Society | 2017

A population of faint low surface brightness galaxies in the Perseus cluster core

Carolin Wittmann; Thorsten Lisker; Liyualem Ambachew Tilahun; Eva K. Grebel; Christopher J. Conselice; Samantha J. Penny; Joachim Janz; John S. Gallagher; Ralf Kotulla; James McCormac

We present the detection of 89 low surface brightness (LSB), and thus low stellar density galaxy candidates in the Perseus cluster core, of the kind named ‘ultra-diffuse galaxies’, with mean effective V-band surface brightnesses 24.8-27.1 mag arcsec−2, total V-band magnitudes −11.8 to −15.5 mag, and half-light radii 0.7-4.1 kpc. The candidates have been identified in a deep mosaic covering 0.3 square degrees, based on wide-field imaging data obtained with the William Herschel Telescope. We find that the LSB galaxy population is depleted in the cluster centre and only very few LSB candidates have half-light radii larger than 3 kpc. This appears consistent with an estimate of their tidal radius, which does not reach beyond the stellar extent even if we assume a high dark matter content (M/L = 100). In fact, three of our candidates seem to be associated with tidal streams, which points to their current disruption. Given that published data on faint LSB candidates in the Coma cluster – with its comparable central density to Perseus – show the same dearth of large objects in the core region, we conclude that these cannot survive the strong tides in the centres of massive clusters.


Proceedings of SPIE | 2014

ODI - Portal, Pipeline, and Archive (ODI-PPA): a web-based astronomical compute archive, visualization, and analysis service

Arvind Gopu; Soichi Hayashi; Michael D. Young; Daniel R. Harbeck; Todd A. Boroson; Wilson M. Liu; Ralf Kotulla; Richard A. Shaw; Robert Henschel; Jayadev Rajagopal; Elizabeth B. Stobie; Patricia Marie Knezek; R. Pierre Martin; Kevin Archbold

The One Degree Imager-Portal, Pipeline, and Archive (ODI-PPA) is a web science gateway that provides astronomers a modern web interface that acts as a single point of access to their data, and rich computational and visualization capabilities. Its goal is to support scientists in handling complex data sets, and to enhance WIYN Observatorys scientific productivity beyond data acquisition on its 3.5m telescope. ODI-PPA is designed, with periodic user feedback, to be a compute archive that has built-in frameworks including: (1) Collections that allow an astronomer to create logical collations of data products intended for publication, further research, instructional purposes, or to execute data processing tasks (2) Image Explorer and Source Explorer, which together enable real-time interactive visual analysis of massive astronomical data products within an HTML5 capable web browser, and overlaid standard catalog and Source Extractor-generated source markers (3) Workflow framework which enables rapid integration of data processing pipelines on an associated compute cluster and users to request such pipelines to be executed on their data via custom user interfaces. ODI-PPA is made up of several light-weight services connected by a message bus; the web portal built using Twitter/Bootstrap, AngularJS and jQuery JavaScript libraries, and backend services written in PHP (using the Zend framework) and Python; it leverages supercomputing and storage resources at Indiana University. ODI-PPA is designed to be reconfigurable for use in other science domains with large and complex datasets, including an ongoing offshoot project for electron microscopy data.


Proceedings of SPIE | 2016

Persistence characterization and data calibration scheme for the RSS-NIR H2RG detector on SALT

Gregory Mosby; Nathan Eggen; M. Wolf; Kurt P. Jaehnig; Ralf Kotulla

The University of Wisconsin Madison is building a NIR spectrograph (RSS-NIR) for the Southern African Large Telescope. The detector system uses a H2RG HdCdTe 1.7 μm cutoff array. We performed tests to measure and characterize the persistence of the detector to inform strategies to mitigate this effect. These tests use up-the- ramp group samples to get finer time resolution of the release of persistence. We share these test results. We also present preliminary results of the dependence of persistence on detector temperature. We conclude with an outline and assessment of a persistence calibration scheme.


Proceedings of SPIE | 2014

The WIYN one degree imager 2014: performance of the partially populated focal plane and instrument upgrade path

Daniel R. Harbeck; Todd A. Boroson; Michael P. Lesser; Jayadev Rajagopal; Andrey Yeatts; Charles Corson; Wilson M. Liu; Ian P. Dell'Antonio; Ralf Kotulla; David Ouellette; Eric J. Hooper; Michael J. Smith; Richard Bredthauer; Pierre Martin; Gary Muller; Patricia Marie Knezek; Mark Hunten

The One Degree Imager (ODI) was deployed during the summer of 2012 at the WIYN 3.5m telescope, located on Kitt Peak near Tucson, AZ (USA). ODI is an optical imager designed to deliver atmosphere-limited image quality (≤ 0.4” FWHM) over a one degree field of view, and uses Orthogonal Transfer Array (OTA) detectors to also allow for on-chip tip/tilt image motion compensation. At this time, the focal plane is partially populated (”pODI”) with 13 out of 64 OTA detectors, providing a central scientifically usable field of view of about 24′ x 24′; four of the thirteen detectors are installed at outlying positions to probe image quality at all field angles. The image quality has been verified to be indeed better than 0.4′′ FWHM over the full field when atmospheric conditions allow. Based on over one year of operations, we summarize pODIs performance and lessons learned. As pODI has proven the viability of the ODI instrument, the WIYN consortium is engaging in an upgrade project to add 12 more detectors to the focal plane enlarging the scientifically usable field of view to about 40′ x 40′. A design change in the new detectors has successfully addressed a low light level charge transfer inefficiency.


Proceedings of SPIE | 2014

Integrating the ODI-PPA scientific gateway with the QuickReduce pipeline for on-demand processing

Michael D. Young; Ralf Kotulla; Arvind Gopu; Wilson M. Liu

As imaging systems improve, the size of astronomical data has continued to grow, making the transfer and processing of data a significant burden. To solve this problem for the WIYN Observatory One Degree Imager (ODI), we developed the ODI-Portal, Pipeline, and Archive (ODI-PPA) science gateway, integrating the data archive, data reduction pipelines, and a user portal. In this paper, we discuss the integration of the QuickReduce (QR) pipeline into PPAs Tier 2 processing framework. QR is a set of parallelized, stand-alone Python routines accessible to all users, and operators who can create master calibration products and produce standardized calibrated data, with a short turn-around time. Upon completion, the data are ingested into the archive and portal, and made available to authorized users. Quality metrics and diagnostic plots are generated and presented via the portal for operator approval and user perusal. Additionally, users can tailor the calibration process to their specific science objective(s) by selecting custom datasets, applying preferred master calibrations or generating their own, and selecting pipeline options. Submission of a QuickReduce job initiates data staging, pipeline execution, and ingestion of output data products all while allowing the user to monitor the process status, and to download or further process/analyze the output within the portal. User-generated data products are placed into a private user-space within the portal. ODI-PPA leverages cyberinfrastructure at Indiana University including the Big Red II supercomputer, the Scholarly Data Archive tape system and the Data Capacitor shared file system.

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Daniel R. Harbeck

University of Wisconsin-Madison

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Jayadev Rajagopal

Goddard Space Flight Center

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Eric J. Hooper

University of Wisconsin-Madison

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John S. Gallagher

University of Wisconsin-Madison

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K. Stovall

National Radio Astronomy Observatory

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