Sky & Telescope - September 2016 - 17

A Nightly Ritual

92,000,000

Sky Survey Projects
Total Data Volume
Height of Mont Blanc

LSST
~200 PB
expected

4,000,000

LSST raw data
over 10 years
~55 PB

1,095,000
1 million

Pan-STARRS
~40 PB expected

800,000

Freedom Tower
1,776 feet

SDSS
40 TB

500,000

Number of stacked Blu-ray discs

Once the LSST survey starts - currently scheduled for
October 2022 - the project team will handle initial processing so that astronomers can quickly and easily make
use of the observations to do science. This upfront work
will comprise basic data analysis, including characterizing sources in terms of their color, shape, motion on the
sky, and time variability. The LSST team will also ensure
consistent data quality and assemble the object catalog.
Much of this standard pipeline processing will be highly
automated: the data volumes are so massive that they preclude human examination of all but the tiniest fraction.
The LSST team can't get behind on processing the raw
data, because if they do, they'll never catch up. To help
protect against this, the project plans to staff two primary
data centers, the main one at the National Center for
Supercomputing Applications in Urbana, Illinois, and a
backup center in Lyons, France. It will also furnish multiple copies of the full data, and each year a new run will
reprocess the entire available survey data set.
But LSST leaders are confident that such advance
efforts will not present an obstacle, nor will storage. As
the project explains on its website, "While LSST is making a novel use of advanced information technology, it is
not taking the risk of pushing the expected technology
to the limit." LSST will have two redundant, 40-gigabyteper-second optical-fiber links from La Serena to Urbana.
Such dedicated long-haul networks mean that even
transferring that amount of information is not expected

Square Kilometer Array
~4,600 PB expected

100,000

SkyMapper
500 TB

10,000

S&T: GREGG DINDERMAN, SOURCE: Y. ZHANG & Y. ZHAO / DATA SCIENCE JOURNAL 2015

AERIAL EDIFICES Below: The Large Synoptic Survey Telescope under construction in Chile, March 2016. Above: New York's 1,776-foot
Freedom Tower is dwarfed by the stacks of Blu-ray discs, each about 0.05 inch (1.2 mm) thick, that would be needed to store the total
data volume from the three largest wide-field survey projects. Note the comparatively minuscule stack required for the SDSS data set.

LSST PROJECT / NSF / AURA

Sk yandTelescope.com September 2016

17


http://www.SkyandTelescope.com

Sky & Telescope - September 2016

Table of Contents for the Digital Edition of Sky & Telescope - September 2016

 Contents
Sky & Telescope - September 2016 - Cover1
Sky & Telescope - September 2016 - Cover2
Sky & Telescope - September 2016 - 1
Sky & Telescope - September 2016 -  Contents
Sky & Telescope - September 2016 - 3
Sky & Telescope - September 2016 - A
Sky & Telescope - September 2016 - B
Sky & Telescope - September 2016 - 4
Sky & Telescope - September 2016 - 5
Sky & Telescope - September 2016 - 6
Sky & Telescope - September 2016 - 7
Sky & Telescope - September 2016 - 8
Sky & Telescope - September 2016 - 9
Sky & Telescope - September 2016 - 10
Sky & Telescope - September 2016 - 11
Sky & Telescope - September 2016 - 12
Sky & Telescope - September 2016 - 13
Sky & Telescope - September 2016 - 14
Sky & Telescope - September 2016 - 15
Sky & Telescope - September 2016 - 16
Sky & Telescope - September 2016 - 17
Sky & Telescope - September 2016 - 18
Sky & Telescope - September 2016 - 19
Sky & Telescope - September 2016 - 20
Sky & Telescope - September 2016 - 21
Sky & Telescope - September 2016 - 22
Sky & Telescope - September 2016 - 23
Sky & Telescope - September 2016 - 24
Sky & Telescope - September 2016 - 25
Sky & Telescope - September 2016 - 26
Sky & Telescope - September 2016 - 27
Sky & Telescope - September 2016 - 28
Sky & Telescope - September 2016 - 29
Sky & Telescope - September 2016 - 30
Sky & Telescope - September 2016 - 31
Sky & Telescope - September 2016 - 32
Sky & Telescope - September 2016 - 33
Sky & Telescope - September 2016 - 34
Sky & Telescope - September 2016 - 35
Sky & Telescope - September 2016 - 36
Sky & Telescope - September 2016 - 37
Sky & Telescope - September 2016 - 38
Sky & Telescope - September 2016 - 39
Sky & Telescope - September 2016 - 40
Sky & Telescope - September 2016 - 41
Sky & Telescope - September 2016 - 42
Sky & Telescope - September 2016 - 43
Sky & Telescope - September 2016 - 44
Sky & Telescope - September 2016 - 45
Sky & Telescope - September 2016 - 46
Sky & Telescope - September 2016 - 47
Sky & Telescope - September 2016 - 48
Sky & Telescope - September 2016 - 49
Sky & Telescope - September 2016 - 50
Sky & Telescope - September 2016 - 51
Sky & Telescope - September 2016 - 52
Sky & Telescope - September 2016 - 53
Sky & Telescope - September 2016 - 54
Sky & Telescope - September 2016 - 55
Sky & Telescope - September 2016 - 56
Sky & Telescope - September 2016 - 57
Sky & Telescope - September 2016 - 58
Sky & Telescope - September 2016 - 59
Sky & Telescope - September 2016 - 60
Sky & Telescope - September 2016 - 61
Sky & Telescope - September 2016 - 62
Sky & Telescope - September 2016 - 63
Sky & Telescope - September 2016 - 64
Sky & Telescope - September 2016 - 65
Sky & Telescope - September 2016 - 66
Sky & Telescope - September 2016 - 67
Sky & Telescope - September 2016 - 68
Sky & Telescope - September 2016 - 69
Sky & Telescope - September 2016 - 70
Sky & Telescope - September 2016 - 71
Sky & Telescope - September 2016 - 72
Sky & Telescope - September 2016 - 73
Sky & Telescope - September 2016 - 74
Sky & Telescope - September 2016 - 75
Sky & Telescope - September 2016 - 76
Sky & Telescope - September 2016 - 77
Sky & Telescope - September 2016 - 78
Sky & Telescope - September 2016 - 79
Sky & Telescope - September 2016 - 80
Sky & Telescope - September 2016 - 81
Sky & Telescope - September 2016 - 82
Sky & Telescope - September 2016 - 83
Sky & Telescope - September 2016 - 84
Sky & Telescope - September 2016 - Cover3
Sky & Telescope - September 2016 - Cover4
https://www.nxtbook.com/nxtbooks/aas/st_202412
https://www.nxtbook.com/nxtbooks/aas/st_202411
https://www.nxtbook.com/nxtbooks/aas/st_202410
https://www.nxtbook.com/nxtbooks/aas/st_202409
https://www.nxtbook.com/nxtbooks/aas/st_202408
https://www.nxtbook.com/nxtbooks/aas/st_202407
https://www.nxtbook.com/nxtbooks/aas/st_202406
https://www.nxtbook.com/nxtbooks/aas/st_202405
https://www.nxtbook.com/nxtbooks/aas/st_202404_qr
https://www.nxtbook.com/nxtbooks/aas/st_202404
https://www.nxtbook.com/nxtbooks/aas/st_202403
https://www.nxtbook.com/nxtbooks/aas/st_202402
https://www.nxtbook.com/nxtbooks/aas/st_202401_aus
https://www.nxtbook.com/nxtbooks/aas/st_202401
https://www.nxtbook.com/nxtbooks/aas/st_202312_aus
https://www.nxtbook.com/nxtbooks/aas/st_202312
https://www.nxtbook.com/nxtbooks/aas/st_202311
https://www.nxtbook.com/nxtbooks/aas/st_202310
https://www.nxtbook.com/nxtbooks/aas/st_202309
https://www.nxtbook.com/nxtbooks/aas/st_202308
https://www.nxtbook.com/nxtbooks/aas/st_202307
https://www.nxtbook.com/nxtbooks/aas/st_202306
https://www.nxtbook.com/nxtbooks/aas/st_202305
https://www.nxtbook.com/nxtbooks/aas/st_202304
https://www.nxtbook.com/nxtbooks/aas/st_202304_qr
https://www.nxtbook.com/nxtbooks/aas/st_202303
https://www.nxtbook.com/nxtbooks/aas/st_202302
https://www.nxtbook.com/nxtbooks/aas/st_202301
https://www.nxtbook.com/nxtbooks/aas/st_202212
https://www.nxtbook.com/nxtbooks/aas/st_202211
https://www.nxtbook.com/nxtbooks/aas/st_202210
https://www.nxtbook.com/nxtbooks/aas/st_202209
https://www.nxtbook.com/nxtbooks/aas/st_202208
https://www.nxtbook.com/nxtbooks/aas/st_202207
https://www.nxtbook.com/nxtbooks/aas/st_202206
https://www.nxtbook.com/nxtbooks/aas/st_202205
https://www.nxtbook.com/nxtbooks/aas/st_202204
https://www.nxtbook.com/nxtbooks/aas/st_202203
https://www.nxtbook.com/nxtbooks/aas/st_202202
https://www.nxtbook.com/nxtbooks/aas/st_202201
https://www.nxtbook.com/nxtbooks/aas/st_202112
https://www.nxtbook.com/nxtbooks/aas/st_202111
https://www.nxtbook.com/nxtbooks/aas/st_202110
https://www.nxtbook.com/nxtbooks/aas/st_202109
https://www.nxtbook.com/nxtbooks/aas/st_202108
https://www.nxtbook.com/nxtbooks/aas/st_202107
https://www.nxtbook.com/nxtbooks/aas/st_202106
https://www.nxtbook.com/nxtbooks/aas/st_202105
https://www.nxtbook.com/nxtbooks/aas/st_202104
https://www.nxtbook.com/nxtbooks/aas/st_202103
https://www.nxtbook.com/nxtbooks/aas/st_202102
https://www.nxtbook.com/nxtbooks/aas/st_202101
https://www.nxtbook.com/nxtbooks/aas/skywatch_2021
https://www.nxtbook.com/nxtbooks/aas/st_202012
https://www.nxtbook.com/nxtbooks/aas/st_202011
https://www.nxtbook.com/nxtbooks/aas/st_202010
https://www.nxtbook.com/nxtbooks/aas/st_202009
https://www.nxtbook.com/nxtbooks/aas/st_202008
https://www.nxtbook.com/nxtbooks/aas/st_202007
https://www.nxtbook.com/nxtbooks/aas/st_202006
https://www.nxtbook.com/nxtbooks/aas/st_202005
https://www.nxtbook.com/nxtbooks/aas/st_202004
https://www.nxtbook.com/nxtbooks/aas/st_202003
https://www.nxtbook.com/nxtbooks/aas/st_202002
https://www.nxtbook.com/nxtbooks/aas/st_202001
https://www.nxtbook.com/nxtbooks/aas/st_201912
https://www.nxtbook.com/nxtbooks/aas/st_201911
https://www.nxtbook.com/nxtbooks/aas/st_201910
https://www.nxtbook.com/nxtbooks/aas/st_201909
https://www.nxtbook.com/nxtbooks/aas/st_201908
https://www.nxtbook.com/nxtbooks/aas/st_201907
https://www.nxtbook.com/nxtbooks/aas/st_201906
https://www.nxtbook.com/nxtbooks/aas/st_201905
https://www.nxtbook.com/nxtbooks/aas/st_201904
https://www.nxtbook.com/nxtbooks/aas/st_201903
https://www.nxtbook.com/nxtbooks/aas/st_201902
https://www.nxtbook.com/nxtbooks/aas/st_201901
https://www.nxtbook.com/nxtbooks/aas/st_201812
https://www.nxtbook.com/nxtbooks/aas/st_201811
https://www.nxtbook.com/nxtbooks/aas/st_201810
https://www.nxtbook.com/nxtbooks/aas/st_201809
https://www.nxtbook.com/nxtbooks/aas/st_201808
https://www.nxtbook.com/nxtbooks/aas/st_201807
https://www.nxtbook.com/nxtbooks/aas/st_201806
https://www.nxtbook.com/nxtbooks/aas/st_201805
https://www.nxtbook.com/nxtbooks/aas/st_201804
https://www.nxtbook.com/nxtbooks/aas/st_201803
https://www.nxtbook.com/nxtbooks/aas/st_201802
https://www.nxtbook.com/nxtbooks/aas/st_201801
https://www.nxtbook.com/nxtbooks/aas/st_201712
https://www.nxtbook.com/nxtbooks/aas/st_201711
https://www.nxtbook.com/nxtbooks/aas/st_201710
https://www.nxtbook.com/nxtbooks/aas/st_201709
https://www.nxtbook.com/nxtbooks/aas/st_201708
https://www.nxtbook.com/nxtbooks/aas/st_201707
https://www.nxtbook.com/nxtbooks/aas/st_201706
https://www.nxtbook.com/nxtbooks/aas/st_201705
https://www.nxtbook.com/nxtbooks/aas/st_201704
https://www.nxtbook.com/nxtbooks/aas/st_201703
https://www.nxtbook.com/nxtbooks/aas/st_201702
https://www.nxtbook.com/nxtbooks/aas/st_201701
https://www.nxtbook.com/nxtbooks/aas/st_201612
https://www.nxtbook.com/nxtbooks/aas/st_201611
https://www.nxtbook.com/nxtbooks/aas/st_201610
https://www.nxtbook.com/nxtbooks/aas/st_201609
https://www.nxtbook.com/nxtbooks/aas/st_201608
https://www.nxtbook.com/nxtbooks/aas/st_201607
https://www.nxtbook.com/nxtbooks/aas/st_201606
https://www.nxtbook.com/nxtbooks/aas/st_201605
https://www.nxtbook.com/nxtbooks/aas/st_201604
https://www.nxtbook.com/nxtbooks/aas/st_201603
https://www.nxtbook.com/nxtbooks/aas/st_201602
https://www.nxtbook.com/nxtbooks/aas/st_201601
https://www.nxtbook.com/nxtbooks/aas/st_201512
https://www.nxtbook.com/nxtbooks/aas/st_201511
https://www.nxtbook.com/nxtbooks/aas/st_201510
https://www.nxtbook.com/nxtbooks/aas/st_201509
https://www.nxtbook.com/nxtbooks/aas/st_201508
https://www.nxtbook.com/nxtbooks/aas/st_201507
https://www.nxtbook.com/nxtbooks/aas/st_201506
https://www.nxtbook.com/nxtbooks/aas/st_201505
https://www.nxtbook.com/nxtbooks/aas/st_201504
https://www.nxtbook.com/nxtbooks/aas/st_201503
https://www.nxtbook.com/nxtbooks/aas/st_201502
https://www.nxtbook.com/nxtbooks/aas/st_201501
https://www.nxtbook.com/nxtbooks/aas/st_201412
https://www.nxtbook.com/nxtbooks/aas/st_201411
https://www.nxtbook.com/nxtbooks/aas/st_201410
https://www.nxtbook.com/nxtbooks/aas/st_201409
https://www.nxtbook.com/nxtbooks/aas/st_201408
https://www.nxtbook.com/nxtbooks/aas/st_201407
https://www.nxtbook.com/nxtbooks/aas/st_201406
https://www.nxtbook.com/nxtbooks/aas/st_mars
https://www.nxtbook.com/nxtbooks/aas/st_201405
https://www.nxtbook.com/nxtbooks/aas/st_201404
https://www.nxtbook.com/nxtbooks/aas/st_201403
https://www.nxtbook.com/nxtbooks/aas/st_201402
https://www.nxtbook.com/nxtbooks/aas/st_201401
https://www.nxtbook.com/nxtbooks/aas/st_201312
https://www.nxtbook.com/nxtbooks/aas/st_201311
https://www.nxtbook.com/nxtbooks/aas/st_201310
https://www.nxtbook.com/nxtbooks/aas/st_201309
https://www.nxtbook.com/nxtbooks/aas/st_201308
https://www.nxtbook.com/nxtbooks/aas/st_201307
https://www.nxtbook.com/nxtbooks/aas/st_201306
https://www.nxtbook.com/nxtbooks/aas/st_201305
https://www.nxtbook.com/nxtbooks/aas/st_201304
https://www.nxtbook.com/nxtbooks/aas/st_201303
https://www.nxtbook.com/nxtbooks/aas/st_201302
https://www.nxtbook.com/nxtbooks/aas/st_201301
https://www.nxtbook.com/nxtbooks/aas/st_201212
https://www.nxtbook.com/nxtbooks/aas/st_201211
https://www.nxtbook.com/nxtbooks/aas/st_201210
https://www.nxtbook.com/nxtbooks/aas/st_201209
https://www.nxtbook.com/nxtbooks/aas/st_201208
https://www.nxtbook.com/nxtbooks/aas/st_201207
https://www.nxtbook.com/nxtbooks/aas/st_201206
https://www.nxtbook.com/nxtbooks/aas/st_201205
https://www.nxtbook.com/nxtbooks/aas/st_201204
https://www.nxtbook.com/nxtbooks/aas/st_201203
https://www.nxtbook.com/nxtbooks/aas/st_201202
https://www.nxtbook.com/nxtbooks/aas/st_201201
https://www.nxtbook.com/nxtbooks/aas/st_201112
https://www.nxtbook.com/nxtbooks/aas/st_201111
https://www.nxtbook.com/nxtbooks/aas/st_201110
https://www.nxtbook.com/nxtbooks/aas/st_201109
https://www.nxtbook.com/nxtbooks/aas/st_201108
https://www.nxtbook.com/nxtbooks/aas/st_201107
https://www.nxtbook.com/nxtbooks/aas/st_201106
https://www.nxtbook.com/nxtbooks/aas/st_201105
https://www.nxtbook.com/nxtbooks/aas/st_201104
https://www.nxtbook.com/nxtbooks/aas/st_201103
https://www.nxtbook.com/nxtbooks/aas/st_201102
https://www.nxtbook.com/nxtbooks/aas/st_201101
https://www.nxtbook.com/nxtbooks/aas/st_201012
https://www.nxtbook.com/nxtbooks/aas/st_201011
https://www.nxtbook.com/nxtbooks/aas/st_201010
https://www.nxtbook.com/nxtbooks/aas/st_201009
https://www.nxtbook.com/nxtbooks/aas/st_201008
https://www.nxtbook.com/nxtbooks/aas/st_201007
https://www.nxtbook.com/nxtbooks/aas/st_201006
https://www.nxtbook.com/nxtbooks/aas/st_201005
https://www.nxtbook.com/nxtbooks/aas/st_201004
https://www.nxtbook.com/nxtbooks/aas/st_201003
https://www.nxtbook.com/nxtbooks/aas/st_201002
https://www.nxtbook.com/nxtbooks/aas/st_201001
https://www.nxtbookmedia.com