SlideShare a Scribd company logo
1 of 14
“Pacific Research Platform
Supporting Earth Sciences”
Briefing to The Quilt Visit
to Calit2’s Qualcomm Institute
University of California, San Diego
February 8, 2017
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
http://lsmarr.calit2.net
1
The Pacific Research Platform’s Second Year:
a Working End-to-End Science-Driven DMZ-Connector
NSF CC*DNI Grant
$5M 10/2015-10/2020
PI: Larry Smarr, UC San Diego Calit2
Co-Pis:
• Camille Crittenden, UC Berkeley CITRIS
• Tom DeFanti, UC San Diego Calit2
• Philip Papadopoulos, UC San Diego SDSC
• Frank Wuerthwein, UC San Diego Physics SDSC
Science Teams:
• Visualization and Virtual Reality
• Biomedical
• Earth Sciences
• Particle Physics
• Astronomy and Astrophysics
• Cryo-EM
• Deep Learning & Robotics
• High-Performance Wireless
PRP Continues to Expand Rapidly While Increasing Connectivity:
One Year of Progress – 12 Sites to 20 Sites
January 29, 2016 December 15, 2016
PRP Workshop Held in Collaboration with UC-Wide Research IT
May 1, 2016
• 45 Attendees
– Ten UC Campuses
– Presentations from
– Prof. Mike Norman, Dept. of Physics, UC San Diego
– Dr. Frank McKenna, Chief Information Officer, PEER, UC Berkeley
– Prof. Ben Porter, Acting Director, Phoebe A. Hearst Museum of Anthropology, UC Berkeley
PRP Will Link the Laboratories of
the Pacific Earthquake Engineering Research Center
http://peer.berkeley.edu/
Slide from John Delaney
Univ. of Washington
Slide from John Delaney
Univ. of Washington
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
NCAR Upgrading to 10Gbps Link Over Westnet
from Wyoming and Boulder to CENIC/PRP
Sponsors:
California Energy Commission
NOAA RISA program
California DWR, DOE, NSF
Planning for climate change in California
substantial shifts on top of already high climate variability
UCSD Campus Climate Researchers Need to Download
Results from NCAR Remote Supercomputer Simulations
to Make Regional Climate Change Forecasts
average summer
afternoon temperature
average summer
afternoon temperature
Downscaling Supercomputer Climate Simulations
To Provide High Res Predictions for California Over Next 50 Years
9
Source: Hugo Hidalgo, Tapash Das, Mike Dettinger
The Future of Supercomputing Will Blend Traditional HPC and Data Analytics
Integrating Non-von Neumann Architectures
“High Performance Computing Will Evolve
Towards a Hybrid Model,
Integrating Emerging Non-von Neumann Architectures,
with Huge Potential in Pattern Recognition,
Streaming Data Analysis,
and Unpredictable New Applications.”
Horst Simon, Deputy Director,
U.S. Department of Energy’s
Lawrence Berkeley National Laboratory
Calit2’s Qualcomm Institute Has Established a Pattern Recognition Lab
For Machine Learning on non-von Neumann Processors
“On the drawing board are collections of 64, 256, 1024, and 4096
chips.
‘It’s only limited by money, not imagination,’ Modha says.”
Source: Dr. Dharmendra Modha
Founding Director, IBM Cognitive Computing Group
August 8, 2014
UCSD ECE Professor Ken Kreutz-Delgado Brings
the IBM TrueNorth Chip
to Start Calit2’s Qualcomm Institute
Pattern Recognition Laboratory
September 16, 2015
New Brain-Inspired Non-von Neumann Processors Are Emerging:
KnuEdge Has Provided Processor to Calit2’s PRL
www.tomshardware.com/news/knuedge-announces-knuverse-and-knupath,31981.html
www.calit2.net/newsroom/release.php?id=2704
“KnuEdge and Calit2
have worked together
since the early days of
the KnuEdge LambdaFabric
processor, when key
personnel and technology
from UC San Diego
provided the genesis for
the first processor design.”
www.calit2.net/newsroom/release.php?id=2726
June 6, 2016
Building a Cognitive Hardware and Software Ecosystem
On the Pacific Research Platform
• Working With 30 CSE Machine Learning Researchers
– Goal is 320 game GPUs in 32-40 FIONAs at 10 PRP campuses
– PRP Couples FIONAs with GPUs into a Condor-Managed Cloud
• PRP Access to Emerging Processors
– IBM TrueNorth, KnuEdge, FPGA, and Qualcomm Snapdragon
• Software Including a Wide Range of Open ML Algorithms
• Metrics for Performance of Processors and Algorithms
Source: Tom DeFanti, Calit2
Multiple Proposals Under Review
Our Support:
• US National Science Foundation (NSF) awards CNS 0821155 and
CNS-1338192, CNS-1456638, ACI-1540112, and ACI-1541349
• University of California Office of the President CIO
• UCSD Chancellor’s Integrated Digital Infrastructure Program
• UCSD Next Generation Networking initiative
• Calit2 and Calit2 Qualcomm Institute
• CENIC, PacificWave and StarLight
• DOE ESnet

More Related Content

What's hot

Sensornets and Global Change
Sensornets and Global ChangeSensornets and Global Change
Sensornets and Global ChangeLarry Smarr
 
Calit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative InnovationCalit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative InnovationLarry Smarr
 
Pacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big DataPacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big DataLarry Smarr
 
The Perils and Promise of Environmental Data Science
The Perils and Promise of Environmental Data ScienceThe Perils and Promise of Environmental Data Science
The Perils and Promise of Environmental Data ScienceDawn Wright
 
DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...
DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...
DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...Deltares
 
Geospatial as an Accelerator of Impact: Already Converging!
Geospatial as an Accelerator of Impact: Already Converging!Geospatial as an Accelerator of Impact: Already Converging!
Geospatial as an Accelerator of Impact: Already Converging!Dawn Wright
 
Provenance Aware Linked Sensor Data
Provenance Aware Linked Sensor DataProvenance Aware Linked Sensor Data
Provenance Aware Linked Sensor DataHarshal Patni
 
The Rise of Machine Intelligence
The Rise of Machine IntelligenceThe Rise of Machine Intelligence
The Rise of Machine IntelligenceLarry Smarr
 
A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...
A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...
A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...balmanme
 
Drones and A.I in Earth Science
Drones and A.I in Earth ScienceDrones and A.I in Earth Science
Drones and A.I in Earth ScienceARDC
 
The OptIPlanet Collaboratory Supporting Researchers Worldwide
The OptIPlanet Collaboratory Supporting Researchers WorldwideThe OptIPlanet Collaboratory Supporting Researchers Worldwide
The OptIPlanet Collaboratory Supporting Researchers WorldwideLarry Smarr
 
Building the Pacific Research Platform: Supernetworks for Big Data Science
Building the Pacific Research Platform: Supernetworks for Big Data ScienceBuilding the Pacific Research Platform: Supernetworks for Big Data Science
Building the Pacific Research Platform: Supernetworks for Big Data ScienceLarry Smarr
 
Creating High Performance Lambda Collaboratories
Creating High Performance Lambda CollaboratoriesCreating High Performance Lambda Collaboratories
Creating High Performance Lambda CollaboratoriesLarry Smarr
 
How can drone data be used in modelling?
How can drone data be used in modelling?How can drone data be used in modelling?
How can drone data be used in modelling?ARDC
 
Bioinformatics Data Pipelines built by CSIRO on AWS
Bioinformatics Data Pipelines built by CSIRO on AWSBioinformatics Data Pipelines built by CSIRO on AWS
Bioinformatics Data Pipelines built by CSIRO on AWSLynn Langit
 
Calit2 - CSE's Living Laboratory for Applications
Calit2 - CSE's Living Laboratory for ApplicationsCalit2 - CSE's Living Laboratory for Applications
Calit2 - CSE's Living Laboratory for ApplicationsLarry Smarr
 
Andy Hardy-Enfermedades transmitidas por vectores
Andy Hardy-Enfermedades transmitidas por vectoresAndy Hardy-Enfermedades transmitidas por vectores
Andy Hardy-Enfermedades transmitidas por vectoresFundación Ramón Areces
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesLarry Smarr
 

What's hot (20)

Sensornets and Global Change
Sensornets and Global ChangeSensornets and Global Change
Sensornets and Global Change
 
Calit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative InnovationCalit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative Innovation
 
Pacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big DataPacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big Data
 
The Perils and Promise of Environmental Data Science
The Perils and Promise of Environmental Data ScienceThe Perils and Promise of Environmental Data Science
The Perils and Promise of Environmental Data Science
 
DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...
DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...
DSD-INT 2014 - Data Science symposium - 4th Paradigm - a technology perspecti...
 
Linked Sensor Data
Linked Sensor DataLinked Sensor Data
Linked Sensor Data
 
Real Time Semantic Analysis of Streaming Sensor Data
Real Time Semantic Analysis of Streaming Sensor DataReal Time Semantic Analysis of Streaming Sensor Data
Real Time Semantic Analysis of Streaming Sensor Data
 
Geospatial as an Accelerator of Impact: Already Converging!
Geospatial as an Accelerator of Impact: Already Converging!Geospatial as an Accelerator of Impact: Already Converging!
Geospatial as an Accelerator of Impact: Already Converging!
 
Provenance Aware Linked Sensor Data
Provenance Aware Linked Sensor DataProvenance Aware Linked Sensor Data
Provenance Aware Linked Sensor Data
 
The Rise of Machine Intelligence
The Rise of Machine IntelligenceThe Rise of Machine Intelligence
The Rise of Machine Intelligence
 
A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...
A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...
A 100 gigabit highway for science: researchers take a 'test drive' on ani tes...
 
Drones and A.I in Earth Science
Drones and A.I in Earth ScienceDrones and A.I in Earth Science
Drones and A.I in Earth Science
 
The OptIPlanet Collaboratory Supporting Researchers Worldwide
The OptIPlanet Collaboratory Supporting Researchers WorldwideThe OptIPlanet Collaboratory Supporting Researchers Worldwide
The OptIPlanet Collaboratory Supporting Researchers Worldwide
 
Building the Pacific Research Platform: Supernetworks for Big Data Science
Building the Pacific Research Platform: Supernetworks for Big Data ScienceBuilding the Pacific Research Platform: Supernetworks for Big Data Science
Building the Pacific Research Platform: Supernetworks for Big Data Science
 
Creating High Performance Lambda Collaboratories
Creating High Performance Lambda CollaboratoriesCreating High Performance Lambda Collaboratories
Creating High Performance Lambda Collaboratories
 
How can drone data be used in modelling?
How can drone data be used in modelling?How can drone data be used in modelling?
How can drone data be used in modelling?
 
Bioinformatics Data Pipelines built by CSIRO on AWS
Bioinformatics Data Pipelines built by CSIRO on AWSBioinformatics Data Pipelines built by CSIRO on AWS
Bioinformatics Data Pipelines built by CSIRO on AWS
 
Calit2 - CSE's Living Laboratory for Applications
Calit2 - CSE's Living Laboratory for ApplicationsCalit2 - CSE's Living Laboratory for Applications
Calit2 - CSE's Living Laboratory for Applications
 
Andy Hardy-Enfermedades transmitidas por vectores
Andy Hardy-Enfermedades transmitidas por vectoresAndy Hardy-Enfermedades transmitidas por vectores
Andy Hardy-Enfermedades transmitidas por vectores
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean Observatories
 

Viewers also liked

From Quantified Self to Quantified Surgery
From Quantified Self to Quantified SurgeryFrom Quantified Self to Quantified Surgery
From Quantified Self to Quantified SurgeryLarry Smarr
 
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...Larry Smarr
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayLarry Smarr
 
The Pacific Research Platform
The Pacific Research PlatformThe Pacific Research Platform
The Pacific Research PlatformLarry Smarr
 
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeUsing Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeLarry Smarr
 
Technology-Driven Disruptions in the Near Future
Technology-Driven Disruptions in the Near FutureTechnology-Driven Disruptions in the Near Future
Technology-Driven Disruptions in the Near FutureLarry Smarr
 
Be Your Own Health Detective
Be Your Own Health DetectiveBe Your Own Health Detective
Be Your Own Health DetectiveLarry Smarr
 
The Creation of Calit2
The Creation of Calit2The Creation of Calit2
The Creation of Calit2Larry Smarr
 
Decoding the Software Inside of You
Decoding the Software Inside of YouDecoding the Software Inside of You
Decoding the Software Inside of YouLarry Smarr
 
Quantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of MicrobesQuantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of MicrobesLarry Smarr
 
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...Larry Smarr
 
The Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InThe Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InLarry Smarr
 

Viewers also liked (12)

From Quantified Self to Quantified Surgery
From Quantified Self to Quantified SurgeryFrom Quantified Self to Quantified Surgery
From Quantified Self to Quantified Surgery
 
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data Superhighway
 
The Pacific Research Platform
The Pacific Research PlatformThe Pacific Research Platform
The Pacific Research Platform
 
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeUsing Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
 
Technology-Driven Disruptions in the Near Future
Technology-Driven Disruptions in the Near FutureTechnology-Driven Disruptions in the Near Future
Technology-Driven Disruptions in the Near Future
 
Be Your Own Health Detective
Be Your Own Health DetectiveBe Your Own Health Detective
Be Your Own Health Detective
 
The Creation of Calit2
The Creation of Calit2The Creation of Calit2
The Creation of Calit2
 
Decoding the Software Inside of You
Decoding the Software Inside of YouDecoding the Software Inside of You
Decoding the Software Inside of You
 
Quantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of MicrobesQuantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of Microbes
 
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
 
The Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InThe Pacific Research Platform Two Years In
The Pacific Research Platform Two Years In
 

Similar to Pacific Research Platform Supporting Earth Sciences

Creating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaCreating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaLarry Smarr
 
Using the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big DataUsing the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big DataLarry Smarr
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemLarry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...Larry Smarr
 
Toward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisToward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisLarry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...Larry Smarr
 
CHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning PlatformCHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning PlatformLarry Smarr
 
Towards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchTowards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchLarry Smarr
 
Toward A National Big Data Superhighway
Toward A National Big Data SuperhighwayToward A National Big Data Superhighway
Toward A National Big Data SuperhighwayLarry Smarr
 
Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Larry Smarr
 
The Pacific Research Platform
The Pacific Research PlatformThe Pacific Research Platform
The Pacific Research PlatformLarry Smarr
 
Peering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains NetworkPeering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains NetworkLarry Smarr
 
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...Larry Smarr
 
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemThe Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemLarry Smarr
 
Toward a National Research Platform
Toward a National Research PlatformToward a National Research Platform
Toward a National Research PlatformLarry Smarr
 
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Larry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...Larry Smarr
 
Security Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research PlatformSecurity Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research PlatformLarry Smarr
 
Global Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, FutureGlobal Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, FutureLarry Smarr
 
From the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research PlatformFrom the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research PlatformLarry Smarr
 

Similar to Pacific Research Platform Supporting Earth Sciences (20)

Creating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaCreating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in California
 
Using the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big DataUsing the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big Data
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 
Toward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisToward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data Analysis
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 
CHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning PlatformCHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning Platform
 
Towards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchTowards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital Research
 
Toward A National Big Data Superhighway
Toward A National Big Data SuperhighwayToward A National Big Data Superhighway
Toward A National Big Data Superhighway
 
Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025
 
The Pacific Research Platform
The Pacific Research PlatformThe Pacific Research Platform
The Pacific Research Platform
 
Peering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains NetworkPeering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains Network
 
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
 
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemThe Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
 
Toward a National Research Platform
Toward a National Research PlatformToward a National Research Platform
Toward a National Research Platform
 
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 
Security Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research PlatformSecurity Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research Platform
 
Global Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, FutureGlobal Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, Future
 
From the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research PlatformFrom the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research Platform
 

More from Larry Smarr

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsLarry Smarr
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsLarry Smarr
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...Larry Smarr
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Larry Smarr
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonLarry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewLarry Smarr
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksLarry Smarr
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownLarry Smarr
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questionsLarry Smarr
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Larry Smarr
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharLarry Smarr
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Larry Smarr
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardLarry Smarr
 

More from Larry Smarr (20)

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
 

Recently uploaded

专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改yuu sss
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptSonatrach
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.natarajan8993
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceSapana Sha
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfBoston Institute of Analytics
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...limedy534
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...soniya singh
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSINGmarianagonzalez07
 
Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Colleen Farrelly
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 

Recently uploaded (20)

专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts Service
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
 
Call Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort ServiceCall Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort Service
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 
Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 

Pacific Research Platform Supporting Earth Sciences

  • 1. “Pacific Research Platform Supporting Earth Sciences” Briefing to The Quilt Visit to Calit2’s Qualcomm Institute University of California, San Diego February 8, 2017 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 http://lsmarr.calit2.net 1
  • 2. The Pacific Research Platform’s Second Year: a Working End-to-End Science-Driven DMZ-Connector NSF CC*DNI Grant $5M 10/2015-10/2020 PI: Larry Smarr, UC San Diego Calit2 Co-Pis: • Camille Crittenden, UC Berkeley CITRIS • Tom DeFanti, UC San Diego Calit2 • Philip Papadopoulos, UC San Diego SDSC • Frank Wuerthwein, UC San Diego Physics SDSC Science Teams: • Visualization and Virtual Reality • Biomedical • Earth Sciences • Particle Physics • Astronomy and Astrophysics • Cryo-EM • Deep Learning & Robotics • High-Performance Wireless
  • 3. PRP Continues to Expand Rapidly While Increasing Connectivity: One Year of Progress – 12 Sites to 20 Sites January 29, 2016 December 15, 2016
  • 4. PRP Workshop Held in Collaboration with UC-Wide Research IT May 1, 2016 • 45 Attendees – Ten UC Campuses – Presentations from – Prof. Mike Norman, Dept. of Physics, UC San Diego – Dr. Frank McKenna, Chief Information Officer, PEER, UC Berkeley – Prof. Ben Porter, Acting Director, Phoebe A. Hearst Museum of Anthropology, UC Berkeley
  • 5. PRP Will Link the Laboratories of the Pacific Earthquake Engineering Research Center http://peer.berkeley.edu/
  • 6. Slide from John Delaney Univ. of Washington
  • 7. Slide from John Delaney Univ. of Washington
  • 8. 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 NCAR Upgrading to 10Gbps Link Over Westnet from Wyoming and Boulder to CENIC/PRP Sponsors: California Energy Commission NOAA RISA program California DWR, DOE, NSF Planning for climate change in California substantial shifts on top of already high climate variability UCSD Campus Climate Researchers Need to Download Results from NCAR Remote Supercomputer Simulations to Make Regional Climate Change Forecasts
  • 9. average summer afternoon temperature average summer afternoon temperature Downscaling Supercomputer Climate Simulations To Provide High Res Predictions for California Over Next 50 Years 9 Source: Hugo Hidalgo, Tapash Das, Mike Dettinger
  • 10. The Future of Supercomputing Will Blend Traditional HPC and Data Analytics Integrating Non-von Neumann Architectures “High Performance Computing Will Evolve Towards a Hybrid Model, Integrating Emerging Non-von Neumann Architectures, with Huge Potential in Pattern Recognition, Streaming Data Analysis, and Unpredictable New Applications.” Horst Simon, Deputy Director, U.S. Department of Energy’s Lawrence Berkeley National Laboratory
  • 11. Calit2’s Qualcomm Institute Has Established a Pattern Recognition Lab For Machine Learning on non-von Neumann Processors “On the drawing board are collections of 64, 256, 1024, and 4096 chips. ‘It’s only limited by money, not imagination,’ Modha says.” Source: Dr. Dharmendra Modha Founding Director, IBM Cognitive Computing Group August 8, 2014 UCSD ECE Professor Ken Kreutz-Delgado Brings the IBM TrueNorth Chip to Start Calit2’s Qualcomm Institute Pattern Recognition Laboratory September 16, 2015
  • 12. New Brain-Inspired Non-von Neumann Processors Are Emerging: KnuEdge Has Provided Processor to Calit2’s PRL www.tomshardware.com/news/knuedge-announces-knuverse-and-knupath,31981.html www.calit2.net/newsroom/release.php?id=2704 “KnuEdge and Calit2 have worked together since the early days of the KnuEdge LambdaFabric processor, when key personnel and technology from UC San Diego provided the genesis for the first processor design.” www.calit2.net/newsroom/release.php?id=2726 June 6, 2016
  • 13. Building a Cognitive Hardware and Software Ecosystem On the Pacific Research Platform • Working With 30 CSE Machine Learning Researchers – Goal is 320 game GPUs in 32-40 FIONAs at 10 PRP campuses – PRP Couples FIONAs with GPUs into a Condor-Managed Cloud • PRP Access to Emerging Processors – IBM TrueNorth, KnuEdge, FPGA, and Qualcomm Snapdragon • Software Including a Wide Range of Open ML Algorithms • Metrics for Performance of Processors and Algorithms Source: Tom DeFanti, Calit2 Multiple Proposals Under Review
  • 14. Our Support: • US National Science Foundation (NSF) awards CNS 0821155 and CNS-1338192, CNS-1456638, ACI-1540112, and ACI-1541349 • University of California Office of the President CIO • UCSD Chancellor’s Integrated Digital Infrastructure Program • UCSD Next Generation Networking initiative • Calit2 and Calit2 Qualcomm Institute • CENIC, PacificWave and StarLight • DOE ESnet