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Sloan Digital Sky Survey

The Sloan Digital Sky Survey or SDSS is a major multi-spectral imaging and spectroscopic redshift survey using a dedicated 2.5-m wide-angle optical telescope at Apache Point Observatory in New Mexico, United States. The project began in 2000 and was named after the Alfred P. Sloan Foundation, which contributed significant funding.

Sloan Digital Sky Survey
Alternative namesSDSS
Coordinates32°46′50″N 105°49′14″W / 32.7805°N 105.82058°W / 32.7805; -105.82058
Websitewww.sdss.org
  Related media on Commons

A consortium of the University of Washington and Princeton University was established to conduct a redshift survey. The Astrophysical Research Consortium (ARC) was established in 1984[1] with the additional participation of New Mexico State University and Washington State University to manage activities at Apache Point. In 1991, the Sloan Foundation granted the ARC funding for survey efforts and the construction of equipment to carry out the work.[2]

Background edit

At the time of its design, the SDSS was a pioneering combination of novel instrumentation as well as data reduction and storage techniques that drove major advances in astronomical observations, discoveries, and theory.

The SDSS project was centered around two instruments and data processing pipelines that were groundbreaking for the scale at which they were implemented:

  1. A multi-filter/multi-array scanning CCD camera to take an imaging survey of the sky at high efficiency, followed by
  2. A multi-object/multi-fiber spectrograph that could take spectra in bulk (several hundred objects at a time) of targets identified from the survey

A major new challenge was how to deal with the exceptional data volume generated by the telescope and instruments. At the time, hundreds of gigabytes of raw data per night was unprecedented, and a collaborating team as complex as the original hardware and engineering team was needed to design a software and storage system for processing the data. From each imaging run, object catalogs, reduced images, and associated files were produced in a highly automated pipeline, yielding the largest astronomical object catalogs (billions of objects) available in digital queryable form at the time. For each spectral run, thousands of two-dimensional spectral images had to be processed to automatically extract calibrated spectra (flux versus wavelength).

In the approximate decade it took to achieve these goals, SDSS contributed to notable advances in massive database storage and accessing technology, such as SQL, and was one of the first major astronomical projects to make data available in this form. The model of giving the scientific community and public broad and internet-accessible access to the survey data products was also relatively new at the time.

The collaboration model around the project was also complex but successful, given the large numbers of institutions and individuals needed to bring expertise to the system. Universities and foundations were participants (along with the managing partner ARC), but also Fermilab national laboratory (which supplied compute processing and storage capabilities), as well as colleagues from the computing industry

Operation edit

 
SDSS map shown as a rainbow of colors, located within the observable Universe (the outer sphere, showing fluctuations in the Cosmic Microwave Background). As we look out in distance, we look back in time. So, the location of these signals reveals the expansion rate of the Universe at different times in cosmic history. (2020)

Data collection began in 2000;[3] the final imaging data release (DR9) covers over 35% of the sky, with photometric observations of around nearly 1 billion objects, while the survey continues to acquire spectra, having so far taken spectra of over 4 million objects. The main galaxy sample has a median redshift of z = 0.1; there are redshifts for luminous red galaxies as far as z = 0.7, and for quasars as far as z = 5; and the imaging survey has been involved in the detection of quasars beyond a redshift z = 6.

Data release 8 (DR8), released in January 2011,[4] includes all photometric observations taken with the SDSS imaging camera, covering 14,555 square degrees on the sky (just over 35% of the full sky). Data release 9 (DR9), released to the public on 31 July 2012,[5] includes the first results from the Baryon Oscillation Spectroscopic Survey (BOSS), including over 800,000 new spectra. Over 500,000 of the new spectra are of objects in the Universe 7 billion years ago (roughly half the age of the universe).[6] Data release 10 (DR10), released to the public on 31 July 2013,[7] includes all data from previous releases, plus the first results from the APO Galactic Evolution Experiment (APOGEE), including over 57,000 high-resolution infrared spectra of stars in the Milky Way. DR10 also includes over 670,000 new BOSS spectra of galaxies and quasars in the distant universe. The publicly available images from the survey were made between 1998 and 2009.

In July 2020, after a 20-year-long survey, astrophysicists of the Sloan Digital Sky Survey published the largest, most detailed 3D map of the universe so far, filled a gap of 11 billion years in its expansion history, and provided data which supports the theory of a flat geometry of the universe and confirms that different regions seem to be expanding at different speeds.[8][9]

Observations edit

SDSS uses a dedicated 2.5 m wide-angle optical telescope; from 1998 to 2009 it observed in both imaging and spectroscopic modes. The imaging camera was retired in late 2009, since then the telescope has observed entirely in spectroscopic mode.

Images were taken using a photometric system of five filters (named u, g, r, i and z). These images are processed to produce lists of objects observed and various parameters, such as whether they seem pointlike or extended (as a galaxy might) and how the brightness on the CCDs relates to various kinds of astronomical magnitude.

For imaging observations, the SDSS telescope used the drift scanning technique, but with choreographed variation of right ascension, declination, tracking rate, and image rotation which allows the telescope to track along great circles and continuously record small strips of the sky.[10] The image of the stars in the focal plane drifts along the CCD chip, and the charge is electronically shifted along the detectors at exactly the same rate, instead of staying fixed as in tracked telescopes. (Simply parking the telescope as the sky moves is only workable on the celestial equator, since stars at different declination move at different apparent speed). This method allows consistent astrometry over the widest possible field, and minimises overheads from reading out the detectors. The disadvantage is minor distortion effects.

The telescope's imaging camera is made up of 30 CCD chips, each with a resolution of 2048 × 2048 pixels, totaling approximately 120 megapixels.[11] The chips are arranged in 5 rows of 6 chips. Each row has a different optical filter with average wavelengths of 355.1 (u), 468.6 (g), 616.5 (r), 748.1 (i), and 893.1 (z) nm, with 95% completeness in typical seeing to magnitudes of 22.0, 22.2, 22.2, 21.3, and 20.5, for u, g, r, i, z respectively.[12] The filters are placed on the camera in the order r, i, u, z, g. To reduce noise, the camera is cooled to 190 kelvins (about −80 °C) by liquid nitrogen.

SDSS photometric system filters
u g r i z
Mean wavelength (nm) 355.1 468.6 616.5 748.1 893.1
Magnitude limit 22.0 22.2 22.2 21.3 20.5

Note: colors are only approximate and based on wavelength to sRGB representation.[13]

Using these photometric data, stars, galaxies, and quasars are also selected for spectroscopy. The spectrograph operates by feeding an individual optical fibre for each target through a hole drilled in an aluminum plate.[14] Each hole is positioned specifically for a selected target, so every field in which spectra are to be acquired requires a unique plate. The original spectrograph attached to the telescope was capable of recording 640 spectra simultaneously, while the updated spectrograph for SDSS III can record 1000 spectra at once. Over the course of each night, between six and nine plates are typically used for recording spectra. In spectroscopic mode, the telescope tracks the sky in the standard way, keeping the objects focused on their corresponding fibre tips.

Every night the telescope produces about 200 GB of data.

 
SDSS imaging camera
 
SDSS spectroscope cartridge
 
Aluminum plate close up showing optical fibers

Phases edit

 
Quasars acting as gravitational lenses. To find these cases of galaxy–quasar combinations acting as lenses, astronomers selected 23,000 quasar spectra from the SDSS.[15]

SDSS-I: 2000–2005 edit

During its first phase of operations, 2000–2005, the SDSS imaged more than 8,000 square degrees of the sky in five optical bandpasses, and it obtained spectra of galaxies and quasars selected from 5,700 square degrees of that imaging. It also obtained repeated imaging (roughly 30 scans) of a 300 square degree stripe in the southern Galactic cap.

SDSS-II: 2005–2008 edit

In 2005 the survey entered a new phase, the SDSS-II, by extending the observations to explore the structure and stellar makeup of the Milky Way, the SEGUE and the Sloan Supernova Survey, which watches after supernova Ia events to measure the distances to far objects.

Sloan Legacy Survey edit

The Sloan Legacy Survey covers over 7,500 square degrees of the Northern Galactic Cap with data from nearly 2 million objects and spectra from over 800,000 galaxies and 100,000 quasars. The information on the position and distance of the objects has allowed the large-scale structure of the Universe, with its voids and filaments, to be investigated for the first time. Almost all of these data were obtained in SDSS-I, but a small part of the footprint was finished in SDSS-II.[16]

Sloan Extension for Galactic Understanding and Exploration (SEGUE) edit

The Sloan Extension for Galactic Understanding and Exploration obtained spectra of 240,000 stars (with typical radial velocity of 10 km/s) in order to create a detailed three-dimensional map of the Milky Way.[17] SEGUE data provide evidence for the age, composition and phase space distribution of stars within the various Galactic components, providing crucial clues for understanding the structure, formation and evolution of our galaxy.

The stellar spectra, imaging data, and derived parameter catalogs for this survey are publicly available as part of SDSS Data Release 7 (DR7).[18]

Sloan Supernova Survey edit

The SDSS Supernova Survey, which ran from 2005 to 2008, performed repeat imaging of one stripe of sky 2.5° wide centred on the celestial equator, going from 20 hours right ascension to 4 hours RA so that it was in the southern galactic cap (see Draft:Galactic cap) and did not suffer from galactic extinction.[19] The project discovered more than 500 type Ia supernovae, Running until the end of the year 2007, the Supernova Survey searched for Type Ia supernovae. The survey rapidly scanned a 300 square degree area to detect variable objects and supernovae. It detected 130 confirmed supernovae Ia events in 2005 and a further 197 in 2006.[20] In 2014 an even larger catalogue was released containing 10,258 variable and transient sources. Of these, 4,607 sources are either confirmed or likely supernovae, which makes this the largest set of supernovae so far compiled.[21]

SDSS III: 2008–2014 edit

In mid-2008, SDSS-III was started. It comprised four separate surveys:[22]

APO Galactic Evolution Experiment (APOGEE) edit

The APO Galactic Evolution Experiment (APOGEE) used high-resolution, high signal-to-noise infrared spectroscopy to penetrate the dust that obscures the inner Galaxy.[23] APOGEE surveyed 100,000 red giant stars across the full range of the galactic bulge, bar, disk, and halo. It increased the number of stars observed at high spectroscopic resolution (R ≈ 20,000 at λ ≈ 1.6 μm) and high signal-to-noise ratio (100∶1) by more than a factor of 100.[24] The high resolution spectra revealed the abundances of about 15 elements, giving information on the composition of the gas clouds the red giants formed from. APOGEE planned to collect data from 2011 to 2014, with the first data released as part of SDSS DR10 in late 2013.[25]

Baryon Oscillation Spectroscopic Survey (BOSS) edit

The SDSS-III's Baryon Oscillation Spectroscopic Survey (BOSS) was designed to measure the expansion rate of the Universe.[26] It mapped the spatial distribution of luminous red galaxies (LRGs) and quasars to determine their spatial distribution and detect the characteristic scale imprinted by baryon acoustic oscillations in the early universe. Sound waves that propagate in the early universe, like spreading ripples in a pond, imprint a characteristic scale on the positions of galaxies relative to each other. It was announced that BOSS had measured the scale of the universe to an accuracy of one percent, and was completed in Spring 2014.[27]

Multi-object APO Radial Velocity Exoplanet Large-area Survey (MARVELS) edit

The Multi-object APO Radial Velocity Exoplanet Large-area Survey (MARVELS) monitored the radial velocities of 11,000 bright stars, with the precision and cadence needed to detect gas giant planets that have orbital periods ranging from several hours to two years. This ground-based Doppler survey [28] used the SDSS telescope and new multi-object Doppler instruments to monitor radial velocities.[28]

The main goal of the project was to generate a large-scale, statistically well-defined sample of giant planets. It searched for gaseous planets having orbital periods ranging from hours to 2 years and masses between 0.5 and 10 times that of Jupiter. A total of 11,000 stars were analyzed with 25–35 observations per star over an 18-month period. It was expected to detect between 150 and 200 new exoplanets, and was able to study rare systems, such as planets with extreme eccentricity, and objects in the "brown dwarf desert".[28][29]

The collected data was used as a statistical sample for the theoretical comparison and discovery of rare systems.[30] The project started in the fall of 2008, and continued until spring 2014.[28][31]

SEGUE-2 edit

The original Sloan Extension for Galactic Understanding and Exploration (SEGUE-1) obtained spectra of nearly 240,000 stars of a range of spectral types. Building on this success, SEGUE-2 spectroscopically observed around 120,000 stars, focusing on the in situ stellar halo of the Milky Way, from distances of 10 to 60 kpc. SEGUE-2 doubled the sample size of SEGUE-1.[32]

Combining SEGUE-1 and 2 revealed the complex kinematic and chemical substructure of the galactic halo and disks, providing essential clues to the assembly and enrichment history of the galaxy. In particular, the outer halo was expected to be dominated by late-time accretion events. SEGUE data can help constrain existing models for the formation of the stellar halo and inform the next generation of high resolution simulations of galaxy formation. In addition, SEGUE-1 and SEGUE-2 may help uncover rare, chemically primitive stars that are fossils of the earliest generations of cosmic star formation.

SDSS IV: 2014–2020 edit

 
Light from distant galaxies has been smeared and twisted into odd shapes, arcs, and streaks.[33]

The latest generation of the SDSS (SDSS-IV, 2014–2020) is extending precision cosmological measurements to a critical early phase of cosmic history (eBOSS), expanding its infrared spectroscopic survey of the Galaxy in the northern and southern hemispheres (APOGEE-2), and for the first time using the Sloan spectrographs to make spatially resolved maps of individual galaxies (MaNGA).[34]

APO Galactic Evolution Experiment (APOGEE-2) edit

A stellar survey of the Milky Way, with two major components: a northern survey using the bright time at APO, and a southern survey using the 2.5 m Du Pont Telescope at Las Campanas.

extended Baryon Oscillation Spectroscopic Survey (eBOSS) edit

A cosmological survey of quasars and galaxies, also encompassing subprograms to survey variable objects (TDSS) and X-Ray sources (SPIDERS).

Mapping Nearby Galaxies at APO (MaNGA) edit

 
A simplified graphical representation of a 7-fibre bundle. MaNGA measures 17 galaxies at a time, using bundles of 19, 37, 61, 91, and 127 fibres.[35]

MaNGA (Mapping Nearby Galaxies at Apache Point Observatory), explored the detailed internal structure of nearly 10,000 nearby galaxies from 2014 to spring of 2020. Earlier SDSS surveys only allowed spectra to be observed from the center of galaxies. By using two-dimensional arrays of optical fibers bundled together into a hexagonal shape, MaNGA was able to use spatially resolved spectroscopy to construct maps of the areas within galaxies, allowing deeper analysis of their structure, such as radial velocities and star formation regions.[35][36]

SDSS-V: 2020–current edit

Apache Point Observatory in New Mexico began to gather data for SDSS-V in October 2020. Apache Point is scheduled to be converted by mid-2021 from plug plates (aluminum plates with manually-placed holes for starlight to shine through) to small automated robot arms, with Las Campanas Observatory in Chile following later in the year. The Milky Way Mapper survey will target the spectra of six million stars. The Black Hole Mapper survey will target galaxies to indirectly analyze their supermassive black holes. The Local Volume Mapper will target nearby galaxies to analyze their clouds of interstellar gas.[37][38]

Data access edit

 
LRG-4-606 is a Luminous Red Galaxy. LRG is the acronym given to a catalog of bright red galaxies found in the SDSS.

The survey makes the data releases available over the Internet. The SkyServer provides a range of interfaces to an underlying Microsoft SQL Server. Both spectra and images are available in this way, and interfaces are made very easy to use so that, for example, a full color image of any region of the sky covered by an SDSS data release can be obtained just by providing the coordinates. The data are available for non-commercial use only, without written permission. The SkyServer also provides a range of tutorials aimed at everyone from schoolchildren up to professional astronomers. The tenth major data release, DR10, released in July 2013,[7] provides images, imaging catalogs, spectra, and redshifts via a variety of search interfaces.

The raw data (from before being processed into databases of objects) are also available through another Internet server, and first experienced as a 'fly-through' via the NASA World Wind program.

Sky in Google Earth includes data from the SDSS, for those regions where such data are available. There are also KML plugins for SDSS photometry and spectroscopy layers,[39] allowing direct access to SkyServer data from within Google Sky.

The data is also available on Hayden Planetarium with a 3D visualizer.

There is also the ever-growing list of data for the Stripe 82 region of the SDSS.

Following from Technical Fellow Jim Gray's contribution on behalf of Microsoft Research with the SkyServer project, Microsoft's WorldWide Telescope makes use of SDSS and other data sources.[40]

MilkyWay@home also used SDSS's data for creating a highly accurate three dimensional model of the Milky Way galaxy.

Results edit

Along with publications describing the survey itself, SDSS data have been used in publications over a huge range of astronomical topics. The SDSS website has a full list of these publications covering distant quasars at the limits of the observable universe,[41] the distribution of galaxies, the properties of stars in our own galaxy and also subjects such as dark matter and dark energy in the universe.

Maps edit

Based on the release of Data Release 9 a new 3D map of massive galaxies and distant black holes was published on August 8, 2012.[42]

See also edit

References edit

  1. ^ Peterson, Jim. "A Brief History of the Astrophysical Research Consortium (ARC) and the Apache Point Observatory (APO)" (PDF). Astrophysical Research Consortium.
  2. ^ Leverington, David (2013). Encyclopedia of the History of Astronomy and Astrophysics. Cambridge: Cambridge University Press. pp. 299–300. ISBN 978-0-521-89994-9.
  3. ^ Gunn, James E.; Siegmund, Walter A.; Mannery, Edward J.; Owen, Russell E.; Hull, Charles L.; Leger, R. French; et al. (April 2006). "The 2.5 m Telescope of the Sloan Digital Sky Survey". The Astronomical Journal. 131 (4): 2332–2359. arXiv:astro-ph/0602326. Bibcode:2006AJ....131.2332G. doi:10.1086/500975.
  4. ^ "SDSS Data Release 8". sdss3.org. Retrieved 2011-01-10.
  5. ^ "SDSS Data Release 9". sdss3.org. Retrieved 2012-07-31.
  6. ^ "New 3D Map of Massive Galaxies and Black Holes Offers Clues to Dark Matter, Dark Energy" (Press release). New York University. 8 August 2012.
  7. ^ a b "SDSS Data Release 10". sdss3.org. Retrieved 2013-08-04.
  8. ^ "Largest-ever 3D map of the universe released by scientists". Sky News. Retrieved 18 August 2020.
  9. ^ "No need to Mind the Gap: Astrophysicists fill in 11 billion years of our universe's expansion history". SDSS. Retrieved 18 August 2020.
  10. ^ David Rabinowitz (2005). "Drift Scanning (Time-Delay Integration)" (PDF). Retrieved 2006-12-27. {{cite journal}}: Cite journal requires |journal= (help)
  11. ^ . SDSS. 2006-08-29. Archived from the original on 2007-01-07. Retrieved 2006-12-27.
  12. ^ "SDSS Data Release 7 Summary". SDSS. 2011-03-17.
  13. ^ "Light wavelength to RGB Converter". www.johndcook.com. Retrieved 2023-07-28.
  14. ^ Newman, Peter R.; et al. (2004). "Mass-producing spectra: the SDSS spectrographic system". Proc. SPIE. Ground-based Instrumentation for Astronomy. 5492: 533. arXiv:astro-ph/0408167. Bibcode:2004SPIE.5492..533N. doi:10.1117/12.541394. S2CID 119434705. Retrieved 3 December 2012.
  15. ^ "Quasars Acting as Gravitational Lenses". ESA/Hubble Picture of the Week. Retrieved 19 March 2012.
  16. ^ "About the SDSS Legacy Survey".
  17. ^ . segue.uchicago.edu. Archived from the original on 2008-02-19. Retrieved 2008-02-27.
  18. ^ Yanny, Brian; Rockosi, Constance; Newberg, Heidi Jo; Knapp, Gillian R.; et al. (1 May 2009). "SEGUE: A Spectroscopic Survey of 240,000 Stars with g = 14-20". The Astronomical Journal. 137 (5): 4377–4399. arXiv:0902.1781. Bibcode:2009AJ....137.4377Y. doi:10.1088/0004-6256/137/5/4377. S2CID 39279981.
  19. ^ Joshua Friemann; et al. (2008). "The Sloan Digital Sky Survey-II Supernova Survey: Technical Summary". The Astronomical Journal. 135 (1): 338–347. arXiv:0708.2749. Bibcode:2008AJ....135..338F. doi:10.1088/0004-6256/135/1/338. hdl:2152/34451. S2CID 53135988.
  20. ^ Sako, Masao; et al. (2008). "The Sloan Digital Sky Survey-II Supernova Survey: search algorithm and follow-up observations". Astronomical Journal. 135 (1): 348–373. arXiv:0708.2750. Bibcode:2008AJ....135..348S. doi:10.1088/0004-6256/135/1/348. S2CID 10089918.
  21. ^ Sako, Masao; et al. (2018). "The Data Release of the Sloan Digital Sky Survey-II Supernova Survey". Publications of the Astronomical Society of the Pacific. 130 (988): 064002. arXiv:1401.3317. Bibcode:2018PASP..130f4002S. doi:10.1088/1538-3873/aab4e0. S2CID 118342974.
  22. ^ "SDSS-III: Four Surveys Executed Simultaneously - SDSS-III".
  23. ^ "Sdss-III". Sdss3.org. Retrieved 2011-08-14.
  24. ^ "SDSS-III: Massive Spectroscopic Surveys of the Distant Universe, the Milky Way Galaxy, and Extra-Solar Planetary Systems" (PDF). Jan 2008. pp. 29–40.
  25. ^ Ahn, Christopher P.; et al. (2014-03-18). "The Tenth Data Release of the Sloan Digital Sky Survey: First Spectroscopic Data from the SDSS-III Apache Point Observatory Galactic Evolution Experiment". The Astrophysical Journal Supplement Series. American Astronomical Society. 211 (2): 17. arXiv:1307.7735. Bibcode:2014ApJS..211...17A. doi:10.1088/0067-0049/211/2/17. ISSN 0067-0049. S2CID 7356513.
  26. ^ "BOSS: Dark Energy and the Geometry of Space". SDSS III. Retrieved 26 September 2011.
  27. ^ . Archived from the original on 2011-01-14.
  28. ^ a b c d "Sdss-III". Sdss3.org. Retrieved 2011-08-14.
  29. ^ Publicado por Fran Sevilla. . Vega 0.0. Archived from the original on 2011-04-23. Retrieved 2011-08-14.
  30. ^ "The Multi-Object APO Radial-Velocity Exoplanet Large-area Survey (MARVELS)". aspbooks.org. Retrieved 2011-08-14.
  31. ^ Matt Rings (2011-01-23). "Collaboration results in largest-ever image of the night-time sky". Gizmag.com. Retrieved 2011-08-14.
  32. ^ "Sdss-III". Sdss3.org. Retrieved 2011-08-14.
  33. ^ "Monster in the deep". www.spacetelescope.org. Retrieved 30 April 2018.
  34. ^ "Sloan Digital Sky Surveys | SDSS".
  35. ^ a b "MaNGA | SDSS". www.sdss.org. Retrieved 2017-04-18.
  36. ^ Bundy, Kevin; Bershady, Matthew A.; Law, David R.; Yan, Renbin; Drory, Niv; MacDonald, Nicholas; Wake, David A.; Cherinka, Brian; Sánchez-Gallego, José R. (2015-01-01). "Overview of the SDSS-IV MaNGA Survey: Mapping nearby Galaxies at Apache Point Observatory". The Astrophysical Journal. 798 (1): 7. arXiv:1412.1482. Bibcode:2015ApJ...798....7B. doi:10.1088/0004-637X/798/1/7. ISSN 0004-637X. S2CID 53707289.
  37. ^ Clery, Daniel (3 February 2021). "Astronomy surveys aim to up the pace with army of tiny robots". Science. doi:10.1126/science.abg9107.
  38. ^ Herbst, T.; Bilgi, Pavaman (2020). "The SDSS-V local volume mapper telescope system". In Marshall, Heather K; Spyromilio, Jason; Usuda, Tomonori (eds.). Ground-based and Airborne Telescopes VIII. Vol. 11445. SPIE. p. 114450J. doi:10.1117/12.2561419. ISBN 9781510636774. S2CID 230583048.
  39. ^ . Archived from the original on 2008-03-17. Retrieved 2008-03-24.
  40. ^ . worldwidetelescope.org. Archived from the original on 2008-03-02. Retrieved 2008-03-24.
  41. ^ . sdss.org. Archived from the original on 2008-02-17. Retrieved 2008-02-27.
  42. ^ "SDSS Science Results" (Press release). sdss3.org. Retrieved 2012-08-08.

Further reading edit

  • Ann K. Finkbeiner. A Grand and Bold Thing: An Extraordinary New Map of the Universe Ushering In A New Era of Discovery (2010), a journalistic history of the project

External links edit

  • Official website  
  • NASA Astronomy Picture of the Day: The Sloan Great Wall: Largest Known Structure? (7 November 2007)
  • NASA Astronomy Picture of the Day: A Flight Through The Universe (13 August 2012)


sloan, digital, survey, segue, redirects, here, other, uses, segue, disambiguation, marvels, redirects, here, other, uses, marvels, disambiguation, sdss, major, multi, spectral, imaging, spectroscopic, redshift, survey, using, dedicated, wide, angle, optical, . SEGUE redirects here For other uses see segue disambiguation MARVELS redirects here For other uses see marvels disambiguation The Sloan Digital Sky Survey or SDSS is a major multi spectral imaging and spectroscopic redshift survey using a dedicated 2 5 m wide angle optical telescope at Apache Point Observatory in New Mexico United States The project began in 2000 and was named after the Alfred P Sloan Foundation which contributed significant funding Sloan Digital Sky SurveyAlternative namesSDSSCoordinates32 46 50 N 105 49 14 W 32 7805 N 105 82058 W 32 7805 105 82058Websitewww wbr sdss wbr org Related media on Commons edit on Wikidata A consortium of the University of Washington and Princeton University was established to conduct a redshift survey The Astrophysical Research Consortium ARC was established in 1984 1 with the additional participation of New Mexico State University and Washington State University to manage activities at Apache Point In 1991 the Sloan Foundation granted the ARC funding for survey efforts and the construction of equipment to carry out the work 2 Contents 1 Background 2 Operation 3 Observations 4 Phases 4 1 SDSS I 2000 2005 4 2 SDSS II 2005 2008 4 2 1 Sloan Legacy Survey 4 2 2 Sloan Extension for Galactic Understanding and Exploration SEGUE 4 2 3 Sloan Supernova Survey 4 3 SDSS III 2008 2014 4 3 1 APO Galactic Evolution Experiment APOGEE 4 3 2 Baryon Oscillation Spectroscopic Survey BOSS 4 3 3 Multi object APO Radial Velocity Exoplanet Large area Survey MARVELS 4 3 4 SEGUE 2 4 4 SDSS IV 2014 2020 4 4 1 APO Galactic Evolution Experiment APOGEE 2 4 4 2 extended Baryon Oscillation Spectroscopic Survey eBOSS 4 4 3 Mapping Nearby Galaxies at APO MaNGA 4 5 SDSS V 2020 current 5 Data access 6 Results 6 1 Maps 7 See also 8 References 9 Further reading 10 External linksBackground editAt the time of its design the SDSS was a pioneering combination of novel instrumentation as well as data reduction and storage techniques that drove major advances in astronomical observations discoveries and theory The SDSS project was centered around two instruments and data processing pipelines that were groundbreaking for the scale at which they were implemented A multi filter multi array scanning CCD camera to take an imaging survey of the sky at high efficiency followed by A multi object multi fiber spectrograph that could take spectra in bulk several hundred objects at a time of targets identified from the surveyA major new challenge was how to deal with the exceptional data volume generated by the telescope and instruments At the time hundreds of gigabytes of raw data per night was unprecedented and a collaborating team as complex as the original hardware and engineering team was needed to design a software and storage system for processing the data From each imaging run object catalogs reduced images and associated files were produced in a highly automated pipeline yielding the largest astronomical object catalogs billions of objects available in digital queryable form at the time For each spectral run thousands of two dimensional spectral images had to be processed to automatically extract calibrated spectra flux versus wavelength In the approximate decade it took to achieve these goals SDSS contributed to notable advances in massive database storage and accessing technology such as SQL and was one of the first major astronomical projects to make data available in this form The model of giving the scientific community and public broad and internet accessible access to the survey data products was also relatively new at the time The collaboration model around the project was also complex but successful given the large numbers of institutions and individuals needed to bring expertise to the system Universities and foundations were participants along with the managing partner ARC but also Fermilab national laboratory which supplied compute processing and storage capabilities as well as colleagues from the computing industryOperation edit nbsp SDSS map shown as a rainbow of colors located within the observable Universe the outer sphere showing fluctuations in the Cosmic Microwave Background As we look out in distance we look back in time So the location of these signals reveals the expansion rate of the Universe at different times in cosmic history 2020 Data collection began in 2000 3 the final imaging data release DR9 covers over 35 of the sky with photometric observations of around nearly 1 billion objects while the survey continues to acquire spectra having so far taken spectra of over 4 million objects The main galaxy sample has a median redshift of z 0 1 there are redshifts for luminous red galaxies as far as z 0 7 and for quasars as far as z 5 and the imaging survey has been involved in the detection of quasars beyond a redshift z 6 Data release 8 DR8 released in January 2011 4 includes all photometric observations taken with the SDSS imaging camera covering 14 555 square degrees on the sky just over 35 of the full sky Data release 9 DR9 released to the public on 31 July 2012 5 includes the first results from the Baryon Oscillation Spectroscopic Survey BOSS including over 800 000 new spectra Over 500 000 of the new spectra are of objects in the Universe 7 billion years ago roughly half the age of the universe 6 Data release 10 DR10 released to the public on 31 July 2013 7 includes all data from previous releases plus the first results from the APO Galactic Evolution Experiment APOGEE including over 57 000 high resolution infrared spectra of stars in the Milky Way DR10 also includes over 670 000 new BOSS spectra of galaxies and quasars in the distant universe The publicly available images from the survey were made between 1998 and 2009 In July 2020 after a 20 year long survey astrophysicists of the Sloan Digital Sky Survey published the largest most detailed 3D map of the universe so far filled a gap of 11 billion years in its expansion history and provided data which supports the theory of a flat geometry of the universe and confirms that different regions seem to be expanding at different speeds 8 9 Observations editSDSS uses a dedicated 2 5 m wide angle optical telescope from 1998 to 2009 it observed in both imaging and spectroscopic modes The imaging camera was retired in late 2009 since then the telescope has observed entirely in spectroscopic mode Images were taken using a photometric system of five filters named u g r i and z These images are processed to produce lists of objects observed and various parameters such as whether they seem pointlike or extended as a galaxy might and how the brightness on the CCDs relates to various kinds of astronomical magnitude For imaging observations the SDSS telescope used the drift scanning technique but with choreographed variation of right ascension declination tracking rate and image rotation which allows the telescope to track along great circles and continuously record small strips of the sky 10 The image of the stars in the focal plane drifts along the CCD chip and the charge is electronically shifted along the detectors at exactly the same rate instead of staying fixed as in tracked telescopes Simply parking the telescope as the sky moves is only workable on the celestial equator since stars at different declination move at different apparent speed This method allows consistent astrometry over the widest possible field and minimises overheads from reading out the detectors The disadvantage is minor distortion effects The telescope s imaging camera is made up of 30 CCD chips each with a resolution of 2048 2048 pixels totaling approximately 120 megapixels 11 The chips are arranged in 5 rows of 6 chips Each row has a different optical filter with average wavelengths of 355 1 u 468 6 g 616 5 r 748 1 i and 893 1 z nm with 95 completeness in typical seeing to magnitudes of 22 0 22 2 22 2 21 3 and 20 5 for u g r i z respectively 12 The filters are placed on the camera in the order r i u z g To reduce noise the camera is cooled to 190 kelvins about 80 C by liquid nitrogen SDSS photometric system filters u g r i zMean wavelength nm 355 1 468 6 616 5 748 1 893 1Magnitude limit 22 0 22 2 22 2 21 3 20 5Note colors are only approximate and based on wavelength to sRGB representation 13 Using these photometric data stars galaxies and quasars are also selected for spectroscopy The spectrograph operates by feeding an individual optical fibre for each target through a hole drilled in an aluminum plate 14 Each hole is positioned specifically for a selected target so every field in which spectra are to be acquired requires a unique plate The original spectrograph attached to the telescope was capable of recording 640 spectra simultaneously while the updated spectrograph for SDSS III can record 1000 spectra at once Over the course of each night between six and nine plates are typically used for recording spectra In spectroscopic mode the telescope tracks the sky in the standard way keeping the objects focused on their corresponding fibre tips Every night the telescope produces about 200 GB of data nbsp SDSS imaging camera nbsp SDSS spectroscope cartridge nbsp Aluminum plate close up showing optical fibersPhases edit nbsp Quasars acting as gravitational lenses To find these cases of galaxy quasar combinations acting as lenses astronomers selected 23 000 quasar spectra from the SDSS 15 SDSS I 2000 2005 edit During its first phase of operations 2000 2005 the SDSS imaged more than 8 000 square degrees of the sky in five optical bandpasses and it obtained spectra of galaxies and quasars selected from 5 700 square degrees of that imaging It also obtained repeated imaging roughly 30 scans of a 300 square degree stripe in the southern Galactic cap SDSS II 2005 2008 edit In 2005 the survey entered a new phase the SDSS II by extending the observations to explore the structure and stellar makeup of the Milky Way the SEGUE and the Sloan Supernova Survey which watches after supernova Ia events to measure the distances to far objects Sloan Legacy Survey edit The Sloan Legacy Survey covers over 7 500 square degrees of the Northern Galactic Cap with data from nearly 2 million objects and spectra from over 800 000 galaxies and 100 000 quasars The information on the position and distance of the objects has allowed the large scale structure of the Universe with its voids and filaments to be investigated for the first time Almost all of these data were obtained in SDSS I but a small part of the footprint was finished in SDSS II 16 Sloan Extension for Galactic Understanding and Exploration SEGUE edit The Sloan Extension for Galactic Understanding and Exploration obtained spectra of 240 000 stars with typical radial velocity of 10 km s in order to create a detailed three dimensional map of the Milky Way 17 SEGUE data provide evidence for the age composition and phase space distribution of stars within the various Galactic components providing crucial clues for understanding the structure formation and evolution of our galaxy The stellar spectra imaging data and derived parameter catalogs for this survey are publicly available as part of SDSS Data Release 7 DR7 18 Sloan Supernova Survey edit The SDSS Supernova Survey which ran from 2005 to 2008 performed repeat imaging of one stripe of sky 2 5 wide centred on the celestial equator going from 20 hours right ascension to 4 hours RA so that it was in the southern galactic cap see Draft Galactic cap and did not suffer from galactic extinction 19 The project discovered more than 500 type Ia supernovae Running until the end of the year 2007 the Supernova Survey searched for Type Ia supernovae The survey rapidly scanned a 300 square degree area to detect variable objects and supernovae It detected 130 confirmed supernovae Ia events in 2005 and a further 197 in 2006 20 In 2014 an even larger catalogue was released containing 10 258 variable and transient sources Of these 4 607 sources are either confirmed or likely supernovae which makes this the largest set of supernovae so far compiled 21 SDSS III 2008 2014 edit This section needs to be updated The reason given is the text has been changed to past tense but no new information has apparently been added since the survey completed Please help update this article to reflect recent events or newly available information January 2020 In mid 2008 SDSS III was started It comprised four separate surveys 22 APO Galactic Evolution Experiment APOGEE edit The APO Galactic Evolution Experiment APOGEE used high resolution high signal to noise infrared spectroscopy to penetrate the dust that obscures the inner Galaxy 23 APOGEE surveyed 100 000 red giant stars across the full range of the galactic bulge bar disk and halo It increased the number of stars observed at high spectroscopic resolution R 20 000 at l 1 6 mm and high signal to noise ratio 100 1 by more than a factor of 100 24 The high resolution spectra revealed the abundances of about 15 elements giving information on the composition of the gas clouds the red giants formed from APOGEE planned to collect data from 2011 to 2014 with the first data released as part of SDSS DR10 in late 2013 25 Baryon Oscillation Spectroscopic Survey BOSS edit The SDSS III s Baryon Oscillation Spectroscopic Survey BOSS was designed to measure the expansion rate of the Universe 26 It mapped the spatial distribution of luminous red galaxies LRGs and quasars to determine their spatial distribution and detect the characteristic scale imprinted by baryon acoustic oscillations in the early universe Sound waves that propagate in the early universe like spreading ripples in a pond imprint a characteristic scale on the positions of galaxies relative to each other It was announced that BOSS had measured the scale of the universe to an accuracy of one percent and was completed in Spring 2014 27 Multi object APO Radial Velocity Exoplanet Large area Survey MARVELS edit MARVELS redirects here For other uses see Marvels disambiguation The Multi object APO Radial Velocity Exoplanet Large area Survey MARVELS monitored the radial velocities of 11 000 bright stars with the precision and cadence needed to detect gas giant planets that have orbital periods ranging from several hours to two years This ground based Doppler survey 28 used the SDSS telescope and new multi object Doppler instruments to monitor radial velocities 28 The main goal of the project was to generate a large scale statistically well defined sample of giant planets It searched for gaseous planets having orbital periods ranging from hours to 2 years and masses between 0 5 and 10 times that of Jupiter A total of 11 000 stars were analyzed with 25 35 observations per star over an 18 month period It was expected to detect between 150 and 200 new exoplanets and was able to study rare systems such as planets with extreme eccentricity and objects in the brown dwarf desert 28 29 The collected data was used as a statistical sample for the theoretical comparison and discovery of rare systems 30 The project started in the fall of 2008 and continued until spring 2014 28 31 SEGUE 2 edit The original Sloan Extension for Galactic Understanding and Exploration SEGUE 1 obtained spectra of nearly 240 000 stars of a range of spectral types Building on this success SEGUE 2 spectroscopically observed around 120 000 stars focusing on the in situ stellar halo of the Milky Way from distances of 10 to 60 kpc SEGUE 2 doubled the sample size of SEGUE 1 32 Combining SEGUE 1 and 2 revealed the complex kinematic and chemical substructure of the galactic halo and disks providing essential clues to the assembly and enrichment history of the galaxy In particular the outer halo was expected to be dominated by late time accretion events SEGUE data can help constrain existing models for the formation of the stellar halo and inform the next generation of high resolution simulations of galaxy formation In addition SEGUE 1 and SEGUE 2 may help uncover rare chemically primitive stars that are fossils of the earliest generations of cosmic star formation SDSS IV 2014 2020 edit nbsp Light from distant galaxies has been smeared and twisted into odd shapes arcs and streaks 33 The latest generation of the SDSS SDSS IV 2014 2020 is extending precision cosmological measurements to a critical early phase of cosmic history eBOSS expanding its infrared spectroscopic survey of the Galaxy in the northern and southern hemispheres APOGEE 2 and for the first time using the Sloan spectrographs to make spatially resolved maps of individual galaxies MaNGA 34 APO Galactic Evolution Experiment APOGEE 2 edit A stellar survey of the Milky Way with two major components a northern survey using the bright time at APO and a southern survey using the 2 5 m Du Pont Telescope at Las Campanas extended Baryon Oscillation Spectroscopic Survey eBOSS edit A cosmological survey of quasars and galaxies also encompassing subprograms to survey variable objects TDSS and X Ray sources SPIDERS Mapping Nearby Galaxies at APO MaNGA edit nbsp A simplified graphical representation of a 7 fibre bundle MaNGA measures 17 galaxies at a time using bundles of 19 37 61 91 and 127 fibres 35 MaNGA Mapping Nearby Galaxies at Apache Point Observatory explored the detailed internal structure of nearly 10 000 nearby galaxies from 2014 to spring of 2020 Earlier SDSS surveys only allowed spectra to be observed from the center of galaxies By using two dimensional arrays of optical fibers bundled together into a hexagonal shape MaNGA was able to use spatially resolved spectroscopy to construct maps of the areas within galaxies allowing deeper analysis of their structure such as radial velocities and star formation regions 35 36 SDSS V 2020 current edit Apache Point Observatory in New Mexico began to gather data for SDSS V in October 2020 Apache Point is scheduled to be converted by mid 2021 from plug plates aluminum plates with manually placed holes for starlight to shine through to small automated robot arms with Las Campanas Observatory in Chile following later in the year The Milky Way Mapper survey will target the spectra of six million stars The Black Hole Mapper survey will target galaxies to indirectly analyze their supermassive black holes The Local Volume Mapper will target nearby galaxies to analyze their clouds of interstellar gas 37 38 Data access edit nbsp LRG 4 606 is a Luminous Red Galaxy LRG is the acronym given to a catalog of bright red galaxies found in the SDSS The survey makes the data releases available over the Internet The SkyServer provides a range of interfaces to an underlying Microsoft SQL Server Both spectra and images are available in this way and interfaces are made very easy to use so that for example a full color image of any region of the sky covered by an SDSS data release can be obtained just by providing the coordinates The data are available for non commercial use only without written permission The SkyServer also provides a range of tutorials aimed at everyone from schoolchildren up to professional astronomers The tenth major data release DR10 released in July 2013 7 provides images imaging catalogs spectra and redshifts via a variety of search interfaces The raw data from before being processed into databases of objects are also available through another Internet server and first experienced as a fly through via the NASA World Wind program Sky in Google Earth includes data from the SDSS for those regions where such data are available There are also KML plugins for SDSS photometry and spectroscopy layers 39 allowing direct access to SkyServer data from within Google Sky The data is also available on Hayden Planetarium with a 3D visualizer There is also the ever growing list of data for the Stripe 82 region of the SDSS Following from Technical Fellow Jim Gray s contribution on behalf of Microsoft Research with the SkyServer project Microsoft s WorldWide Telescope makes use of SDSS and other data sources 40 MilkyWay home also used SDSS s data for creating a highly accurate three dimensional model of the Milky Way galaxy Results editAlong with publications describing the survey itself SDSS data have been used in publications over a huge range of astronomical topics The SDSS website has a full list of these publications covering distant quasars at the limits of the observable universe 41 the distribution of galaxies the properties of stars in our own galaxy and also subjects such as dark matter and dark energy in the universe Maps edit Based on the release of Data Release 9 a new 3D map of massive galaxies and distant black holes was published on August 8 2012 42 See also editAlex Szalay Alfred P Sloan Foundation Apache Point Observatory Dark Energy Spectroscopic Instrument Galaxy color magnitude diagram Galaxy Zoo James E Gunn Sloan Great WallReferences edit Peterson Jim A Brief History of the Astrophysical Research Consortium ARC and the Apache Point Observatory APO PDF Astrophysical Research Consortium Leverington David 2013 Encyclopedia of the History of Astronomy and Astrophysics Cambridge Cambridge University Press pp 299 300 ISBN 978 0 521 89994 9 Gunn James E Siegmund Walter A Mannery Edward J Owen Russell E Hull Charles L Leger R French et al April 2006 The 2 5 m Telescope of the Sloan Digital Sky Survey The Astronomical Journal 131 4 2332 2359 arXiv astro ph 0602326 Bibcode 2006AJ 131 2332G doi 10 1086 500975 SDSS Data Release 8 sdss3 org Retrieved 2011 01 10 SDSS Data Release 9 sdss3 org Retrieved 2012 07 31 New 3D Map of Massive Galaxies and Black Holes Offers Clues to Dark Matter Dark Energy Press release New York University 8 August 2012 a b SDSS Data Release 10 sdss3 org Retrieved 2013 08 04 Largest ever 3D map of the universe released by scientists Sky News Retrieved 18 August 2020 No need to Mind the Gap Astrophysicists fill in 11 billion years of our universe s expansion history SDSS Retrieved 18 August 2020 David Rabinowitz 2005 Drift Scanning Time Delay Integration PDF Retrieved 2006 12 27 a href Template Cite journal html title Template Cite journal cite journal a Cite journal requires journal help Key Components of the Survey Telescope SDSS 2006 08 29 Archived from the original on 2007 01 07 Retrieved 2006 12 27 SDSS Data Release 7 Summary SDSS 2011 03 17 Light wavelength to RGB Converter www johndcook com Retrieved 2023 07 28 Newman Peter R et al 2004 Mass producing spectra the SDSS spectrographic system Proc SPIE Ground based Instrumentation for Astronomy 5492 533 arXiv astro ph 0408167 Bibcode 2004SPIE 5492 533N doi 10 1117 12 541394 S2CID 119434705 Retrieved 3 December 2012 Quasars Acting as Gravitational Lenses ESA Hubble Picture of the Week Retrieved 19 March 2012 About the SDSS Legacy Survey Sloan Extension for Galactic Understanding and Exploration segue uchicago edu Archived from the original on 2008 02 19 Retrieved 2008 02 27 Yanny Brian Rockosi Constance Newberg Heidi Jo Knapp Gillian R et al 1 May 2009 SEGUE A Spectroscopic Survey of 240 000 Stars with g 14 20 The Astronomical Journal 137 5 4377 4399 arXiv 0902 1781 Bibcode 2009AJ 137 4377Y doi 10 1088 0004 6256 137 5 4377 S2CID 39279981 Joshua Friemann et al 2008 The Sloan Digital Sky Survey II Supernova Survey Technical Summary The Astronomical Journal 135 1 338 347 arXiv 0708 2749 Bibcode 2008AJ 135 338F doi 10 1088 0004 6256 135 1 338 hdl 2152 34451 S2CID 53135988 Sako Masao et al 2008 The Sloan Digital Sky Survey II Supernova Survey search algorithm and follow up observations Astronomical Journal 135 1 348 373 arXiv 0708 2750 Bibcode 2008AJ 135 348S doi 10 1088 0004 6256 135 1 348 S2CID 10089918 Sako Masao et al 2018 The Data Release of the Sloan Digital Sky Survey II Supernova Survey Publications of the Astronomical Society of the Pacific 130 988 064002 arXiv 1401 3317 Bibcode 2018PASP 130f4002S doi 10 1088 1538 3873 aab4e0 S2CID 118342974 SDSS III Four Surveys Executed Simultaneously SDSS III Sdss III Sdss3 org Retrieved 2011 08 14 SDSS III Massive Spectroscopic Surveys of the Distant Universe the Milky Way Galaxy and Extra Solar Planetary Systems PDF Jan 2008 pp 29 40 Ahn Christopher P et al 2014 03 18 The Tenth Data Release of the Sloan Digital Sky Survey First Spectroscopic Data from the SDSS III Apache Point Observatory Galactic Evolution Experiment The Astrophysical Journal Supplement Series American Astronomical Society 211 2 17 arXiv 1307 7735 Bibcode 2014ApJS 211 17A doi 10 1088 0067 0049 211 2 17 ISSN 0067 0049 S2CID 7356513 BOSS Dark Energy and the Geometry of Space SDSS III Retrieved 26 September 2011 BOSS Dark Energy and the Geometry of Space SDSS III Archived from the original on 2011 01 14 a b c d Sdss III Sdss3 org Retrieved 2011 08 14 Publicado por Fran Sevilla Carnival of Space 192 Exoplanet discovery and characterization Vega 0 0 Archived from the original on 2011 04 23 Retrieved 2011 08 14 The Multi Object APO Radial Velocity Exoplanet Large area Survey MARVELS aspbooks org Retrieved 2011 08 14 Matt Rings 2011 01 23 Collaboration results in largest ever image of the night time sky Gizmag com Retrieved 2011 08 14 Sdss III Sdss3 org Retrieved 2011 08 14 Monster in the deep www spacetelescope org Retrieved 30 April 2018 Sloan Digital Sky Surveys SDSS a b MaNGA SDSS www sdss org Retrieved 2017 04 18 Bundy Kevin Bershady Matthew A Law David R Yan Renbin Drory Niv MacDonald Nicholas Wake David A Cherinka Brian Sanchez Gallego Jose R 2015 01 01 Overview of the SDSS IV MaNGA Survey Mapping nearby Galaxies at Apache Point Observatory The Astrophysical Journal 798 1 7 arXiv 1412 1482 Bibcode 2015ApJ 798 7B doi 10 1088 0004 637X 798 1 7 ISSN 0004 637X S2CID 53707289 Clery Daniel 3 February 2021 Astronomy surveys aim to up the pace with army of tiny robots Science doi 10 1126 science abg9107 Herbst T Bilgi Pavaman 2020 The SDSS V local volume mapper telescope system In Marshall Heather K Spyromilio Jason Usuda Tomonori eds Ground based and Airborne Telescopes VIII Vol 11445 SPIE p 114450J doi 10 1117 12 2561419 ISBN 9781510636774 S2CID 230583048 Google Earth KML SDSS layer Archived from the original on 2008 03 17 Retrieved 2008 03 24 When did Microsoft first starting looking at the sky worldwidetelescope org Archived from the original on 2008 03 02 Retrieved 2008 03 24 SDSS Scientific and Technical Publications sdss org Archived from the original on 2008 02 17 Retrieved 2008 02 27 SDSS Science Results Press release sdss3 org Retrieved 2012 08 08 Further reading editAnn K Finkbeiner A Grand and Bold Thing An Extraordinary New Map of the Universe Ushering In A New Era of Discovery 2010 a journalistic history of the projectExternal links edit nbsp Wikimedia Commons has media related to Sloan Digital Sky Survey Official website nbsp NASA Astronomy Picture of the Day The Sloan Great Wall Largest Known Structure 7 November 2007 NASA Astronomy Picture of the Day A Flight Through The Universe 13 August 2012 Portals nbsp Astronomy nbsp Stars nbsp Spaceflight nbsp Outer space nbsp Solar System Retrieved from https en wikipedia org w index php title Sloan Digital Sky Survey amp oldid 1171061266, wikipedia, wiki, book, books, library,

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