THE US NATIONAL VIRTUAL OBSERVATORY The Virtual Observatory: Core Capabilities and Support for Statistical Analyses in Astronomy Robert Hanisch US National Virtual Observatory Space Telescope Science.
Download ReportTranscript THE US NATIONAL VIRTUAL OBSERVATORY The Virtual Observatory: Core Capabilities and Support for Statistical Analyses in Astronomy Robert Hanisch US National Virtual Observatory Space Telescope Science.
T HE US N ATIONAL V IRTUAL O BSERVATORY
The Virtual Observatory: Core Capabilities and Support for Statistical Analyses in Astronomy
Robert Hanisch US National Virtual Observatory Space Telescope Science Institute
25 Jan 2006 1
Overview
The objective of the Virtual Observatory is to enable new science by greatly enhancing access to data and computing resources. The VO is intended to make it easy to locate, retrieve, and analyze data from archives and catalogs worldwide.
• Motivation; who’s involved; technical challenges and approach; capabilities • Statistics in the VO • Future 25 Jan 2006 2
Astronomy is facing a data avalanche
Multi-Terabyte (soon: multi Petabyte) sky surveys and archives over a broad range of wavelengths
1 microSky (DPOSS)
Billions of sources, hundreds of attributes per source 25 Jan 2006 3
1 nanoSky (HDF-S)
The changing face of observational astronomy
• Large digital sky surveys are becoming dominant source of data in astronomy: > 100 TB, growing rapidly – SDSS, 2MASS, DPOSS, GSC, FIRST, NVSS, RASS, IRAS, QUEST, GALEX, SST; CMBR experiments; Microlensing experiments; NEAT, LONEOS, and other searches for Solar system objects – Digital libraries: ADS, astro-ph, NED, CDS, NSSDC – Observatory archives: HST, CXO, space and ground-based – Future: PanSTARRS, LSST, and other synoptic surveys; astrometric missions, GW detectors • Data sets orders of magnitude larger, more complex, more homogeneous than in the past • Roughly 1 TB/Sky/band/epoch – Human Genome is < 1 GB, Library of Congress ~ 20 TB 25 Jan 2006 4
Threads of the the VO Fabric
Multiwavelength astrophysics Archival Research Survey astronomy Temporal astronomy NGC3104 25 Jan 2006 5
Who is the National Virtual Observatory?
• US NVO development project, funded by NSF Information Technology Program and managed by NSF Astronomy Division, is in final year of 5-year project • Funding is $10M+ over the 5 years • 17 organizations (astro, CS, IT) involved – JHU (PI Alex Szalay), STScI, Caltech (Astronomy, IPAC, CACR), HEASARC, SAO, NRAO, NOAO, NCSA, SDSC, FNAL, USNO, et al.
• Collaboration with Gemini, LSST, et al.
25 Jan 2006 6
International collaboration
• NVO is co-founder of the International Virtual Observatory Alliance • IVOA now has 16 member projects • Adopted a standards process based on W3C • Forum for discussion and sharing of experience http://ivoa.net
25 Jan 2006 7
Interoperability
Problem: as the catalogues come from many different sources, the original descriptions are very heterogeneous: “Give me all tables containing the V magnitude in the Johnson system.” 144 different names for Johnson V !
VizieR: Contains more than 4000 astronomical catalogues consisting of one or several tables. 25 Jan 2006 8
Interoperability challenges
• Metadata standards • Data discovery • Data requests • Data delivery • Units • Database queries • Distributed applications; web services • Authentication and authorization 25 Jan 2006 9
Architecture
Portals, User Interfaces, Tools NVO Resource Discovery Registries NVO Data Access Layer Computational Services Virtual Data Catalogs, Archives, Collections, Models 25 Jan 2006 10
NVO Components
• Data discovery and location –
Resource Registry:
Organizations, archives, tables, databases, services –
Footprint Services
• Data access – Simple tables and observation logs:
Cone Search
– Images:
Simple Image Access Protocol (SIAP)
– Spectra:
Simple Spectrum Access Protocol (SSAP) VOTables
and FITS used to exchange data throughout the VO – Databases:
SkyNode, with Astronomical Data Query Language (ADQL)
– Transient events:
VOEvent protocol
– Data models, Space-Time Coordinates (STC) 25 Jan 2006 11
NVO Components
• Distributed data storage – VOStore, VOSpace – Authentication and authorization • Distributed computing – Web services – Grid services – Scalability 25 Jan 2006 12
NVO Applications
• Registry Interface • DataScope • Coverage Maps • Open SkyQuery • WESIX (SExtractor) • WCS Fixer • Spectrum Services • VOEvent Net • Montage mosaics • Integration with legacy software systems 25 Jan 2006 13
NVO Registry Portal
Find source catalogs, image archives, and other astronomical resources registered with the NVO
A Registry is a distributed database of Virtual Observatory resources: primarily access services for catalog, image, and spectral data, but also descriptions of organizations and data collections. There are several coordinated registry implementations that share information by harvesting each other's resources. This registry is at STScI in Baltimore, MD.
Searches for resources can be done by keyword, or advanced queries can be expressed in the SQL language. The registry is open for humans through web forms, or machines through SOAP web services. 25 Jan 2006 14
DataScope
Discover and explore data in the Virtual Observatory
Using the NVO DataScope scientists can discover and explore hundreds of data resources available in the Virtual Observatory. DataScope uses the VO registry and VO access protocols to link to archives and catalogs around the world. Users can immediately discover what is known about a given region of the sky: they can view survey images from the radio through the X-ray, explore archived observations from multiple archives, find recent articles describing analysis of data in the region, find known interesting or peculiar objects and survey datasets that cover the region. A summary page provides a quick précis of all of the available data. Users can download images and tables for further analysis on their local machines, or they can go directly to a growing set of VO enabled analysis tools, including Aladin, OASIS, VOPlot and VOStat.
25 Jan 2006 15
Open SkyQuery
Cross-match your data with numerous catalogs
OpenSkyQuery allows you to cross-match astronomical catalogs and select subsets of catalogs with a general and powerful query language. You can also import a personal catalog of objects and cross match it against selected databases. 25 Jan 2006 16
Spectrum Services
Search, plot, and retrieve SDSS, 2dF, and other spectra
The Spectrum Services web site is dedicated to spectrum related VO services. On this site you will find tools and tutorials on how to access close to 500,000 spectra from the Sloan Digital Sky Survey (SDSS DR1) and the 2 degree Field redshift survey (2dFGRS). The services are open to everyone to publish their own spectra in the same framework. Reading the tutorials on XML Web Services, you can learn how to integrate the 45 GB spectrum and passband database with your programs with few lines of code.
25 Jan 2006 17
Web Enabled Source Identification with Cross-Matching (WESIX)
Upload images to SExtractor and cross-correlate the objects found with selected survey catalogs.
This NVO service does source extraction and cross-matching for any astrometric FITS image. The user uploads a FITS image, and the remote service runs the SExtractor software for source extraction. The resulting catalog can be cross matched with any of several major surveys, and the results returned as a VOTable. The web page also allows use of Aladin or VOPlot to visualize results.
25 Jan 2006 18
Coverage Maps
View catalog coverage maps and source inventories for a position or object of interest.
The NVO Sky Statistics Service generates source counts, coverage maps, and links to downloadable data for catalog holdings available through the NVO protocols, including IRSA, NED and CDS VizieR 25 Jan 2006 19
WCS Fixer
Repair image coordinates in images with inaccurate or misaligned coordinate systems.
25 Jan 2006 20
VOEvent Net
Explore the multiwavelength sky in the vicinity of transient events.
25 Jan 2006 21
Montage Mosaics
Make mosaics from 2MASS, DPOSS, or SDSS images.
25 Jan 2006 22
VO Tools
• VOTable display and analysis – VOPlot, TOPCAT, Mirage • Image display and analysis – Aladin, OASIS – Other standard display tools for downloaded data • Spectrum display and analysis – VOSpec, SpecView 25 Jan 2006 23
Statistics and the VO…
25 Jan 2006 24
From single objects…
• Observations of small, carefully selected samples (often with
a priori
prejudices) of objects in one or a few wavelength bands 25 Jan 2006 25
…to large-scale statistical studies
• Multi-wavelength data for millions of objects, allowing us to: – Discover significant patterns from the analysis of statistically rich and unbiased image/catalog databases – Understand complex astrophysical systems via confrontation between data and sophisticated numerical simulation 25 Jan 2006 26
VO-aware statistics tools: VOPlot
25 Jan 2006 27
VO-aware statistics tools: VOPlot
25 Jan 2006 28
VO-aware statistics tools: VOPlot
25 Jan 2006 29
VO-aware statistics tools: TOPCAT
25 Jan 2006 30
VO-aware statistics tools: TOPCAT
25 Jan 2006 31
VO-aware statistics tools: TOPCAT
25 Jan 2006 32
VO-aware statistics tools: TOPCAT
25 Jan 2006 33
25 Jan 2006 34
25 Jan 2006 35
Box plots Pairwise plots K-means 25 Jan 2006 36
Statistics in the VO
• What more is needed?
– Scalability: Extend analysis to 10^9 measurements or more – Operate on data where it resides – VOSpace • Probabilistic cross-matching 2 1 2
n
n
x
x n
2
y
y n
2
z
z n
2 1 2
x
2
y
2
z
2 1 25 Jan 2006 37
Statistics in the VO
• Image stacking – White et al. (2006) detect radio counterparts to SDSS QSOs at level 30X below rms noise via median stacking of 41,000 FIRST images 25 Jan 2006 38
Next steps
• NVO Facility – Joint NASA/NSF program, operations to begin in 2007 – Partnership between NASA data centers, major ground based observatories, university research groups. Need to define the requirements for VO-enabled statistical analysis.
• VO concept is being adopted broadly – AGU special session on VOs – NASA solicitation for Virtual Observatories for Solar and Space Physics Data (VxOs); AISRP support for VO technology 25 Jan 2006 39
http://us-vo.org/ 25 Jan 2006 40