Applying Photonics to User Needs: The Application ChallengeLarry Smarr
05.02.28
Invited Talk to the 4th Annual On*VECTOR International Photonics Workshop
Sponsored by NTT Network Innovation Laboratories
Title: Applying Photonics to User Needs: The Application Challenge
University of California, San Diego
Calit2 - CSE's Living Laboratory for ApplicationsLarry Smarr
08.05.27
UCSD CSE 91 - Perspectives in Computer Science (Spring 2008)
Calit2@UCSD
Title: Calit2 - CSE's Living Laboratory for Applications
La Jolla, CA
- Digital mirror worlds are software models of physical systems that are continuously updated with real-time data, allowing them to closely mimic and predict the behavior of the real system.
- Advances in computing power and sensors are enabling increasingly detailed digital twins of objects, human bodies, cities, wildfires, and even the observable universe.
- One trillion sensors are expected to feed the planetary computer within the next decade, driving a global industrial internet and $15 trillion in economic value through digital twins of manufactured products.
- Digital twins powered by consumer sensor data may one day provide early disease detection and personalized health coaching at scale.
Driving Applications on the UCSD Big Data Freeway SystemLarry Smarr
This document provides a summary of a keynote lecture about driving data-intensive applications using high-performance cyberinfrastructure at UC San Diego. The lecture discusses:
1) The exponential growth of digital data and need for dedicated high-bandwidth infrastructure to analyze large datasets.
2) Examples of data-intensive applications at UCSD including climate modeling, protein structure analysis, and medical research requiring fast access to remote supercomputers and large datasets.
3) UCSD's development of an optical "Big Data Freeway System" using high-speed fiber to connect resources and enable real-time analysis of large datasets up to 1000 times faster than the shared internet.
Applying Photonics to User Needs: The Application ChallengeLarry Smarr
05.02.28
Invited Talk to the 4th Annual On*VECTOR International Photonics Workshop
Sponsored by NTT Network Innovation Laboratories
Title: Applying Photonics to User Needs: The Application Challenge
University of California, San Diego
Calit2 - CSE's Living Laboratory for ApplicationsLarry Smarr
08.05.27
UCSD CSE 91 - Perspectives in Computer Science (Spring 2008)
Calit2@UCSD
Title: Calit2 - CSE's Living Laboratory for Applications
La Jolla, CA
- Digital mirror worlds are software models of physical systems that are continuously updated with real-time data, allowing them to closely mimic and predict the behavior of the real system.
- Advances in computing power and sensors are enabling increasingly detailed digital twins of objects, human bodies, cities, wildfires, and even the observable universe.
- One trillion sensors are expected to feed the planetary computer within the next decade, driving a global industrial internet and $15 trillion in economic value through digital twins of manufactured products.
- Digital twins powered by consumer sensor data may one day provide early disease detection and personalized health coaching at scale.
Driving Applications on the UCSD Big Data Freeway SystemLarry Smarr
This document provides a summary of a keynote lecture about driving data-intensive applications using high-performance cyberinfrastructure at UC San Diego. The lecture discusses:
1) The exponential growth of digital data and need for dedicated high-bandwidth infrastructure to analyze large datasets.
2) Examples of data-intensive applications at UCSD including climate modeling, protein structure analysis, and medical research requiring fast access to remote supercomputers and large datasets.
3) UCSD's development of an optical "Big Data Freeway System" using high-speed fiber to connect resources and enable real-time analysis of large datasets up to 1000 times faster than the shared internet.
LambdaGrids--Earth and Planetary Sciences Driving High Performance Networks a...Larry Smarr
05.02.04
Invited Talk to the NASA Jet Propulsion Laboratory
Title: LambdaGrids--Earth and Planetary Sciences Driving High Performance Networks and High Resolution Visualizations
Pasadena, CA
Looking Back, Looking Forward NSF CI Funding 1985-2025Larry Smarr
This document provides an overview of the development of national research platforms (NRPs) from 1985 to the present, with a focus on the Pacific Research Platform (PRP). It describes the evolution of the PRP from early NSF-funded supercomputing centers to today's distributed cyberinfrastructure utilizing optical networking, containers, Kubernetes, and distributed storage. The PRP now connects over 15 universities across the US and internationally to enable data-intensive science and machine learning applications across multiple domains. Going forward, the document discusses plans to further integrate regional networks and partner with new NSF-funded initiatives to develop the next generation of NRPs through 2025.
Using the Pacific Research Platform for Earth Sciences Big DataLarry Smarr
Grand Challenge Lecture
Big Data and the Earth Sciences: Grand Challenges Workshop
Calit2’s Qualcomm Institute
University of California, San Diego
May 31, 2017
Pacific Research Platform Science DriversLarry Smarr
The document discusses the vision and progress of the Pacific Research Platform (PRP) in creating a "big data freeway" across the West Coast to enable data-intensive science. It outlines how the PRP builds on previous NSF and DOE networking investments to provide dedicated high-performance computing resources, like GPU clusters and Jupyter hubs, connected by high-speed networks at multiple universities. Several science driver teams are highlighted, including particle physics, astronomy, microbiology, earth sciences, and visualization, that will leverage PRP resources for large-scale collaborative data analysis projects.
The Academic and R&D Sectors' Current and Future Broadband and Fiber Access N...Larry Smarr
05.02.23
Invited Access Grid Talk
MSCMC FORUM Series
Examining the National Vision for Global Peace and Prosperity
Title: The Academic and R&D Sectors' Current and Future Broadband and Fiber Access Needs for US Global Competitiveness
Arlington, VA
Global Research Platforms: Past, Present, FutureLarry Smarr
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive functioning. Exercise boosts blood flow, releases endorphins, and promotes changes in the brain which help regulate emotions and stress levels.
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...Larry Smarr
Invited Presentation
Symposium on Computational Biology and Bioinformatics:
Remembering John Wooley
National Institutes of Health
Bethesda, MD
July 29, 2016
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...Larry Smarr
The document discusses two projects, OptIPuter and LOOKING, that aim to analyze large earth data sets using optical networking and grid technologies. OptIPuter extends grid middleware to dedicated optical circuits for earth and medical sciences. LOOKING builds on OptIPuter to provide real-time control of ocean observatories through web and grid services integrated over optical networks. Both projects represent efforts to develop cyberinfrastructure for interactive analysis of remote earth science data and instruments.
2014.02.06
Calit2 Director Larry Smarr invited short talk to a workshop on "Enriching Human Life and Society," one of the planned themes for the UCSD Strategic Plan to be adopted in 2014.
Pacific Wave and PRP Update Big News for Big DataLarry Smarr
The Pacific Research Platform (PRP) aims to create a "Big Data freeway system" across research institutions in the western United States and Pacific region by leveraging high-bandwidth optical fiber networks. The PRP connects multiple universities and national laboratories, providing bandwidth up to 100Gbps for data-intensive science applications. Initial testing of the PRP demonstrated disk-to-disk transfer speeds exceeding 5Gbps between many sites. The PRP will be expanded with SDN/SDX capabilities to enable even higher performance for large-scale datasets from fields like astronomy, genomics, and particle physics.
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive ComputingLarry Smarr
Larry Smarr, founding director of Calit2 (now Distinguished Professor Emeritus at the University of California San Diego) and the first director of NCSA, is one of the seminal figures in the U.S. supercomputing community. What began as a personal drive, shared by others, to spur the creation of supercomputers in the U.S. for scientific use, later expanded into a drive to link those supercomputers with high-speed optical networks, and blossomed into the notion of building a distributed, high-performance computing infrastructure – replete with compute, storage and management capabilities – available broadly to the science community.
The document discusses the emerging LambdaCloud optical network infrastructure that enables collaborative data-intensive research across institutions. Key points:
- The LambdaCloud provides 10Gbps lightpaths connecting over 50 OptiPortals worldwide, allowing shared access to high-performance computing resources, data repositories, and research instruments.
- Projects include the OptIPlaner for global collaborations, the GreenLight project to measure energy costs of cloud computing for specific research communities, and plans for the Triton supercomputer at UCSD to connect biomedical researchers and instruments.
- Early testbeds show the ability to sort over a billion records across multiple sites sustaining over 5Gbps of network throughput.
Internet & Climate Change: Cyberinfrastructure for a Carbon-Constrained WorldLarry Smarr
- Internet and information technologies (ICT) can play a key role in addressing climate change by enabling efficiency gains across multiple sectors that could reduce greenhouse gas emissions up to 5 times more than ICT's own carbon footprint.
- University campuses can serve as living laboratories for testing green ICT solutions and infrastructure to reduce emissions from buildings, transportation, electricity generation and distribution.
- Advances in machine learning and brain-inspired computing will be necessary to develop low-power exascale supercomputers needed to fully model and simulate climate systems.
CENIC: Pacific Wave and PRP Update Big News for Big DataLarry Smarr
The document discusses the Pacific Wave exchange and Pacific Research Platform (PRP). It provides an overview of Pacific Wave, including its history and connectivity across the Pacific and western US. It then discusses how the PRP will build on infrastructure projects to create a high-speed "big data freeway" for science across California universities. This will allow researchers to more easily share and analyze large datasets for projects in areas like climate modeling, cancer genomics, astronomy and particle physics. Details are provided on specific science applications and datasets that will benefit from the enhanced connectivity of the PRP.
LambdaGrids--Earth and Planetary Sciences Driving High Performance Networks a...Larry Smarr
05.02.04
Invited Talk to the NASA Jet Propulsion Laboratory
Title: LambdaGrids--Earth and Planetary Sciences Driving High Performance Networks and High Resolution Visualizations
Pasadena, CA
Looking Back, Looking Forward NSF CI Funding 1985-2025Larry Smarr
This document provides an overview of the development of national research platforms (NRPs) from 1985 to the present, with a focus on the Pacific Research Platform (PRP). It describes the evolution of the PRP from early NSF-funded supercomputing centers to today's distributed cyberinfrastructure utilizing optical networking, containers, Kubernetes, and distributed storage. The PRP now connects over 15 universities across the US and internationally to enable data-intensive science and machine learning applications across multiple domains. Going forward, the document discusses plans to further integrate regional networks and partner with new NSF-funded initiatives to develop the next generation of NRPs through 2025.
Using the Pacific Research Platform for Earth Sciences Big DataLarry Smarr
Grand Challenge Lecture
Big Data and the Earth Sciences: Grand Challenges Workshop
Calit2’s Qualcomm Institute
University of California, San Diego
May 31, 2017
Pacific Research Platform Science DriversLarry Smarr
The document discusses the vision and progress of the Pacific Research Platform (PRP) in creating a "big data freeway" across the West Coast to enable data-intensive science. It outlines how the PRP builds on previous NSF and DOE networking investments to provide dedicated high-performance computing resources, like GPU clusters and Jupyter hubs, connected by high-speed networks at multiple universities. Several science driver teams are highlighted, including particle physics, astronomy, microbiology, earth sciences, and visualization, that will leverage PRP resources for large-scale collaborative data analysis projects.
The Academic and R&D Sectors' Current and Future Broadband and Fiber Access N...Larry Smarr
05.02.23
Invited Access Grid Talk
MSCMC FORUM Series
Examining the National Vision for Global Peace and Prosperity
Title: The Academic and R&D Sectors' Current and Future Broadband and Fiber Access Needs for US Global Competitiveness
Arlington, VA
Global Research Platforms: Past, Present, FutureLarry Smarr
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive functioning. Exercise boosts blood flow, releases endorphins, and promotes changes in the brain which help regulate emotions and stress levels.
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...Larry Smarr
Invited Presentation
Symposium on Computational Biology and Bioinformatics:
Remembering John Wooley
National Institutes of Health
Bethesda, MD
July 29, 2016
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...Larry Smarr
The document discusses two projects, OptIPuter and LOOKING, that aim to analyze large earth data sets using optical networking and grid technologies. OptIPuter extends grid middleware to dedicated optical circuits for earth and medical sciences. LOOKING builds on OptIPuter to provide real-time control of ocean observatories through web and grid services integrated over optical networks. Both projects represent efforts to develop cyberinfrastructure for interactive analysis of remote earth science data and instruments.
2014.02.06
Calit2 Director Larry Smarr invited short talk to a workshop on "Enriching Human Life and Society," one of the planned themes for the UCSD Strategic Plan to be adopted in 2014.
Pacific Wave and PRP Update Big News for Big DataLarry Smarr
The Pacific Research Platform (PRP) aims to create a "Big Data freeway system" across research institutions in the western United States and Pacific region by leveraging high-bandwidth optical fiber networks. The PRP connects multiple universities and national laboratories, providing bandwidth up to 100Gbps for data-intensive science applications. Initial testing of the PRP demonstrated disk-to-disk transfer speeds exceeding 5Gbps between many sites. The PRP will be expanded with SDN/SDX capabilities to enable even higher performance for large-scale datasets from fields like astronomy, genomics, and particle physics.
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive ComputingLarry Smarr
Larry Smarr, founding director of Calit2 (now Distinguished Professor Emeritus at the University of California San Diego) and the first director of NCSA, is one of the seminal figures in the U.S. supercomputing community. What began as a personal drive, shared by others, to spur the creation of supercomputers in the U.S. for scientific use, later expanded into a drive to link those supercomputers with high-speed optical networks, and blossomed into the notion of building a distributed, high-performance computing infrastructure – replete with compute, storage and management capabilities – available broadly to the science community.
The document discusses the emerging LambdaCloud optical network infrastructure that enables collaborative data-intensive research across institutions. Key points:
- The LambdaCloud provides 10Gbps lightpaths connecting over 50 OptiPortals worldwide, allowing shared access to high-performance computing resources, data repositories, and research instruments.
- Projects include the OptIPlaner for global collaborations, the GreenLight project to measure energy costs of cloud computing for specific research communities, and plans for the Triton supercomputer at UCSD to connect biomedical researchers and instruments.
- Early testbeds show the ability to sort over a billion records across multiple sites sustaining over 5Gbps of network throughput.
Internet & Climate Change: Cyberinfrastructure for a Carbon-Constrained WorldLarry Smarr
- Internet and information technologies (ICT) can play a key role in addressing climate change by enabling efficiency gains across multiple sectors that could reduce greenhouse gas emissions up to 5 times more than ICT's own carbon footprint.
- University campuses can serve as living laboratories for testing green ICT solutions and infrastructure to reduce emissions from buildings, transportation, electricity generation and distribution.
- Advances in machine learning and brain-inspired computing will be necessary to develop low-power exascale supercomputers needed to fully model and simulate climate systems.
CENIC: Pacific Wave and PRP Update Big News for Big DataLarry Smarr
The document discusses the Pacific Wave exchange and Pacific Research Platform (PRP). It provides an overview of Pacific Wave, including its history and connectivity across the Pacific and western US. It then discusses how the PRP will build on infrastructure projects to create a high-speed "big data freeway" for science across California universities. This will allow researchers to more easily share and analyze large datasets for projects in areas like climate modeling, cancer genomics, astronomy and particle physics. Details are provided on specific science applications and datasets that will benefit from the enhanced connectivity of the PRP.
Toward a Global Interactive Earth Observing CyberinfrastructureLarry Smarr
The document discusses the need for a new generation of cyberinfrastructure to support interactive global earth observation. It outlines several prototyping projects that are building examples of systems enabling real-time control of remote instruments, remote data access and analysis. These projects are driving the development of an emerging cyber-architecture using web and grid services to link distributed data repositories and simulations.
Using Supercomputers and Supernetworks to Explore the Ocean of LifeLarry Smarr
The document summarizes Dr. Larry Smarr's presentation about the CAMERA project, which uses supercomputers and networks to explore microbial genomic data from ocean samples. The CAMERA infrastructure provides researchers worldwide with access to over 1 billion base pairs of metagenomic sequence data through an online portal. Analysis of this data has expanded knowledge of microbial biodiversity and gene families, providing insights into evolution and relationships between microbes and human health.
Ultra-Broadband and Peta-Scale Collaboration Opportunities Between UC and CanadaLarry Smarr
06.06.12
Summary Talk
Canada - California Strategic Innovation Partnership Summit
ICT/Broadband Internet Session
Title: Ultra-Broadband and Peta-Scale Collaboration Opportunities Between UC and Canada
Vancouver, Canada
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...Larry Smarr
06.07.31
Invited Talk
CONNECT Investment Community Meeting
Calit2@UCSD
Title: Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analysis (CAMERA)
La Jolla, CA
The document discusses the history and future of telepresence technology. It describes early visions of telepresence from the 1960s, prototypes in the 1980s, and partnerships in the 1990s that helped advance the technology. It outlines current infrastructure like National LambdaRail that enables remote collaboration and explores future possibilities like connecting very large displays and bringing gigabit internet to homes.
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...Larry Smarr
09.03.18
Invited Talk
Honoring David Kingsbury
Gordon and Betty Moore Foundation
Title: Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analysis (a.k.a. CAMERA)
Palo Alto, CA
The Jump to Light Speed - Data Intensive Earth Sciences are Leading the Way t...Larry Smarr
05.06.14
Keynote to the 15th Federation of Earth Science Information Partners Assembly Meeting: Linking Data and Information to Decision Makers
Title: The Jump to Light Speed - Data Intensive Earth Sciences are Leading the Way to the International LambdaGrid
San Diego, CA
Calit2 is an experiment in multi-disciplinary collaboration between UC San Diego and UC Irvine. It brings together over 350 faculty to conduct research at the intersection of telecommunications, information technology, and their applications. Calit2 has built extensive infrastructure including dedicated optical networks and wireless testbeds to enable new forms of collaboration and applications like telepresence and large-scale visualization. Its goal is to help invent new models for collaborative research and education that can transform the university and society in the future.
Restructuring Campus CI -- UCSD-A LambdaCampus Research CI and the Quest for ...Larry Smarr
09.02.03
Invited Presentation to the
Net@EDU Campus Cyberinfrastructure Working Group
Title: Restructuring Campus CI -- UCSD-A LambdaCampus Research CI and the Quest for Zero Carbon ICT
Tempe, AZ
Calit2 has formed two divisional councils to provide leadership and strategic direction. It has also developed multiple communication channels like brochures and websites. Two new Calit2 buildings at UC San Diego and UC Irvine will provide major new laboratories linked by dedicated optical networks for over 1000 researchers working across disciplines like nanotechnology, biomedicine, and digital arts. Calit2 is also working on applications of high-speed networks for areas like telemedicine, disaster response, and digital cinema.
The OptiPuter, Quartzite, and Starlight Projects: A Campus to Global-Scale Te...Larry Smarr
05.03.09
Invited Talk
Optical Fiber Communication Conference (OFC2005)
Title: The OptiPuter, Quartzite, and Starlight Projects: A Campus to Global-Scale Testbed for Optical Technologies Enabling LambdaGrid Computing
Anaheim, CA
Positioning University of California Information Technology for the Future: S...Larry Smarr
05.02.15
Invited Talk
The Vice Chancellor of Research and Chief Information Officer Summit
“Information Technology Enabling Research at the University of California”
Title: Positioning University of California Information Technology for the Future: State, National, and International IT Infrastructure Trends and Directions
Oakland, CA
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...Larry Smarr
National Ocean Exploration Forum 2017
Ocean Exploration in a Sea of Data
Calit2’s Qualcomm Institute
University of California, San Diego
October 21, 2017
A Campus-Scale High Performance Cyberinfrastructure is Required for Data-Int...Larry Smarr
This document discusses the need for a campus-scale high performance cyberinfrastructure at UCSD to support data-intensive research. It notes that various research projects on campus, such as those related to particle physics, climate modeling, ocean observing, and microscopy, generate massive amounts of data and require high-speed connections both on campus and to remote resources. It highlights several projects that have implemented dedicated 10 Gbps connections but notes that bandwidth needs continue growing rapidly. The document argues that affordable 10 Gbps networking across the entire campus is now possible and would support data-driven collaborative research.
Monitoring Oceans - Chris Atherton - SRD23SURFevents
In recent years, the integration of fibre optic telecommunication cable monitoring technologies has not been fully achieved, hindering novel applications and research in Earth science. However, recent collaborations among national seismic and oceanographic infrastructures, National Research and Education Networks (NRENs), universities, research institutes, and industry in Europe have developed techniques to monitor the Earth and its systems using submarine optical telecommunication fibres. The SUBMERSE project aims to create a pilot research instrument that can continuously monitor existing submarine fibre optic cables, promoting sustainable development goals and leading to new scientific collaborations. This requires the collaboration of multiple stakeholders both nationally and internationally.
High Performance Cyberinfrastructure for Data-Intensive ResearchLarry Smarr
This document summarizes a lecture given by Dr. Larry Smarr on high performance cyberinfrastructure for data-intensive research. The summary discusses:
1) The need for dedicated high-bandwidth networks separate from the shared internet to enable big data research due to the increasing volume of digital scientific data.
2) Extensions being made to networks like CENIC in California to provide campus "Big Data Freeways" connecting instruments, computing resources, and remote facilities.
3) The use of networks like HPWREN to provide high-performance wireless access for data-intensive applications in rural areas like astronomy, wildfire detection, and more.
Cyberinfrastructure to Support Ocean ObservatoriesLarry Smarr
05.03.18
Invited Talk to the Ocean Studies Board
National Research Council
Title: Cyberinfrastructure to Support Ocean Observatories
University of California San Diego
Coupling Australia’s Researchers to the Global Innovation EconomyLarry Smarr
The document summarizes Dr. Larry Smarr's lecture on connecting Australian researchers to the global innovation economy through high-performance networks. It discusses projects that established dedicated 1Gbps and 10Gbps connections between Australian universities and research centers and international partners. This infrastructure will allow Australian researchers to collaborate globally on issues like climate change, health care, and more. The goal is for Australia to have connectivity on par with the best in the world to attract top researchers and partners.
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...Larry Smarr
06.03.13
Invited Keynote
Annual Meeting CENIC 2006
Title: Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analysis (CAMERA)
Oakland, CA
The Importance of Large-Scale Computer Science Research EffortsLarry Smarr
05.10.20
Talk at Public Seminar on Large-Scale NSF Research Efforts for the Future Computer Museum
Title: The Importance of Large-Scale Computer Science Research Efforts
Mountain View, CA
Coupling Australia’s Researchers to the Global Innovation EconomyLarry Smarr
08.10.10
Fifth Lecture in the
Australian American Leadership Dialogue Scholar Tour
University of Queensland
Title: Coupling Australia’s Researchers to the Global Innovation Economy
Brisbane, Australia
Bringing Mexico Into the Global LambdaGridLarry Smarr
The document discusses plans to establish a high-bandwidth optical network connection between the California Institute for Telecommunications and Information Technology (Calit2) in the United States and the Center for Scientific Research and Higher Education of Ensenada (CICESE) in Mexico. It describes several visits and collaborations between the institutions over recent years to develop the connection. The goal is to integrate CICESE into Calit2's global OptIPuter network to enable bandwidth-intensive international research collaborations over dedicated optical lambdas.
My Remembrances of Mike Norman Over The Last 45 YearsLarry Smarr
Mike Norman has been a leader in computational astrophysics for over 45 years. Some of his influential work includes:
- Cosmic jet simulations in the early 1980s which helped explain phenomena from galactic centers.
- Pioneering the use of adaptive mesh refinement in the 1990s to achieve dynamic load balancing on supercomputers.
- Massive cosmology simulations in the late 2000s with over 100 trillion particles using thousands of processors across multiple supercomputing sites, producing petabytes of data.
- Developing end-to-end workflows in the 2000s to couple supercomputers, high-speed networks, and large visualization systems to enable real-time analysis of extremely large astrophysics simulations.
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Larry Smarr
Larry Smarr discusses quantifying his body and health over time through extensive self-tracking. He measures various biomarkers through regular blood tests and analyzes his gut microbiome by sequencing stool samples. This revealed issues like chronic inflammation and an unhealthy microbiome. Smarr then took steps like a restricted eating window and increasing plant diversity in his diet, which reversed metabolic syndrome issues and correlated with shifts in his microbiome ecology. His goal is to continue precisely measuring factors like toxins, hormones, gut permeability and food/supplement impacts to further optimize his health.
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
This document discusses engaging more minority serving institutions (MSIs) in cyberinfrastructure development through regional networks. It provides data showing the importance of MSIs like historically black colleges and universities (HBCUs) in educating underrepresented minority students in STEM fields. Regional networks can help equalize opportunities by assisting MSIs in overcoming barriers to resources through training, networking infrastructure support, and helping institutions obtain necessary staffing and funding. Strategies mentioned include collaborating with MSIs on grants and addressing issues identified in surveys like lack of vision for data use beyond compliance. The goal is to broaden participation in STEAM fields by leveraging the success MSIs have shown in supporting underrepresented students.
Global Network Advancement Group - Next Generation Network-Integrated SystemsLarry Smarr
This document summarizes a presentation on global petascale to exascale workflows for data intensive sciences. It discusses a partnership convened by the GNA-G Data Intensive Sciences Working Group with the mission of meeting challenges faced by data-intensive science programs. Cornerstone concepts that will be demonstrated include integrated network and site resource management, model-driven frameworks for resource orchestration, end-to-end monitoring with machine learning-optimized data transfers, and integrating Qualcomm's GradientGraph with network services to optimize applications and science workflows.
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...Larry Smarr
This document discusses opportunities for ESnet to support wireless edge computing through developing a strategy around self-guided field laboratories (SGFL). It outlines several potential science use cases that could benefit from wireless and distributed computing capabilities, both in the short term through technologies like 5G, LoRa and Starlink, and longer term through the vision of automated SGFL. The document proposes some initial ideas for deploying and testing wireless edge computing technologies through existing projects to help enable the SGFL vision and further scientific opportunities. It emphasizes that exploring these emerging areas could help drive new science possibilities if done at a reasonable scale.
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonLarry Smarr
This document provides an overview of Asia Pacific and Korea research platforms. It discusses the Asia Pacific Research Platform working group in APAN, including its objectives to promote HPC ecosystems and engage members. It describes the Asi@Connect project which provides high-capacity internet connectivity for research across Asia-Pacific. It also discusses the Korea Research Platform and efforts to expand it to 25 national research institutes in Korea. New related projects on smart hospitals, agriculture, and environment are mentioned. The conclusion discusses enhancing APAN and the Korea Research Platform and expanding into new areas like disaster and AI education.
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
This document discusses engaging more minority serving institutions (MSIs) in the National Research Platform (NRP). It provides data showing that MSIs serve a disproportionate number of underrepresented minority students and are important producers of STEM graduates from these groups. The NRP can help broaden participation in STEAM fields by providing MSIs access to advanced cyberinfrastructure resources, new learning modalities, and opportunities for collaborative research between MSIs and other institutions. Regional networks also have a role to play in helping MSIs overcome barriers and attracting them to collaborative grants. The goal is to tear down walls between research and teaching and reinvent the university experience for more inclusive learning and innovation.
Panel: The Global Research Platform: An OverviewLarry Smarr
The document provides an overview of the Global Research Platform (GRP), an international collaborative partnership creating a distributed environment for data-intensive global science. The GRP facilitates high-performance data gathering, analytics, transport up to terabits per second, computing, and storage to support large-scale global science cyberinfrastructure ecosystems. It aims to orchestrate research across multiple domains using international testbeds for investigating new technologies related to data-intensive science. Examples of instruments generating exabytes of data that would benefit include the Korea Superconducting Tokamak, the High Luminosity LHC, genomics, the SKA radio telescope, and the Vera Rubin Observatory.
Panel: Future Wireless Extensions of Regional Optical NetworksLarry Smarr
CENIC is a non-profit organization that operates an 8,000+ mile fiber optic network connecting over 12,000 sites across California, including K-12 schools, universities, libraries, and research organizations. It has over 750 private sector partners and contributes over $100 million annually to the California economy. CENIC's network enables research and education collaborations, innovation, and economic growth statewide. It also operates a wireless research network called PRP that connects wireless sensors to supercomputers, supporting applications like wildfire modeling.
Global Research Platform Workshops - Maxine BrownLarry Smarr
The document announces a workshop on global research platforms that will be held virtually in 2021 and in Salt Lake City in 2022, with topics including large-scale science, next-generation platforms, data transport, and international testbeds. It also announces the 4th Global Research Platform Workshop to be held in October 2023 in Limassol, Cyprus co-located with the IEEE eScience 2023 conference.
EPOC and NetSage provide engagement and network monitoring services to support research and education. NetSage collects anonymized network flow data to help understand traffic patterns and troubleshoot performance issues. It provides dashboards and analysis to answer common questions from network engineers and end users. Examples of NetSage deployments and use cases were shown for the CENIC network, including top sources and destinations of traffic, debugging slow flows, and analyzing international traffic patterns by country over time.
The document discusses accelerating science discovery with AI inference-as-a-service. It describes showcases using this approach for high energy physics and gravitational wave experiments. It outlines the vision of the A3D3 institute to unite domain scientists, computer scientists, and engineers to achieve real-time AI and transform science. Examples are provided of using AI inference-as-a-service to accelerate workflows for CMS, ProtoDUNE, LIGO, and other experiments.
Democratizing Science through Cyberinfrastructure - Manish ParasharLarry Smarr
This document summarizes a presentation by Manish Parashar on democratizing science through cyberinfrastructure. The key points are:
1) Broad, fair, and equitable access to advanced cyberinfrastructure is essential for democratizing 21st century science, but there are significant barriers related to knowledge, technical issues, social factors, and balancing capabilities.
2) An advanced cyberinfrastructure ecosystem for all requires integrated portals, access to local and national resources through high-speed networks, diverse allocation modes, embedded expertise networks, and broad training.
3) Realizing this vision will require a scalable federated ecosystem with diverse capabilities and incentives for partnerships to meet growing needs for cyberinfrastructure and
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Larry Smarr
This document summarizes a panel discussion on building the National Research Platform ecosystem with regional networks. The panelists discussed how their regional networks are connecting to and using the Nautilus nodes of the NRP. Examples included using NRP for deep learning and computer vision research at the University of Missouri, challenges of adoption in Nevada and potential solutions, and Georgia Tech's new involvement through the Southern Crossroads regional network. The regional networks see opportunities to expand NRP access and training to enable more researchers in their regions to take advantage of the platform.
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Larry Smarr
The document discusses Open Force Field (OpenFF), an open-source project that enables rapid development of molecular force fields through automated infrastructure, open data and software, and an open science approach. OpenFF provides access to large quantum chemical datasets, runs quantum chemistry calculations on pre-emptible cloud resources with minimal human intervention, and facilitates easy iteration and testing of new force field hypotheses through an open development model.
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
The document discusses open infrastructure for an open society and the role of commercial clouds. It describes how the National Research Platform (NRP), Open Science Grid (OSG), and Open Science Data Federation (OSDF) provide open infrastructure through open source components that anyone can contribute to and use. It then discusses how Southwestern Oklahoma State University leveraged NRP resources on their campus and engaged students and local teachers. Finally, it outlines the pros and cons of commercial clouds, when they may be suitable to use, and how tools like CloudBank and Kubernetes can help facilitate science users' access to cloud resources.
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
The document discusses open infrastructure for an open society and the role of commercial clouds. It describes how the National Research Platform (NRP), Open Science Grid (OSG), and Open Science Data Federation (OSDF) provide open infrastructure through open source components that anyone can contribute to and use. It then discusses how Southwestern Oklahoma State University leveraged NRP resources on their campus and engaged students and local teachers. Finally, it outlines the pros and cons of commercial clouds, noting they provide huge capacity and variety but are very expensive for regular use. Facilitating science users on clouds requires services like CloudBank and Kubernetes federation.
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
The document discusses open infrastructure for an open society and the role of commercial clouds. It describes how the National Research Platform (NRP), Open Science Grid (OSG), and Open Science Data Federation (OSDF) provide open infrastructure through open source components that anyone can contribute to and use. It then discusses how Southwestern Oklahoma State University leveraged NRP resources on their campus and engaged students and local teachers. Finally, it outlines the pros and cons of commercial clouds, noting they provide huge capacity and variety but are very expensive for regular use. Facilitating science users on clouds requires tools for account management, documentation, and integrating cloud resources through HTCondor and Kubernetes.
Frank Würthwein - NRP and the Path forwardLarry Smarr
NRP will replace PRP and aims to democratize access to national research cyberinfrastructure. The long term vision is to create an open national cyberinfrastructure by federating resources across research institutions. Key innovations include an innovative network fabric, application libraries for FPGAs, a "bring your own resource" model, and innovative scheduling and data infrastructure. The NSF has funded the Prototype National Research Platform project to support NRP for the next 5 years. NRP aims to grow resources, introduce new capabilities, and be driven by the research community.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
Climate Impact of Software Testing at Nordic Testing DaysKari Kakkonen
My slides at Nordic Testing Days 6.6.2024
Climate impact / sustainability of software testing discussed on the talk. ICT and testing must carry their part of global responsibility to help with the climat warming. We can minimize the carbon footprint but we can also have a carbon handprint, a positive impact on the climate. Quality characteristics can be added with sustainability, and then measured continuously. Test environments can be used less, and in smaller scale and on demand. Test techniques can be used in optimizing or minimizing number of tests. Test automation can be used to speed up testing.
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slackshyamraj55
Discover the seamless integration of RPA (Robotic Process Automation), COMPOSER, and APM with AWS IDP enhanced with Slack notifications. Explore how these technologies converge to streamline workflows, optimize performance, and ensure secure access, all while leveraging the power of AWS IDP and real-time communication via Slack notifications.
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
Best 20 SEO Techniques To Improve Website Visibility In SERPPixlogix Infotech
Boost your website's visibility with proven SEO techniques! Our latest blog dives into essential strategies to enhance your online presence, increase traffic, and rank higher on search engines. From keyword optimization to quality content creation, learn how to make your site stand out in the crowded digital landscape. Discover actionable tips and expert insights to elevate your SEO game.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
AI 101: An Introduction to the Basics and Impact of Artificial IntelligenceIndexBug
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
How to Get CNIC Information System with Paksim Ga.pptxdanishmna97
Pakdata Cf is a groundbreaking system designed to streamline and facilitate access to CNIC information. This innovative platform leverages advanced technology to provide users with efficient and secure access to their CNIC details.
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
20240609 QFM020 Irresponsible AI Reading List May 2024
Sensornets and Global Change
1. Sensornets and Global Change Invited Talk Greenovation Forum: Sensing and Sustainability [email_address] December 2, 2009 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 Follow me on Twitter: http://twitter.com/lsmarr
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3. Real-Time Monitoring of Building Energy Usage: UCSD Has 34 Buildings On-Line http://mscada01.ucsd.edu/ion/
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5. Cisco Vision: Mediating the Smart Building Energy Dashboards, Demand Response, Fault Detection, Event Reporting, SmartGrid, etc. Source: Dave Clute, Cisco Connected Real Estate Network as a Platform to Connect, Aggregate and Normalize Open XML Interface Mediator Switch Router Occupancy Detectors VAV FCU Heat Pump Chilled Beam Boilers RTU HVAC Meters Sub Meters Refrigeration Solar PV Trash Compactor Sprinkler Fire Alarm System Smoke Sensor Sounder Break Glass Lighting Control General Lighting DSI/DALI Interface Electrical EnergyWise Filer UPS PDU PFU Sensor CDU Smart UPS CRAC Counter DCC Wireless Meter
6. Climate Change Will Pose Major Challenges to California in Water and Wildfires “ It is likely that the changes in climate that San Diego is experiencing due to the warming of the region will increase the frequency and intensity of fires even more, making the region more vulnerable to devastating fires like the ones seen in 2003 and 2007.” California Applications Program (CAP) & The California Climate Change Center (CCCC) CAP/CCCC is directed from the Climate Research Division, Scripps Institution of Oceanography
7. Using Sensornets to Accelerate Response to Wildfires Early on October 23, 2007, Harris Fire San Diego Photo by Bill Clayton, http://map.sdsu.edu/
8. NASA’s Aqua Satellite’s MODIS Instrument Provided “Situational Awareness” of the 14 SoCal Fires NASA/MODIS Rapid Response www.nasa.gov/vision/earth/lookingatearth/socal_wildfires_oct07.html October 22, 2007 Moderate Resolution Imaging Spectroradiometer (MODIS) Calit2, SDSU, and NASA Goddard Used NASA Prioritization and OptIPuter Links to Cut time to Receive Images from 24 to 3 Hours
9. MODIS Images Provide Targeting Information to NASA's EO-1 Satellite Which Cuts Through Smoke EO-1’s Hyperion Spectrometer Observes 220 Contiguous Wavelengths From Visible Light To Shortwave Infrared October 23, 2007 Witch Wildfire south of Escondido, California Composite of the Red, Blue, and Green Channels Three of the Shortwave Infrared Channels NASA/EO-1 Team www.nasa.gov/vision/earth/lookingatearth/socal_wildfires_oct07.html
10. 1/3 Billion Pixel OptIPortal Linked to NASA Goddard Earth Satellite Images of October 2007 Wildfires Source: Falko Kuester, Calit2@UCSD
11. Prototyping Future Knowledge Integration Center for Emergency Response NASA MODIS showing regional smoke NEXRAD near real-time radar of smoke Where are the fires? Where are they going? Imagery, Sensors, Videoconferencing Across the Border---Shared View with Mexico US Assets Shared via Network Prof. Eric Frost – SDSU Viz Center Co-Director http://citi.sdsu.edu/
12. High Performance Wireless Research and Education Network http://hpwren.ucsd.edu/ National Science Foundation awards 0087344 and 0426879
13. HPWREN Topology, August 2008 approximately 50 miles: MVFD MTGY MPO SMER CNM UCSD to CI and PEMEX 70+ miles to SCI PL MLO MONP CWC P480 USGC SO LVA2 BVDA RMNA Santa Rosa GVDA KNW WMC RDM CRY SND BZN AZRY FRD PSAP WIDC KYVW COTD PFO BDC KSW DHL SLMS SCS CRRS GLRS DSME WLA P506 P510 P499 GMPK IID2 P509 P500 P494 P497 B081 P486 NSSS SDSU P474 P478 DESC P473 POTR P066 P483 CE 155Mbps FDX 6 GHz FCC licensed 155Mbps FDX 11 GHz FCC licensed 45Mbps FDX 6 GHz FCC licensed 45Mbps FDX 11 GHz FCC licensed 45Mbps FDX 5.8 GHz unlicensed 45Mbps-class HDX 4.9GHz 45Mbps-class HDX 5.8GHz unlicensed ~8Mbps HDX 2.4/5.8 GHz unlicensed ~3Mbps HDX 2.4 GHz unlicensed 115kbps HDX 900 MHz unlicensed 56kbps via RCS network dashed = planned Hans-Werner Braun, HPWREN PI http://hpwren.ucsd.edu/cameras/ For Live Cameras See: Backbone/relay node Astronomy science site Biology science site Earth science site University site Researcher location Native American site First Responder site
17. Streaming Underwater Video Sensors From Taiwan’s Kenting Reef to Calit2 UCSD: Rajvikram Singh, Sameer Tilak, Jurgen Schulze, Tony Fountain, Peter Arzberger NCHC : Ebbe Strandell, Sun-In Lin, Yao-Tsung Wang, Fang-Pang Lin My next plan is to stream stable and quality underwater images to Calit2, hopefully by PRAGMA 14. --Fang-Pang to LS Jan. 1, 2008 March 6, 2008 Plan Accomplished!
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19. Coupling Data Assimilation Models to Remote Sensor Nets in Near Real Time Regional Ocean Modeling System (ROMS) http://ourocean.jpl.nasa.gov/ Long Range HF Radar Visualization: Philip Weber, Matthew Arrott, Calit2 Source: SCCOOS
20. The Ocean Observatories Initiative (OOI) -- a Networked Infrastructure Of Science-Driven Sensor Systems The OOI Cyberinfrastructure 30-40 Software Engineers Housed at Calit2@UCSD
21. Taking Sensornets to the Ocean Floor: Remote Interactive HD Imaging of Deep Sea Vent Canadian-U.S. Collaboration High Definition Still Frame of Hydrothermal Vent Ecology 2.3 Km Deep Source: John Delaney and Research Channel, U Washington 1 cm. White Filamentous Bacteria on 'Pill Bug' Outer Carapace