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“ The Jump to Light Speed –  Data Intensive Earth Sciences are Leading  the Way to the International LambdaGrid” Keynote the 15th Federation of Earth Science Information Partners Assembly Meeting:  Linking Data and Information to Decision Makers San Diego, CA June 14, 2005 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor,  Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD
Earth System Enterprise-Data Lives in  Distributed Active Archive Centers (DAAC)  Challenge:  How to Get Data Interactively  to End Users Using New Technologies SEDAC (0.1 TB) Human Interactions in  Global Change GES DAAC-GSFC (1334 TB) Upper Atmosphere Atmospheric Dynamics, Ocean Color, Global Biosphere, Hydrology, Radiance Data ASDC-LaRC (340 TB) Radiation Budget,Clouds Aerosols, Tropospheric  Chemistry ORNL (1 TB) Biogeochemical Dynamics EOS Land Validation NSIDC (67 TB) Cryosphere Polar Processes LPDAAC-EDC (1143 TB) Land Processes & Features PODAAC-JPL (6 TB) Ocean Circulation Air-Sea Interactions ASF (256 TB) SAR Products Sea Ice Polar Processes GHRC (4TB) Global Hydrology
Cumulative EOSDIS Archive Holdings-- Adding Several TBs per Day Source: Glenn Iona, EOSDIS Element Evolution  Technical Working Group January 6-7, 2005
Barrier: Average Throughput of NASA Data Products  to End User is Only < 50 Megabits/s  Tested from GSFC-ICESAT January 2005 http://ensight.eos.nasa.gov/Missions/icesat/index.shtml
High Resolution Aerial Photography Generates Images With 10,000 Times More Data than Landsat7 Shane DeGross, Telesis USGS Landsat7 Imagery 100 Foot Resolution Draped on elevation data New USGS Aerial Imagery At 1-Foot Resolution ~10x10 square miles of 350 US Cities  2.5 Billion Pixel Images Per City!
Multi-Gigapixel Images are Available  from Film Scanners Today The Gigapxl Project http://gigapxl.org Balboa Park, San Diego
Large Image with Enormous Detail Requires Interactive Hundred Million Pixel Systems http://gigapxl.org 1/1000 th  the Area of Previous Image
Increasing Accuracy in Hurricane Forecasts   Real Time Diagnostics in GSFC of Ensemble Runs on ARC Project Columbia Operational Forecast Resolution of National Weather Service Higher Resolution Research Forecast NASA Goddard Using Ames Altix 5.75 Day Forecast of Hurricane Isidore Intense Rain- Bands  4x  Resolution Improvement Source: Bill Putman, Bob Atlas, GFSC How to Remove the InterCenter Networking Bottleneck? Project Contacts: Ricky Rood, Bob Atlas, Horace Mitchell, GSFC; Chris Henze, ARC Resolved  Eye Wall
From “Supercomputer–Centric”  to “Supernetwork-Centric” Cyberinfrastructure Megabit/s Gigabit/s Terabit/s Network Data Source: Timothy Lance, President, NYSERNet 32x10Gb “Lambdas” 1 GFLOP Cray2 60 TFLOP Altix Bandwidth of NYSERNet  Research Network Backbones T1 Optical WAN Research Bandwidth  Has Grown Much Faster Than  Supercomputer Speed! Computing Speed (GFLOPS)
National Lambda Rail (NLR) and TeraGrid Provides Researchers a Cyberinfrastructure Backbone San Francisco Pittsburgh Cleveland San Diego Los Angeles Portland Seattle Pensacola Baton Rouge Houston San Antonio Las Cruces / El Paso Phoenix New York City Washington, DC Raleigh Jacksonville Dallas Tulsa Atlanta Kansas City Denver Ogden/ Salt Lake City Boise Albuquerque UC-TeraGrid UIC/NW-Starlight Chicago International  Collaborators NLR 4 x 10Gb Lambdas Initially Capable of 40 x 10Gb wavelengths at Buildout NSF’s TeraGrid Has 4 x 10Gb  Lambda Backbone  Links Two Dozen State and Regional Optical Networks DOE, NSF, & NASA Using NLR
NASA Research and Engineering Network (NREN) Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],GSFC ARC StarLight LRC GRC MSFC JPL 10 Gigabit Ethernet OC-3 ATM (155 Mbps) NREN Target:  September 2005 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Source: Kevin Jones, Walter Brooks, ARC NREN WAN
[object Object],[object Object],[object Object],The Networking Double Header of the Century  Will Be Driven by LambdaGrid Applications i Grid  2 oo 5 T   H   E  G   L   O   B   A   L  L   A   M   B   D   A  I   N   T   E   G   R   A   T   E   D  F   A   C   I   L   I   T   Y   Maxine Brown, Tom DeFanti, Co-Organizers www.startap.net/igrid2005/ http://sc05.supercomp.org
The International Lambda Fabric  Being Assembled to Support iGrid Experiments Source: Tom DeFanti, UIC & Calit2
Calit2 -- Research and Living Laboratories on the Future of the Internet www.calit2.net UC San Diego & UC Irvine Faculty Working in Multidisciplinary Teams With Students, Industry, and the Community
Two New Calit2 Buildings Will Provide  a Persistent Collaboration “Living Laboratory” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Bioengineering UC San Diego UC Irvine California Provided $100M for Buildings Industry Partners $85M, Federal Grants $250M
The Calit2@UCSD Building is Designed for Extremely High Bandwidth 1.8 Million Feet of Cat6 Ethernet Cabling 150 Fiber Strands to Building Experimental Roof Radio Antenna Farm Building Radio Transparent   Ubiquitous WiFi Photo: Tim Beach, Calit2 Over 9,000 Individual 10/100/1000 Mbps Drops in the Building
Calit2 Collaboration Rooms Testbed  UCI to UCSD In 2005 Calit2 will  Link Its Two Buildings  via CENIC-XD Dedicated Fiber over 75 Miles to Create a Distributed Collaboration Laboratory UC Irvine UC San Diego UCI VizClass  UCSD NCMIR Source: Falko Kuester, UCI & Mark Ellisman, UCSD
The OptIPuter Project –    Creating a LambdaGrid “Web” for Gigabyte Data Objects ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],NIH Biomedical Informatics NSF EarthScope and ORION http://ncmir.ucsd.edu/gallery.html siovizcenter.ucsd.edu/library/gallery/shoot1/index.shtml Research Network
Opt ical Networking,  I nternet  P rotocol, Comp uter Bringing the Power of Lambdas to Users ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Earth and Planetary Sciences:  High Resolution Portals to Global Earth Sciences Data EVL Varrier Autostereo 3D Image  USGS 30 MPixel Portable Tiled Display  SIO HIVE 3 MPixel Panoram  Schwehr. K., C. Nishimura, C.L. Johnson, D. Kilb, and A. Nayak, &quot;Visualization Tools Facilitate Geological Investigations of Mars Exploration Rover Landing Sites&quot;, IS&T/SPIE Electronic Imaging Proceedings, in press, 2005
Tiled Displays Allow for Both Global Context and High Levels of Detail— 150 MPixel Rover Image on 40 MPixel OptIPuter Visualization Node Display &quot;Source: Data from JPL/Mica; Display UCSD NCMIR, David Lee&quot;
Interactively Zooming In Using  UIC’s Electronic Visualization Lab’s JuxtaView Software &quot;Source: Data from JPL/Mica; Display UCSD NCMIR, David Lee&quot;
Highest Resolution Zoom &quot;Source: Data from JPL/Mica; Display UCSD NCMIR, David Lee&quot;
Toward an Interactive Gigapixel Display ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Source: Jason Leigh, Tom DeFanti, EVL@UIC OptIPuter Co-PIs NSF LambdaVision MRI@UIC Calit2 is Building a LambdaVision Wall in Each of the UCI & UCSD  Buildings
OptIPuter Scalable Displays Have Been Extended to Apple-Based Systems “iWall Driven by iCluster” Source: Atul Nayak, SIO Collaboration of  Calit2/SIO/OptIPuter/USArray Source: Falko Kuester, Calit2@UCI NSF Infrastructure Grant See GEON Poster:  iCluster : Visualizing USArray Data on a Scalable High Resolution Tiled Display Using the OptIPuter 16 Mpixels  50 Mpixels 36 Mpixels  100 Mpixels Apple G5s Mac Apple 30-inch  Cinema HD Display
Personal GeoWall 2 ( PG2 ):  Individual OptIPuter User Node  Dual-output for stereo visualization (GeoWall) LCD array for high-resolution display (7.7 Mpixels) Single 64-bit PC Demonstrated by EVL (UIC) at 4 th  GeoWall Consortium Meeting
SDSC/Calit2 Synthesis Center You Will Be Visiting This Week Collaboration to  Set Up Experiments Collaboration to Study Experimental Results Cyberinfrastructure for the Geosciences www.geongrid.org Collaboration to Run Experiments
The Synthesis Center is an Environment Designed for Collaboration with Remote Data Sets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Currently in SDSC Building Future Expansion into Calit2@UCSD Building
Campuses Must Provide Fiber Infrastructure  to End-User Laboratories & Large Rotating Data Stores SIO Ocean Supercomputer IBM Storage Cluster 2 Ten Gbps Campus Lambda Raceway Streaming Microscope Source: Phil Papadopoulos, SDSC, Calit2 UCSD Campus  LambdaStore  Architecture Global  LambdaGrid
The OptIPuter LambdaGrid  is Rapidly Expanding  1 GE Lambda 10 GE Lambda Source: Greg Hidley, Aaron Chin, Calit2 UCSD StarLight Chicago UIC EVL NU CENIC  San Diego GigaPOP CalREN-XD 8 8 NetherLight Amsterdam U Amsterdam NASA Ames NASA Goddard NLR NLR 2 SDSU CICESE via CUDI CENIC/Abilene Shared Network PNWGP Seattle CAVEwave/NLR NASA JPL ISI   UCI CENIC  Los Angeles GigaPOP 2 2
Interactive Retrieval and Hyperwall Display  of Earth Sciences Images Using NLR Earth Science Data Sets Created by  GSFC's Scientific Visualization Studio were Retrieved Across the NLR in Real Time from OptIPuter servers in Chicago and San Diego and from GSFC Servers in McLean, VA, and  Displayed at the SC2004 in Pittsburgh  Enables Scientists To Perform Coordinated Studies Of Multiple Remote-Sensing Datasets http://esdcd.gsfc.nasa.gov/LNetphoto3.html Source: Milt Halem & Randall Jones, NASA GSFC & Maxine Brown, UIC EVL Eric Sokolowsky
The GEONgrid:  Building on the OptIPuter with NASA Goddard www.geongrid.org Rocky Mountain Testbed Mid-Atlantic Coast Testbed Source: Chaitan Baru, SDSC Compute cluster Partner Projects Chronos CUAHSI 1TF cluster Livermore PoP node Data Cluster Partner services  USGS Geological Survey of Canada ESRI KGS Navdat SCEC NASA OptIPuter
NLR GSFC/JPL/SIO Application: Integration of Laser and Radar Topographic Data with Land Cover Data ,[object Object],[object Object],[object Object],http://icesat.gsfc.nasa.gov http://www2.jpl.nasa.gov/srtm  http://glcf.umiacs.umd.edu/data/modis/vcf Geoscience Laser Altimeter System (GLAS) Shuttle Radar Topography Mission  Key Contacts: H.K. Ramapriyan, R. Pfister, C. Carabajal, C. Lynn, D. Harding, M. Seablom, P. Gary GSFC;  T. Yunck, JPL; B. Minster, SIO; L. Smarr, UCSD,  S. Graves, UTA SRTM Topography ICESat – SRTM Elevations (m)  % Tree Cover Classes MODIS Vegetation Continuous Fields  (Hansen et al., 2003) % Tree Cover % Herbaceous Cover % Bare Cover   ICESat Elevation Profiles 0 3000 meters Elevation Difference Histograms as Function of % Tree Cover
NSF’s Ocean Observatories Initiative (OOI) Envisions Global, Regional, and Coastal Scales LEO15 Inset Courtesy of Rutgers University, Institute of Marine and Coastal Sciences
Adding Web and Grid Services to Lambdas  to Provide Real Time Control of Ocean Observatories ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],LOOKING:  ( L aboratory for the  O cean  O bservatory  K nowledge  In tegration  G rid) www.neptune.washington.edu http://lookingtosea.ucsd.edu/
Looking High Level  LOOKING Service System Architecture
Use OptIPuter to Couple Data Assimilation Models  to Remote Data Sources and Analysis Regional Ocean Modeling System (ROMS)  http://ourocean.jpl.nasa.gov/
MARS Cable Observatory Testbed –  LOOKING Living Laboratory  Tele-Operated Crawlers Central Lander MARS Installation Oct 2005 -Jan 2006 Source: Jim Bellingham, MBARI
Using NASA’s World Wind to Integrate  Ocean Observing Data Sets Source: Ed Lazowska, Keith Grochow, UWash SDSU and SDSC are Increasing the WW  Data Access Bandwidth  SDSC will be Serving as a National Data Repository for WW Datasets
Zooming Into Monterey Bay Showing Temperature Profile of an MBARI Remotely Operated Vehicle UW, as part of LOOKING,  is Enhancing  the WW Client  to Allow Oceanographic Data to be Visualized Source: Ed Lazowska, Keith Grochow, UWash
Proposed Experiment for iGrid 2005 – Remote Interactive HD Imaging of Deep Sea Vent Source John Delaney & Deborah Kelley, UWash To Starlight, TRECC, and ACCESS

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The Jump to Light Speed - Data Intensive Earth Sciences are Leading the Way to the International LambdaGrid

  • 1. “ The Jump to Light Speed – Data Intensive Earth Sciences are Leading the Way to the International LambdaGrid” Keynote the 15th Federation of Earth Science Information Partners Assembly Meeting: Linking Data and Information to Decision Makers San Diego, CA June 14, 2005 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor, Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD
  • 2. Earth System Enterprise-Data Lives in Distributed Active Archive Centers (DAAC) Challenge: How to Get Data Interactively to End Users Using New Technologies SEDAC (0.1 TB) Human Interactions in Global Change GES DAAC-GSFC (1334 TB) Upper Atmosphere Atmospheric Dynamics, Ocean Color, Global Biosphere, Hydrology, Radiance Data ASDC-LaRC (340 TB) Radiation Budget,Clouds Aerosols, Tropospheric Chemistry ORNL (1 TB) Biogeochemical Dynamics EOS Land Validation NSIDC (67 TB) Cryosphere Polar Processes LPDAAC-EDC (1143 TB) Land Processes & Features PODAAC-JPL (6 TB) Ocean Circulation Air-Sea Interactions ASF (256 TB) SAR Products Sea Ice Polar Processes GHRC (4TB) Global Hydrology
  • 3. Cumulative EOSDIS Archive Holdings-- Adding Several TBs per Day Source: Glenn Iona, EOSDIS Element Evolution Technical Working Group January 6-7, 2005
  • 4. Barrier: Average Throughput of NASA Data Products to End User is Only < 50 Megabits/s Tested from GSFC-ICESAT January 2005 http://ensight.eos.nasa.gov/Missions/icesat/index.shtml
  • 5. High Resolution Aerial Photography Generates Images With 10,000 Times More Data than Landsat7 Shane DeGross, Telesis USGS Landsat7 Imagery 100 Foot Resolution Draped on elevation data New USGS Aerial Imagery At 1-Foot Resolution ~10x10 square miles of 350 US Cities 2.5 Billion Pixel Images Per City!
  • 6. Multi-Gigapixel Images are Available from Film Scanners Today The Gigapxl Project http://gigapxl.org Balboa Park, San Diego
  • 7. Large Image with Enormous Detail Requires Interactive Hundred Million Pixel Systems http://gigapxl.org 1/1000 th the Area of Previous Image
  • 8. Increasing Accuracy in Hurricane Forecasts Real Time Diagnostics in GSFC of Ensemble Runs on ARC Project Columbia Operational Forecast Resolution of National Weather Service Higher Resolution Research Forecast NASA Goddard Using Ames Altix 5.75 Day Forecast of Hurricane Isidore Intense Rain- Bands 4x Resolution Improvement Source: Bill Putman, Bob Atlas, GFSC How to Remove the InterCenter Networking Bottleneck? Project Contacts: Ricky Rood, Bob Atlas, Horace Mitchell, GSFC; Chris Henze, ARC Resolved Eye Wall
  • 9. From “Supercomputer–Centric” to “Supernetwork-Centric” Cyberinfrastructure Megabit/s Gigabit/s Terabit/s Network Data Source: Timothy Lance, President, NYSERNet 32x10Gb “Lambdas” 1 GFLOP Cray2 60 TFLOP Altix Bandwidth of NYSERNet Research Network Backbones T1 Optical WAN Research Bandwidth Has Grown Much Faster Than Supercomputer Speed! Computing Speed (GFLOPS)
  • 10. National Lambda Rail (NLR) and TeraGrid Provides Researchers a Cyberinfrastructure Backbone San Francisco Pittsburgh Cleveland San Diego Los Angeles Portland Seattle Pensacola Baton Rouge Houston San Antonio Las Cruces / El Paso Phoenix New York City Washington, DC Raleigh Jacksonville Dallas Tulsa Atlanta Kansas City Denver Ogden/ Salt Lake City Boise Albuquerque UC-TeraGrid UIC/NW-Starlight Chicago International Collaborators NLR 4 x 10Gb Lambdas Initially Capable of 40 x 10Gb wavelengths at Buildout NSF’s TeraGrid Has 4 x 10Gb Lambda Backbone Links Two Dozen State and Regional Optical Networks DOE, NSF, & NASA Using NLR
  • 11.
  • 12.
  • 13. The International Lambda Fabric Being Assembled to Support iGrid Experiments Source: Tom DeFanti, UIC & Calit2
  • 14. Calit2 -- Research and Living Laboratories on the Future of the Internet www.calit2.net UC San Diego & UC Irvine Faculty Working in Multidisciplinary Teams With Students, Industry, and the Community
  • 15.
  • 16. The Calit2@UCSD Building is Designed for Extremely High Bandwidth 1.8 Million Feet of Cat6 Ethernet Cabling 150 Fiber Strands to Building Experimental Roof Radio Antenna Farm Building Radio Transparent Ubiquitous WiFi Photo: Tim Beach, Calit2 Over 9,000 Individual 10/100/1000 Mbps Drops in the Building
  • 17. Calit2 Collaboration Rooms Testbed UCI to UCSD In 2005 Calit2 will Link Its Two Buildings via CENIC-XD Dedicated Fiber over 75 Miles to Create a Distributed Collaboration Laboratory UC Irvine UC San Diego UCI VizClass UCSD NCMIR Source: Falko Kuester, UCI & Mark Ellisman, UCSD
  • 18.
  • 19.
  • 20. Earth and Planetary Sciences: High Resolution Portals to Global Earth Sciences Data EVL Varrier Autostereo 3D Image USGS 30 MPixel Portable Tiled Display SIO HIVE 3 MPixel Panoram Schwehr. K., C. Nishimura, C.L. Johnson, D. Kilb, and A. Nayak, &quot;Visualization Tools Facilitate Geological Investigations of Mars Exploration Rover Landing Sites&quot;, IS&T/SPIE Electronic Imaging Proceedings, in press, 2005
  • 21. Tiled Displays Allow for Both Global Context and High Levels of Detail— 150 MPixel Rover Image on 40 MPixel OptIPuter Visualization Node Display &quot;Source: Data from JPL/Mica; Display UCSD NCMIR, David Lee&quot;
  • 22. Interactively Zooming In Using UIC’s Electronic Visualization Lab’s JuxtaView Software &quot;Source: Data from JPL/Mica; Display UCSD NCMIR, David Lee&quot;
  • 23. Highest Resolution Zoom &quot;Source: Data from JPL/Mica; Display UCSD NCMIR, David Lee&quot;
  • 24.
  • 25. OptIPuter Scalable Displays Have Been Extended to Apple-Based Systems “iWall Driven by iCluster” Source: Atul Nayak, SIO Collaboration of Calit2/SIO/OptIPuter/USArray Source: Falko Kuester, Calit2@UCI NSF Infrastructure Grant See GEON Poster: iCluster : Visualizing USArray Data on a Scalable High Resolution Tiled Display Using the OptIPuter 16 Mpixels  50 Mpixels 36 Mpixels  100 Mpixels Apple G5s Mac Apple 30-inch Cinema HD Display
  • 26. Personal GeoWall 2 ( PG2 ): Individual OptIPuter User Node Dual-output for stereo visualization (GeoWall) LCD array for high-resolution display (7.7 Mpixels) Single 64-bit PC Demonstrated by EVL (UIC) at 4 th GeoWall Consortium Meeting
  • 27. SDSC/Calit2 Synthesis Center You Will Be Visiting This Week Collaboration to Set Up Experiments Collaboration to Study Experimental Results Cyberinfrastructure for the Geosciences www.geongrid.org Collaboration to Run Experiments
  • 28.
  • 29. Campuses Must Provide Fiber Infrastructure to End-User Laboratories & Large Rotating Data Stores SIO Ocean Supercomputer IBM Storage Cluster 2 Ten Gbps Campus Lambda Raceway Streaming Microscope Source: Phil Papadopoulos, SDSC, Calit2 UCSD Campus LambdaStore Architecture Global LambdaGrid
  • 30. The OptIPuter LambdaGrid is Rapidly Expanding 1 GE Lambda 10 GE Lambda Source: Greg Hidley, Aaron Chin, Calit2 UCSD StarLight Chicago UIC EVL NU CENIC San Diego GigaPOP CalREN-XD 8 8 NetherLight Amsterdam U Amsterdam NASA Ames NASA Goddard NLR NLR 2 SDSU CICESE via CUDI CENIC/Abilene Shared Network PNWGP Seattle CAVEwave/NLR NASA JPL ISI UCI CENIC Los Angeles GigaPOP 2 2
  • 31. Interactive Retrieval and Hyperwall Display of Earth Sciences Images Using NLR Earth Science Data Sets Created by GSFC's Scientific Visualization Studio were Retrieved Across the NLR in Real Time from OptIPuter servers in Chicago and San Diego and from GSFC Servers in McLean, VA, and Displayed at the SC2004 in Pittsburgh Enables Scientists To Perform Coordinated Studies Of Multiple Remote-Sensing Datasets http://esdcd.gsfc.nasa.gov/LNetphoto3.html Source: Milt Halem & Randall Jones, NASA GSFC & Maxine Brown, UIC EVL Eric Sokolowsky
  • 32. The GEONgrid: Building on the OptIPuter with NASA Goddard www.geongrid.org Rocky Mountain Testbed Mid-Atlantic Coast Testbed Source: Chaitan Baru, SDSC Compute cluster Partner Projects Chronos CUAHSI 1TF cluster Livermore PoP node Data Cluster Partner services USGS Geological Survey of Canada ESRI KGS Navdat SCEC NASA OptIPuter
  • 33.
  • 34. NSF’s Ocean Observatories Initiative (OOI) Envisions Global, Regional, and Coastal Scales LEO15 Inset Courtesy of Rutgers University, Institute of Marine and Coastal Sciences
  • 35.
  • 36. Looking High Level LOOKING Service System Architecture
  • 37. Use OptIPuter to Couple Data Assimilation Models to Remote Data Sources and Analysis Regional Ocean Modeling System (ROMS) http://ourocean.jpl.nasa.gov/
  • 38. MARS Cable Observatory Testbed – LOOKING Living Laboratory Tele-Operated Crawlers Central Lander MARS Installation Oct 2005 -Jan 2006 Source: Jim Bellingham, MBARI
  • 39. Using NASA’s World Wind to Integrate Ocean Observing Data Sets Source: Ed Lazowska, Keith Grochow, UWash SDSU and SDSC are Increasing the WW Data Access Bandwidth SDSC will be Serving as a National Data Repository for WW Datasets
  • 40. Zooming Into Monterey Bay Showing Temperature Profile of an MBARI Remotely Operated Vehicle UW, as part of LOOKING, is Enhancing the WW Client to Allow Oceanographic Data to be Visualized Source: Ed Lazowska, Keith Grochow, UWash
  • 41. Proposed Experiment for iGrid 2005 – Remote Interactive HD Imaging of Deep Sea Vent Source John Delaney & Deborah Kelley, UWash To Starlight, TRECC, and ACCESS