627b26486650cc0c3f874e95eb4a11fc.ppt
- Количество слайдов: 27
“Driving Applications on the UCSD Big Data Freeway System” Keynote Lecture Cubic and UC San Diego Innovation Workshop UC San Diego February 26, 2014 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 1 http: //lsmarr. calit 2. net
The Data-Intensive Discovery Era Requires High Performance Cyberinfrastructure • Growth of Digital Data is Exponential – “Data Tsunami” • Driven by Advances in Digital Detectors, Computing, Networking, & Storage Technologies • Shared Internet Optimized for Megabyte-Size Objects • Need Dedicated Photonic Cyberinfrastructure for Gigabyte/Terabyte Data Objects • Finding Patterns in the Data is the New Imperative – – Data-Driven Applications Data Mining Visual Analytics Data Analysis Workflows Source: SDSC
The White House Announcement Has Galvanized U. S. Campus CI Innovations
CERN’s CMS Experiment Generates Massive Amounts of Data
UCSD is a Tier-2 LHC Data Center: CMS Flow into UCSD Physics Dept. Peaks at 2. 4 Gbps Source: Frank Wuerthwein, Physics UCSD
Planning for climate change in California substantial shifts on top of already high climate variability UCSD Campus Climate Researchers Need to Download Results from Remote Supercomputer Simulations to Make Regional Climate Change Forecasts Dan Cayan USGS Water Resources Discipline Scripps Institution of Oceanography, UC San Diego much support from Mary Tyree, Mike Dettinger, Guido Franco and other colleagues Sponsors: California Energy Commission NOAA RISA program California DWR, DOE, NSF
average summer afternoon temperature GFDL A 2 1 km downscaled to 1 km Hugo Hidalgo Tapash Das Mike Dettinger 7
Protein Data Bank (PDB) Needs Bandwidth to Connect Resources and Users • Archive of experimentally determined 3 D structures of proteins, nucleic acids, complex assemblies • One of the largest scientific resources in life sciences Virus Hemoglobin Source: Phil Bourne and Andreas Prlić, PDB
Protein Data Bank Usage Is Growing Over Time • • More than 300, 000 Unique Global Visitors per Month Up to 300 Concurrent Users ~10 Structures are Downloaded per Second 7/24/365 Increasingly Popular Web Services Traffic Source: Phil Bourne and Andreas Prlić, PDB
Collaboration Between EVL’s CAVE 2 and Calit 2’s VROOM Over 10 Gb Wavelength Calit 2 EVL Source: NTT Sponsored ON*VECTOR Workshop at Calit 2 March 6, 2013
Global Innovation Centers are Being Connected with 10, 000 Megabits/sec Clear Channel Lightpaths 100 Gbps Commercially Available; Research on 1 Tbps Source: Maxine Brown, UIC and Robert Patterson, NCSA
Creating a Big Data Freeway System: Use Optical Fiber with 1000 x Shared Internet Speeds NSF CC-NIE Has Awarded Prism@UCSD Optical Switch Phil Papadopoulos, SDSC, Calit 2, PI
Arista Enables SDSC’s Massively Parallel 10 G Switched Data Analysis Resource 12
High Performance Wireless Research and Education Network http: //hpwren. ucsd. edu/ National Science Foundation awards 0087344, 0426879 and 0944131
HPWREN Topology, 360 Degree Cameras 155 Mbps FDX 6 GHz FCC licensed 155 Mbps FDX 11 GHz FCC licensed 45 Mbps FDX 6 GHz FCC licensed 45 Mbps FDX 11 GHz FCC licensed 45 Mbps FDX 5. 8 GHz unlicensed 45 Mbps-class HDX 4. 9 GHz 45 Mbps-class HDX 5. 8 GHz unlicensed ~8 Mbps HDX 2. 4/5. 8 GHz unlicensed ~3 Mbps HDX 2. 4 GHz unlicensed 115 kbps HDX 900 MHz unlicensed 56 kbps via RCS network via Tribal Digital Village Network WIDC KYVW KNW B 08 1 BDC GVDA Santa WMC Rosa RDM CRY SND SMER PFO AZRY BZN dashed = planned KSW FRD MPO P 474 DHL SO SLMS LVA 2 BVDA P 478 SCS P 486 MTGY MVFD P 510 P 483 RMNA DSME GLRS CRRS WLA USGC CWC GMPK P 506 P 499 P 480 P 509 CE 70+ miles to SCI MONP UCSD DESC P 497 MLO P 494 P 473 IID 2 SDSU CNM to CI and PEMEX P 500 PL POTR P 066 NSS S Red circles: HPWREN supplied cameras Yellow circles: SD County supplied cameras Source: Hans Werner Braun, HPWREN PI approximately 50 miles: Note: locations are approximate Backbone/relay node Astronomy science site Biology science site Earth science site University site Researcher location Native American site First Responder site
Various Real-Time Network Cameras for Environmental Observations Source: Hans Werner Braun, HPWREN PI
San Diego County Digital Weather Stations: High Spatial Density Reads Out Time-Changing Atmosphere Source: Jessica Block, Calit 2
Relative Humidity Wind speed Wind direction Trigger real-time computer-generated alerts, if: Fuel moisture condition “A” AND condition “B” AND condition “C” OR condition “D” exists, in which case several San Diego emergency officers are being paged or emailed during such alert conditions, based on HPWREN data parameterization by a CDF Division Chief. This system has been in operation since 2004. Date: Wed, 4 Aug 2010 09: 31: 05 -0700 Subject: URGENT weather sensor alert Source: Hans Werner Braun, HPWREN PI LP: RH=26. 1 WD=135. 2 WS=1. 9 FM=6. 8 AT=80. 7 at 20100804. 093100 More details at http: //hpwren. ucsd. edu/Sensors/
I Arrived in La Jolla in 2000 of My Body andin the Midwest By Measuring the State After 20 Years “Tuning” It Using Nutrition and Exercise, Ithe Obesity Trend and Decided to Move Against Became Healthier Age 41 Age 51 Age 61 1999 2000 1999 1989 I Reversed My Body’s Decline By Quantifying and Altering Nutrition and Exercise http: //lsmarr. calit 2. net/repository/LS_reading_recommendations_Fi. Re_2011. pdf 2010
I Used a Variety of Emerging Personal Sensors To Quantify My Body & Drive Behavioral Change Withings/i. Phone. Blood Pressure Fit. Bit Daily Steps & Calories Burned My. Fitness. Pal. Calories Ingested Azumio-Heart Rate Withings Wi. Fi Scale Daily Weight Zeo-Sleep
From One to a Billion Data Points Defining Me: Big Data Coming to the Electronic Medical Record (EMR) Billion: Microbial Genome My Full DNA, MRI/CT Images Tomorrow’s EMR Today’s SNPs Million: My DNA SNPs, EMR Zeo, Fit. Bit Blood Variables One: My Weight Hundred: My Blood Variables
Visualizing Time Series of 150 LS Blood and Stool Variables, Each Over 5 -10 Years Calit 2 64 megapixel VROOM
Only One of My Blood Measurements Was Far Out of Range--Indicating Chronic Inflammation 27 x Upper Limit Episodic Peaks in Inflammation Followed by Spontaneous Drops Normal Range <1 mg/L Normal Complex Reactive Protein (CRP) is a Blood Biomarker for Detecting Presence of Inflammation
Consumer Self Measurement is Exploding Totally Outside of the Medical Complex From the First San Francisco QS Meetup in 2008 To 116 Cities in 37 Countries in Four Years
The Self-Monitoring Business Has Reached Market Takeoff • My. Fitness. Pal – 40 Million Users – Aug 2013 Raised $18 M Series A, Led by Kleiner Perkins • Fitbit – Has Raised ~$70 M • Body. Media Was Bought by Jawbone – For ~$100 M • Zeo Sleep Monitor – Closed Down in 2013 More Mergers Likely as the Shakeout Continues
m. Health Technology Progression Mobile Health Market Projected to be $30 B-$60 B by 2015 Source: Rick Valencia, Qualcomm Life
Platforms Enable Expanding Ecosystems Empowering Many to Serve Diverse Customer Sets Weight Loss Social Activity Platforms Wellness Interactive Coaching Platform Training Companies Brands Coaches Events Source: Kristian Rauhala, PEAR Sports LLC
627b26486650cc0c3f874e95eb4a11fc.ppt