Enabling Scientific Breakthroughs at the Petascale

Size: px
Start display at page:

Download "Enabling Scientific Breakthroughs at the Petascale"

Transcription

1 Enabling Scientific Breakthroughs at the Petascale Contents Breakthroughs in Science Breakthroughs in Storage The Impact on Future Storage Systems A Unique Responsibility Brought to you compliments of: If you think the requirements for enterprise storage systems are growing at a dizzying pace, try these numbers on for size: 25 petabytes of storage in more than 36 cabinets with more than 17,000 disks capable of delivering greater than 1 terabyte-per-second of I/O bandwidth performance to more than 25,000 compute nodes. These are the specifications for the Blue Waters supercomputer and Lustre-based parallel storage systems project at the University of Illinois National Center for Supercomputing Applications (NCSA). The massively scalable parallel storage system is designed and being delivered by Cray Inc. Scalable parallel file systems aren t easy to build. The leaders at NCSA turned to Cray to build the system and come up with an integrated and modular storage solution to meet the staggering requirements of what is one of the most powerful supercomputers in the world. The HPC storage solution has been deployed in a rapid time frame and at an unprecedented scale. The Blue Waters system will enable scientists all around the U.S. to conduct research with sustained performance they have never been able to achieve before. The research will potentially lead to breakthroughs in areas such as AIDS research, severe weather prediction and many other areas of science that could improve the quality of life all across the planet. Beyond that, the work done by Cray and the NCSA team to create a new paradigm in storage will eventually impact commercial companies, the technical enterprise and other HPC and big data storage solutions, creating innovations that will enable faster, more effective, consolidated, more scalable and higher capacity storage systems. These will pave the way for far more powerful and effective HPC computing deployments (on- and off-premise) and data centers capable of delivering unparalleled levels of business and IT agility Cray Inc.

2 Breakthroughs in Science Blue Waters is a $208 million project of the National Science Foundation. The goal of the project has been to deliver a supercomputer capable of delivering sustained performance of 1 petaflop for a range of real-world scientific and engineering applications. The sustained petascale computing enabled by Blue Waters is available on only a very few supercomputers in the world, and Blue Waters is the only system of this scale provided by the National Science Foundation. The mission of Blue Waters is to support a very diverse and wide range of science at scales and performance levels that are unprecedented, says Bill Kramer, deputy project director for the Blue Waters Project at NCSA. At the simplest level, the sustained performance enabled by Blue Waters means scientists can get to the right results faster than anything that exists. It will lead to breakthroughs in what is really achievable by the science community. The power of Blue Waters is made available to science teams all over the country, each of which must go through a rigorous application process to be approved by the NSF. Most of the resources will go towards about 35 very critical science and engineering projects, Kramer says. Using Blue Waters, scientists will be able to make new breakthroughs on tough, highly challenging problems such as predicting the behavior of complex biological systems, understanding how the cosmos evolved after the Big Bang, designing new materials at the atomic level, predicting the behavior of hurricanes and tornadoes and simulating complex engineered systems. The contributions of the science teams using Blue Waters will be to enable significant, possibly unprecedented insights using innovative analysis and simulation methods. The impact of Blue Waters is already being felt. We had about a fifth of the machine for a select group of science teams that were part of the early process, says Greg Bauer, technical program manager for the Science and Engineering Application Support Group. It gave us a three-month window of science at a substantially larger scale. Projects have involved scientists investigating how a virus, such as HIV or polio, can enter and inject their genetic material through the wall of a cell. Or how new proteins are protected while they are forming from RNA sequences. Another important early learning has been the tremendous advances in speed and productivity enabled by Blue Waters. Some of the science teams have been able to do three years worth of what they had normally been able to do in just three months since they got a lot more work done in a much shorter time, which is the working definition of sustained computing says Michelle Butler, senior technical program manager and head of storage and networking. Blue Waters is enabling better science, Kramer adds, noting that scientists can improve clarity and accuracy by running many more models and simulations in a much more condensed period of time. Scientists are getting a better understanding of how clouds form. They are getting 100 times more resolution than they have been able to get before, so when you look at something like severe weather with a tornado, wind temperature, size of land, amount of rain they are now doing things you can t study today on any other system Cray Inc.

3 Breakthroughs in Storage In order to deliver these tremendous breakthroughs in science, the team at NCSA had to find a technology partner that could deliver comparable breakthroughs in the underlying storage infrastructure to support capacity and performance requirements that were also unprecedented in size, scale and scope. Cray has been able to address all of the challenges and do it within a very tight time frame. Cray received the contract in November As of September 2012 just 10 months from the signing of the contract all of the equipment had been delivered and was functioning at scale. The NCSA team cites several critical factors to Cray s design, including a systematic approach to the entire solution and Cray s vast experience as the world s leading provider of supercomputer systems and large-scale parallel file systems such as Lustre. What Cray has done is design and build a system that is huge, Butler says. I don t know of any other system with the requirements for scalability that we are putting together for such huge applications. The performance will be above a terabyte per second, which is a measured number on which Blue Waters users will be able to rely. The machine can fill up this file system in a few hours. Butler says the systematic approach taken by Cray has been critical in deploying a solution that is highly flexible for scientific applications. We could have easily spent our money just to support floating-point peak operations, but we put a lot of our investment in the storage system and the amount of memory as well as the compute capacity, she says. One of the aspects of Blue Waters is that it s a very balanced system. We know that the projects approved will be approved for their system science and societal impacts, so we need a balanced system architecture that can address all problems in a very efficient manner. With this system we can move any which way. For example, data-intensive computing or analytics is a rapidly growing area we can support. We aim to be the best in the world at solving problems that are extremely hard high performance, data coming from anywhere and everywhere at high volumes, data that is not necessarily coordinated, unprecedented simulations. The system in place is already using thousands of NL-SAS disk drives, the largest of which are 2TBs each. The system also uses solid-state drives for certain portions of the file system. The key is that every aspect of the solution has been built as a single system: All switches, cables, disks and servers are integrated into a single unit. By taking this systematic approach, Cray has been able to reduce power consumption, increase density and deploy the solution cost effectively. Another important design feature in the storage solution for Blue Waters is the Lustre distributed file system. Cray s implementation of Lustre provides high levels of scalability, reliability and stability for continuous operations in an open-source, non-proprietary environment. I m not sure we could scale any other file system at this point, and even if it could be done with another approach it is even more unlikely we could have done it for the same cost profile. Kramer says. With the Cray Lustre environment we are making that file system highly reliable, highly performant and very usable not just to be run in a lab but, for instance, it could be used in high-end financial services to predict markets Cray Inc.

4 The Impact on Future Storage Systems The innovations created by Cray in building the Blue Waters storage solution are already making their way into commercial products and many more of the breakthroughs will eventually move out of the scientific community and into enterprise environments. The concept of building an integrated system for scale, performance and cost efficiencies could lead to new approaches for large-scale environments. And, as Kramer notes, Cray s Lustre innovations could have a huge impact on systems of all sizes and scale. Other key lessons and innovations from Cray and Blue Waters are coming in from a variety of areas, ranging from backup and archiving to managing both online and nearline storage in an integrating manner to overall management of storage systems of tremendous size, scope and scalability. One of the file systems we have on the floor is two petabytes, Butler says. We are planning to back that up but I ve never backed up two petabytes. We have to learn how we are going to scale our processes to that size of machine. As other companies go to systems of that size, we ll have broken ground on how to back up, restore and deliver performance. There will be a lot of proving ground that everyone can take advantage of: How do you do quota management at this size; how do you eliminate I/O wait; how do you get a file out of one machine and onto another cache or nearline machine. A lot of these management functions will be in place in a few years. Butler also pointed to archiving as a new challenge at such a large scale. Our nearline subsystem will be on the order of 380 to 500 petabytes, which is accessible to any science team within moments, she says. I know of two other archives in the petabytes range, but nowhere near this, so it s another really large deployment where we have to learn about how to manage it, how to scale it and how to manage and assess risks. Also, writing something into this environment when you are writing data to a single tape, it takes a really long time. For tape archiving, the Blue Waters team developed a new technology called RAIT (redundant array of indexed tapes). Kramer says this approach results in improved protection of data at a more reasonable cost than other solutions. This can have a big impact on cost of ownership, he says. Working with Cray to address storage challenges has been extremely important to the NCSA team. Storage has become more and more important in scientific computing and it has increasingly become a bottleneck in recent years, Kramer says. We ve found that about 20 to 25 percent of teams have been limited by how they are doing file management and data I/O. In areas such as traditional simulation and data collection, we are seeing that they are now coming together and have to be treated simultaneously. It s a whole new area for data-driven, data-intensive work. Blue Waters will be able to enable that. A Unique Responsibility For the team at Blue Waters and the team at Cray, building these kinds of innovative advances in computing technology is more than a challenge: It s a unique responsibility. Some of the most important science projects taking place anywhere in the world are dependent on Blue Waters and its underlying storage system to do work that can have a huge impact for generations to come Cray Inc.

5 My reason for doing this work versus other things I could do is that we have a lot of motivation doing things that are good for quality of life, that impact science that may even save lives through more accurate predicting of weather, for example, Kramer says. We can have an indirect influence on better aircraft design, or how the AIDS virus effects cells, handling the spread of disease, or perhaps developing a new drug. Something like Blue Waters can have an overall effect of making life better for lots of people. For Blue Waters to have that kind of impact, the underlying storage had to be rock solid, enabling levels of performance, capacity, scale and scope that have broken and continue to break new ground. By breaking down the challenge and taking an integrated, systematic approach, Cray has been able to achieve the necessary breakthroughs to enable new levels in computer storage Cray Inc.

Artificial intelligence, made simple. Written by: Dale Benton Produced by: Danielle Harris

Artificial intelligence, made simple. Written by: Dale Benton Produced by: Danielle Harris Artificial intelligence, made simple Written by: Dale Benton Produced by: Danielle Harris THE ARTIFICIAL INTELLIGENCE MARKET IS SET TO EXPLODE AND NVIDIA, ALONG WITH THE TECHNOLOGY ECOSYSTEM INCLUDING

More information

PAPER AVIAT NETWORKS FOUR RECOMMENDATIONS FOR FIRSTNET BACKHAUL

PAPER AVIAT NETWORKS FOUR RECOMMENDATIONS FOR FIRSTNET BACKHAUL PAPER AVIAT NETWORKS FOUR RECOMMENDATIONS FOR FIRSTNET BACKHAUL Opt-in or opt-out to the FirstNet plan is the most momentous decision the states will make about public safety in the coming years. They

More information

High Performance Computing and Modern Science Prof. Dr. Thomas Ludwig

High Performance Computing and Modern Science Prof. Dr. Thomas Ludwig High Performance Computing and Modern Science Prof. Dr. Thomas Ludwig German Climate Computing Centre Hamburg Universität Hamburg Department of Informatics Scientific Computing Abstract High Performance

More information

Revolutionizing Engineering Science through Simulation May 2006

Revolutionizing Engineering Science through Simulation May 2006 Revolutionizing Engineering Science through Simulation May 2006 Report of the National Science Foundation Blue Ribbon Panel on Simulation-Based Engineering Science EXECUTIVE SUMMARY Simulation refers to

More information

Extending On-Premises Network-Attached Storage to Google Cloud Storage with Komprise

Extending On-Premises Network-Attached Storage to Google Cloud Storage with Komprise IN PARTNERSHIP WITH: Extending On-Premises Network-Attached Storage to Google Cloud Storage with Komprise This article details how you can use the Google Cloud Platform (GCP) service Cloud Storage and

More information

National Instruments Accelerating Innovation and Discovery

National Instruments Accelerating Innovation and Discovery National Instruments Accelerating Innovation and Discovery There s a way to do it better. Find it. Thomas Edison Engineers and scientists have the power to help meet the biggest challenges our planet faces

More information

At last, a network storage solution that keeps everyone happy

At last, a network storage solution that keeps everyone happy data At last, a network storage solution that keeps everyone happy Fast enough to keep creatives happy, simple and seemless integration to keep IT happy and at a price to keep management happy. 2 Contents

More information

Parallel Computing 2020: Preparing for the Post-Moore Era. Marc Snir

Parallel Computing 2020: Preparing for the Post-Moore Era. Marc Snir Parallel Computing 2020: Preparing for the Post-Moore Era Marc Snir THE (CMOS) WORLD IS ENDING NEXT DECADE So says the International Technology Roadmap for Semiconductors (ITRS) 2 End of CMOS? IN THE LONG

More information

A Case Study on the Use of Unstructured Data in Healthcare Analytics. Analysis of Images for Diabetic Retinopathy

A Case Study on the Use of Unstructured Data in Healthcare Analytics. Analysis of Images for Diabetic Retinopathy A Case Study on the Use of Unstructured Data in Healthcare Analytics Analysis of Images for Diabetic Retinopathy A Case Study on the Use of Unstructured Data in Healthcare Analytics: Analysis of Images

More information

The Technology Economics of the Mainframe, Part 3: New Metrics and Insights for a Mobile World

The Technology Economics of the Mainframe, Part 3: New Metrics and Insights for a Mobile World The Technology Economics of the Mainframe, Part 3: New Metrics and Insights for a Mobile World Dr. Howard A. Rubin CEO and Founder, Rubin Worldwide Professor Emeritus City University of New York MIT CISR

More information

PoS(ISGC 2013)025. Challenges of Big Data Analytics. Speaker. Simon C. Lin 1. Eric Yen

PoS(ISGC 2013)025. Challenges of Big Data Analytics. Speaker. Simon C. Lin 1. Eric Yen Challenges of Big Data Analytics Simon C. Lin 1 Academia Sinica Grid Computing Centre, (ASGC) E-mail: Simon.Lin@twgrid.org Eric Yen Academia Sinica Grid Computing Centre, (ASGC) E-mail: Eric.Yen@twgrid.org

More information

WHITE PAPER. Spearheading the Evolution of Lightwave Transmission Systems

WHITE PAPER. Spearheading the Evolution of Lightwave Transmission Systems Spearheading the Evolution of Lightwave Transmission Systems Spearheading the Evolution of Lightwave Transmission Systems Although the lightwave links envisioned as early as the 80s had ushered in coherent

More information

ipad Total Cost of Ownership: the Cost Savings and of a Mid-Year Refresh

ipad Total Cost of Ownership: the Cost Savings and of a Mid-Year Refresh ipad Total Cost of Ownership: the and Cost Savings of a Mid-Year Refresh All technologies have a shelf life and a perceived value at each birthday. What that value is and how quickly it depreciates depends

More information

Case Study. When dogfooding is not enough: QA testing for Headspace s global expansion

Case Study. When dogfooding is not enough: QA testing for Headspace s global expansion Case Study When dogfooding is not enough: QA testing for Headspace s global expansion Preparing for a worldwide release Company size: Company location: Testing type: App type: Growth-stage startup (170

More information

Staff get data back just hours after fire guts The Academy, Selsey. Redstor to the rescue after disaster strikes

Staff get data back just hours after fire guts The Academy, Selsey. Redstor to the rescue after disaster strikes Staff get data back just hours after fire guts The Academy, Selsey Redstor to the rescue after disaster strikes Blaze destroys server room Redstor restores 100% of school s data Redstor came to the rescue,

More information

Source: REUTERS/Reinhard Krause

Source: REUTERS/Reinhard Krause Source: REUTERS/Reinhard Krause THE 4 TH INDUSTRIAL REVOLUTION : BUSINESS AND SOCIETAL IMPLICATIONS 2 nd Annual Career Development Services Stakeholders Conference Tankiso Moloi University of Johannesburg

More information

December 10, Why HPC? Daniel Lucio.

December 10, Why HPC? Daniel Lucio. December 10, 2015 Why HPC? Daniel Lucio dlucio@utk.edu A revolution in astronomy Galileo Galilei - 1609 2 What is HPC? "High-Performance Computing," or HPC, is the application of "supercomputers" to computational

More information

TRANSFORMING DISRUPTIVE TECHNOLOGY INTO OPPORTUNITY MARKET PLACE CHANGE & THE COOPERATIVE

TRANSFORMING DISRUPTIVE TECHNOLOGY INTO OPPORTUNITY MARKET PLACE CHANGE & THE COOPERATIVE TRANSFORMING DISRUPTIVE TECHNOLOGY INTO OPPORTUNITY MARKET PLACE CHANGE & THE COOPERATIVE Michael J.T. Steep Executive Director, Stanford Disruptive Technology & Digital Cities Co-Bank 2018 August in Colorado

More information

N E T W O R K UPGRADE SOLUTIONS UPGRADE YOUR MPT NETWORK YOUR WAY

N E T W O R K UPGRADE SOLUTIONS UPGRADE YOUR MPT NETWORK YOUR WAY N E T W O R K UPGRADE SOLUTIONS UPGRADE YOUR MPT NETWORK YOUR WAY It s a fact that circuit-switched analog networks are becoming obsolete, as agencies move to IP-based networks. At the same time, the very

More information

NetApp Sizing Guidelines for MEDITECH Environments

NetApp Sizing Guidelines for MEDITECH Environments Technical Report NetApp Sizing Guidelines for MEDITECH Environments Brahmanna Chowdary Kodavali, NetApp March 2016 TR-4190 TABLE OF CONTENTS 1 Introduction... 4 1.1 Scope...4 1.2 Audience...5 2 MEDITECH

More information

In addition to wide-area monitoring systems, synchrophasors offer an impressive range of system benefits, including:

In addition to wide-area monitoring systems, synchrophasors offer an impressive range of system benefits, including: Synchrophasors Before synchrophasor technology and its contributions towards transmission resiliency are discussed, it is important to first understand the concept of phasors. A phasor is a complex number

More information

ACCELERATING TECHNOLOGY VISION FOR AEROSPACE AND DEFENSE 2017

ACCELERATING TECHNOLOGY VISION FOR AEROSPACE AND DEFENSE 2017 ACCELERATING TECHNOLOGY VISION FOR AEROSPACE AND DEFENSE 2017 TECHNOLOGY VISION FOR AEROSPACE AND DEFENSE 2017: THROUGH DIGITAL TURBULENCE A powerful combination of market trends, technology developments

More information

Economies of the Commons 2, Paying the cost of making things free, 13 December 2010, Session Materiality and sustainability of digital culture)

Economies of the Commons 2, Paying the cost of making things free, 13 December 2010, Session Materiality and sustainability of digital culture) Economies of the Commons 2, Paying the cost of making things free, 13 December 2010, Session Materiality and sustainability of digital culture) I feel a bit like a party pooper, today. Because my story

More information

MAKING IOT SENSOR SOLUTIONS FUTURE-PROOF AT SCALE

MAKING IOT SENSOR SOLUTIONS FUTURE-PROOF AT SCALE WHITE PAPER MAKING IOT SENSOR SOLUTIONS FUTURE-PROOF AT SCALE Wireless sensor range vs. scalability: Understanding the key trade-offs Terje Lassen Product Manager Wireless Communication Disruptive Technologies

More information

WHO WE ARE MISSION STATEMENT

WHO WE ARE MISSION STATEMENT WHO WE ARE Parker Life Sciences offers reliable fluidic and motion control products, MetaModules, and systems to customers in life sciences and in analytical instrumentation markets. As part of Parker

More information

Global Alzheimer s Association Interactive Network. Imagine GAAIN

Global Alzheimer s Association Interactive Network. Imagine GAAIN Global Alzheimer s Association Interactive Network Imagine the possibilities if any scientist anywhere in the world could easily explore vast interlinked repositories of data on thousands of subjects with

More information

HARNESSING TECHNOLOGY

HARNESSING TECHNOLOGY HARNESSING TECHNOLOGY TO TRANSFORM PUBLIC SERVICE DELIVERY AND OUTCOMES ACCENTURE PUBLIC SERVICE TECHNOLOGY CONSULTING Remember when public service organizations viewed IT as a cost center separate from

More information

SMART MANUFACTURING: A Competitive Necessity. SMART MANUFACTURING INDUSTRY REPORT Vol 1 No 1.

SMART MANUFACTURING: A Competitive Necessity. SMART MANUFACTURING INDUSTRY REPORT Vol 1 No 1. SMART MANUFACTURING: A Competitive Necessity SMART MANUFACTURING INDUSTRY REPORT Vol 1 No 1. Get Smart Three years ago the world was introduced to Amazon Echo, and its now popular intelligent personal

More information

Canada s Most Powerful Research Supercomputer Niagara Fuels Canadian Innovation and Discovery

Canada s Most Powerful Research Supercomputer Niagara Fuels Canadian Innovation and Discovery Canada s Most Powerful Research Supercomputer Niagara Fuels Canadian Innovation and Discovery For immediate release Toronto, ON (March 5, 2018) Canada s most powerful research supercomputer, Niagara, is

More information

A New Path for Science?

A New Path for Science? scientific infrastructure A New Path for Science? Mark R. Abbott Oregon State University Th e scientific ch a llenges of the 21st century will strain the partnerships between government, industry, and

More information

High-performance computing for soil moisture estimation

High-performance computing for soil moisture estimation High-performance computing for soil moisture estimation S. Elefante 1, W. Wagner 1, C. Briese 2, S. Cao 1, V. Naeimi 1 1 Department of Geodesy and Geoinformation, Vienna University of Technology, Vienna,

More information

Why, How & What Digital Workplace

Why, How & What Digital Workplace Why, How & What Digital Workplace The Digital Workplace is the freedom to work as individuals and teams Anytime, Anyway, Anywhere Why commit to Digital Workplace transformation? Your digital workplace

More information

Big Data Best Practice

Big Data Best Practice Big Data Best Practice Sean Patrick Murphy sean@pingthings.io JSIS, Salt Lake City May 23, 2017 1 The Value of Data Circa 2006! Data is just like crude. It s valuable, but if unrefined it cannot really

More information

Regulatory Science and Innovation: FDA s Role in Transformation of the MCM Enterprise

Regulatory Science and Innovation: FDA s Role in Transformation of the MCM Enterprise Regulatory Science and Innovation: FDA s Role in Transformation of the MCM Enterprise Jesse L. Goodman, MD, MPH Chief Scientist and Deputy Commissioner for Science and Public Health (Acting), presentation

More information

Introduction to the X PRIZE Foundation

Introduction to the X PRIZE Foundation Introduction to the X PRIZE Foundation Nothing...nothing is impossible... THE BEST WAY TO PREDICT THE FUTURE... IS TO CREATE IT YOURSELF YOU GET WHAT YOU INCENTIVIZE Why did he do it? 4 X PRIZE Model Attributes

More information

Digital Engineering. Phoenix Integration Conference Ms. Philomena Zimmerman. Deputy Director, Engineering Tools and Environments.

Digital Engineering. Phoenix Integration Conference Ms. Philomena Zimmerman. Deputy Director, Engineering Tools and Environments. Digital Engineering Phoenix Integration Conference Ms. Philomena Zimmerman Deputy Director, Engineering Tools and Environments April 2018 Apr 2018 Page-1 DISTRIBUTION STATEMENT A: UNLIMITED DISTRIBUTION

More information

Dicing The Data from NAB/RAB Radio Show: Sept. 7, 2017 by Jeff Green, partner, Stone Door Media Lab

Dicing The Data from NAB/RAB Radio Show: Sept. 7, 2017 by Jeff Green, partner, Stone Door Media Lab Dicing The Data from NAB/RAB Radio Show: Sept. 7, 2017 by Jeff Green, partner, Stone Door Media Lab SLIDE 2: Dicing the Data to Predict the Hits Each week you re at your desk considering new music. Maybe

More information

in which I will not talk about the elephant whale in the room

in which I will not talk about the elephant whale in the room https://speakerdeck.com/jxtx @jxtx / #usegalaxy in which I will not talk about the elephant whale in the room Galaxy s motivating questions How best can data intensive methods be accessible to scientists?

More information

The New Imperative: Collaborative Innovation. Dr. Anil Menon Vice President, Corporate Strategy IBM Growth Markets

The New Imperative: Collaborative Innovation. Dr. Anil Menon Vice President, Corporate Strategy IBM Growth Markets The New Imperative: Collaborative Innovation Dr. Anil Menon Vice President, Corporate Strategy IBM Growth Markets 15 September, 2008 Five Historical Waves Of Economic & Social Transformation In the Global

More information

Privacy and the EU GDPR US and UK Privacy Professionals

Privacy and the EU GDPR US and UK Privacy Professionals Privacy and the EU GDPR US and UK Privacy Professionals Independent research conducted by Dimensional Research on behalf of TrustArc US 888.878.7830 EU +44 (0)203.078.6495 www.trustarc.com 2017 TrustArc

More information

Impact from Industrial use of HPC HPC User Forum #59 Munich, Germany October 2015

Impact from Industrial use of HPC HPC User Forum #59 Munich, Germany October 2015 Impact from Industrial use of HPC HPC User Forum #59 Munich, Germany October 2015 Merle Giles Director, Private Sector Program and Economic Impact HPC is a gauge of relative technological prowess of nations

More information

Executive Summary. Chapter 1. Overview of Control

Executive Summary. Chapter 1. Overview of Control Chapter 1 Executive Summary Rapid advances in computing, communications, and sensing technology offer unprecedented opportunities for the field of control to expand its contributions to the economic and

More information

UPGRADE YOUR MPT NETWORK THE SMART WAY. harris.com #harriscorp

UPGRADE YOUR MPT NETWORK THE SMART WAY. harris.com #harriscorp UPGRADE YOUR MPT NETWORK THE SMART WAY harris.com #harriscorp FLEXIBLE MIGRATION Advance Business Efficiencies and Worker Safety Circuit-switched analog networks are becoming obsolete as agencies move

More information

High-performance inflight connectivity for business aviation

High-performance inflight connectivity for business aviation High-performance inflight connectivity for business aviation Revolutionizing global inflight connectivity 04 The 2Ku antenna 10 Gogo s Ku network 14 Support and services For more than 20 years, Gogo has

More information

DIGITAL TRANSFORMATION LESSONS LEARNED FROM EARLY INITIATIVES

DIGITAL TRANSFORMATION LESSONS LEARNED FROM EARLY INITIATIVES DIGITAL TRANSFORMATION LESSONS LEARNED FROM EARLY INITIATIVES Produced by Sponsored by JUNE 2016 Contents Introduction.... 3 Key findings.... 4 1 Broad diversity of current projects and maturity levels

More information

In 1984, a cell phone in the U.S. cost $3,995 and

In 1984, a cell phone in the U.S. cost $3,995 and In 1984, a cell phone in the U.S. cost $3,995 and weighed 2 pounds. Today s 8GB smartphones cost $199 and weigh as little as 4.6 oz. Technology Commercialization Applied Materials is one of the most important

More information

25 CORE ASTRO FLEXIBLE, SCALABLE CONFIGURATIONS

25 CORE ASTRO FLEXIBLE, SCALABLE CONFIGURATIONS FLEXIBLE, SCALABLE CONFIGURATIONS ASTRO 25 CORE Small town or major city single department or multi-agency your radio system should fit your needs and your budget. Motorola s dynamic architecture gives

More information

How Kier saved 170,000 with a software-defined architecture

How Kier saved 170,000 with a software-defined architecture How Kier saved 170,000 with a software-defined architecture Kier Group was looking to manage the massive data growth that comes with business expansion. We ve helped the Group get ready for the future,

More information

Center for Hybrid Multicore Productivity Research (CHMPR)

Center for Hybrid Multicore Productivity Research (CHMPR) A CISE-funded Center University of Maryland, Baltimore County, Milton Halem, Director, 410.455.3140, halem@umbc.edu University of California San Diego, Sheldon Brown, Site Director, 858.534.2423, sgbrown@ucsd.edu

More information

MORE POWER TO THE ENERGY AND UTILITIES BUSINESS, FROM AI.

MORE POWER TO THE ENERGY AND UTILITIES BUSINESS, FROM AI. MORE POWER TO THE ENERGY AND UTILITIES BUSINESS, FROM AI www.infosys.com/aimaturity The current utility business model is under pressure from multiple fronts customers, prices, competitors, regulators,

More information

COURSE 2. Mechanical Engineering at MIT

COURSE 2. Mechanical Engineering at MIT COURSE 2 Mechanical Engineering at MIT The Department of Mechanical Engineering MechE embodies the Massachusetts Institute of Technology s motto mens et manus, mind and hand as well as heart by combining

More information

High Performance Computing i el sector agro-alimentari Fundació Catalana per la Recerca CAFÈ AMB LA RECERCA

High Performance Computing i el sector agro-alimentari Fundació Catalana per la Recerca CAFÈ AMB LA RECERCA www.bsc.es High Performance Computing i el sector agro-alimentari Fundació Catalana per la Recerca CAFÈ AMB LA RECERCA 21 Octubre 2015 Technology Transfer Area about BSC High Performance Computing and

More information

Executive Summary Industry s Responsibility in Promoting Responsible Development and Use:

Executive Summary Industry s Responsibility in Promoting Responsible Development and Use: Executive Summary Artificial Intelligence (AI) is a suite of technologies capable of learning, reasoning, adapting, and performing tasks in ways inspired by the human mind. With access to data and the

More information

The Future is Proximal Why cloud fails IoT

The Future is Proximal Why cloud fails IoT The Future is Proximal Why cloud fails IoT April 2016 Noah Harlan, Founder - Higgns, Two Bulls; President - AllSeen Alliance noah@twobulls.com @noahharlan I N T R O D U C T I O N Noah Harlan - @noahharlan

More information

First Experience with PCP in the PRACE Project: PCP at any cost? F. Berberich, Forschungszentrum Jülich, May 8, 2012, IHK Düsseldorf

First Experience with PCP in the PRACE Project: PCP at any cost? F. Berberich, Forschungszentrum Jülich, May 8, 2012, IHK Düsseldorf First Experience with PCP in the PRACE Project: PCP at any cost? F. Berberich, Forschungszentrum Jülich, May 8, 2012, IHK Düsseldorf Overview WHY SIMULATION SCIENCE WHAT IS PRACE PCP IN THE VIEW OF A PROJECT

More information

2018 Research Campaign Descriptions Additional Information Can Be Found at

2018 Research Campaign Descriptions Additional Information Can Be Found at 2018 Research Campaign Descriptions Additional Information Can Be Found at https://www.arl.army.mil/opencampus/ Analysis & Assessment Premier provider of land forces engineering analyses and assessment

More information

The Sherwin-Williams Company

The Sherwin-Williams Company The Sherwin-Williams Company "What is Worth Doing is Worth Doing Well." Founded in 1866 in Cleveland, Ohio #1 coatings company in the Americas #3 coatings company worldwide Over 40,000 employees worldwide

More information

Computational Scalability of Large Size Image Dissemination

Computational Scalability of Large Size Image Dissemination Computational Scalability of Large Size Image Dissemination Rob Kooper* a, Peter Bajcsy a a National Center for Super Computing Applications University of Illinois, 1205 W. Clark St., Urbana, IL 61801

More information

Establishment of a Multiplexed Thredds Installation and a Ramadda Collaboration Environment for Community Access to Climate Change Data

Establishment of a Multiplexed Thredds Installation and a Ramadda Collaboration Environment for Community Access to Climate Change Data Establishment of a Multiplexed Thredds Installation and a Ramadda Collaboration Environment for Community Access to Climate Change Data Prof. Giovanni Aloisio Professor of Information Processing Systems

More information

Michael P. Ridley, Director. NYSTAR High Performance Computing Program

Michael P. Ridley, Director. NYSTAR High Performance Computing Program NYSTAR High Performance Computing Program Michael P. Ridley, Director NYSTAR High Performance Computing Program David A. Paterson, Governor Edward Reinfurt, Executive Director Outline 1 Program Goals 2

More information

ACCELERATE SOFTWARE DEVELOPMENT WITH CONTINUOUS INTEGRATION AND SIMULATION

ACCELERATE SOFTWARE DEVELOPMENT WITH CONTINUOUS INTEGRATION AND SIMULATION ACCELERATE SOFTWARE DEVELOPMENT WITH CONTINUOUS INTEGRATION AND SIMULATION A How-to Guide for Embedded Development WHEN IT MATTERS, IT RUNS ON WIND RIVER EXECUTIVE SUMMARY Adopting the practice of Continuous

More information

High Performance Computing in Europe A view from the European Commission

High Performance Computing in Europe A view from the European Commission High Performance Computing in Europe A view from the European Commission PRACE Petascale Computing Winter School Athens, 10 February 2009 Bernhard Fabianek European Commission - DG INFSO 1 GÉANT & e-infrastructures

More information

TWEET LIKE A ROCKSTAR

TWEET LIKE A ROCKSTAR 1 THe FaCTS Twitter is one of the most powerful social media tools at your disposal. If you have a message burning inside you and have no clue of how to share it and build a raving fan base, look no further.

More information

Breakthrough Innovation The real Innovator s Dilemma

Breakthrough Innovation The real Innovator s Dilemma Breakthrough Innovation The real Innovator s Dilemma Many companies today are being challenged to deliver big swing products that will generate future growth and market share. Sounds simple, but the search

More information

Earth Cube Technical Solution Paper the Open Science Grid Example Miron Livny 1, Brooklin Gore 1 and Terry Millar 2

Earth Cube Technical Solution Paper the Open Science Grid Example Miron Livny 1, Brooklin Gore 1 and Terry Millar 2 Earth Cube Technical Solution Paper the Open Science Grid Example Miron Livny 1, Brooklin Gore 1 and Terry Millar 2 1 Morgridge Institute for Research, Center for High Throughput Computing, 2 Provost s

More information

The Spanish Supercomputing Network (RES)

The Spanish Supercomputing Network (RES) www.bsc.es The Spanish Supercomputing Network (RES) Sergi Girona Barcelona, September 12th 2013 RED ESPAÑOLA DE SUPERCOMPUTACIÓN RES: An alliance The RES is a Spanish distributed virtual infrastructure.

More information

UNIT-III LIFE-CYCLE PHASES

UNIT-III LIFE-CYCLE PHASES INTRODUCTION: UNIT-III LIFE-CYCLE PHASES - If there is a well defined separation between research and development activities and production activities then the software is said to be in successful development

More information

Supercomputers have become critically important tools for driving innovation and discovery

Supercomputers have become critically important tools for driving innovation and discovery David W. Turek Vice President, Technical Computing OpenPOWER IBM Systems Group House Committee on Science, Space and Technology Subcommittee on Energy Supercomputing and American Technology Leadership

More information

Low-Cost, On-Demand Film Digitisation and Online Delivery. Matt Garner

Low-Cost, On-Demand Film Digitisation and Online Delivery. Matt Garner Low-Cost, On-Demand Film Digitisation and Online Delivery Matt Garner (matt.garner@findmypast.com) Abstract Hundreds of millions of pages of microfilmed material are not being digitised at this time due

More information

Perspectives of development of satellite constellations for EO and connectivity

Perspectives of development of satellite constellations for EO and connectivity Perspectives of development of satellite constellations for EO and connectivity Gianluca Palermo Sapienza - Università di Roma Paolo Gaudenzi Sapienza - Università di Roma Introduction - Interest in LEO

More information

Business Leaders: Thought and Action. Corporate Mergers Can Create Winners: A Case in Point

Business Leaders: Thought and Action. Corporate Mergers Can Create Winners: A Case in Point The CEO SERIES Business Leaders: Thought and Action Corporate Mergers Can Create Winners: A Case in Point An Original Essay Written for CSAB by Edward E. Whitacre Jr. Chairman and Chief Executive Officer

More information

DIGITAL INNOVATION MANUFACTURING EXECUTIVE. The Best Strategy for Reclaiming U.S. Manufacturing Jobs Is...

DIGITAL INNOVATION MANUFACTURING EXECUTIVE. The Best Strategy for Reclaiming U.S. Manufacturing Jobs Is... Tap Into Critical Conversations Happening Daily Join today! www.manufacturing-executive.com/join... MANUFACTURING EXECUTIVE LEADERSHIP JOURNAL B O LD I D E A S F O R A B E T T E R F U T U RE / M A Y 2

More information

TRANSFORMING DISRUPTIVE TECHNOLOGY INTO OPPORTUNITY INNOVATION AT THE EXECUTIVE AND BOARD LEVEL

TRANSFORMING DISRUPTIVE TECHNOLOGY INTO OPPORTUNITY INNOVATION AT THE EXECUTIVE AND BOARD LEVEL TRANSFORMING DISRUPTIVE TECHNOLOGY INTO OPPORTUNITY INNOVATION AT THE EXECUTIVE AND BOARD LEVEL Michael J.T. Steep Executive Director, Stanford Disruptive Technology & Digital Cities Co-Bank 2018 September

More information

High Performance Computing Systems and Scalable Networks for. Information Technology. Joint White Paper from the

High Performance Computing Systems and Scalable Networks for. Information Technology. Joint White Paper from the High Performance Computing Systems and Scalable Networks for Information Technology Joint White Paper from the Department of Computer Science and the Department of Electrical and Computer Engineering With

More information

High Performance Computing

High Performance Computing High Performance Computing and the Smart Grid Roger L. King Mississippi State University rking@cavs.msstate.edu 11 th i PCGRID 26 28 March 2014 The Need for High Performance Computing High performance

More information

(Beijing, China,25 May2017)

(Beijing, China,25 May2017) Remarks by the Secretary General of the International Civil Aviation Organization (ICAO), Dr. Fang Liu, to the First Session of the 2017 China Civil Aviation Development Forum: New Opportunities for Aviation

More information

Gizmos really With Gizmos, allow students kids get it. to go deeper in Explore, Discover and Experiment Gizmos terms of problem solving and

Gizmos really With Gizmos, allow students kids get it. to go deeper in Explore, Discover and Experiment Gizmos terms of problem solving and Gizmos With Gizmos, kids get it. Gizmos are online simulations that excite curiosity and invite interaction. We ve got over 400 Gizmos in our library covering topics and concepts in math and science for

More information

Health Informaticians Drive Innovation from Bench to Bedside

Health Informaticians Drive Innovation from Bench to Bedside VIEW FROM THE TOP Health Informaticians Drive Innovation from Bench to Bedside Please tell us about the professionals supported by AMIA: health informatics experts. The professionals in health informatics

More information

ARTEMIS The Embedded Systems European Technology Platform

ARTEMIS The Embedded Systems European Technology Platform ARTEMIS The Embedded Systems European Technology Platform Technology Platforms : the concept Conditions A recipe for success Industry in the Lead Flexibility Transparency and clear rules of participation

More information

Navigating The Fourth Industrial Revolution: Is All Change Good?

Navigating The Fourth Industrial Revolution: Is All Change Good? Navigating The Fourth Industrial Revolution: Is All Change Good? A REPORT BY THE ECONOMIST INTELLIGENCE UNIT, SPONSORED BY SALESFORCE Written by Forward In almost every aspect of society, the Fourth Industrial

More information

Why opt for SIP Trunking?

Why opt for SIP Trunking? WE MAKE IT POSSIBLE BT Wholesale SIP Trunking Why opt for SIP Trunking? Email clientreception@bt.com or call 0800 671 045 www.btwholesale.com/wsipt Why opt for SIP Trunking? You re probably aware of the

More information

Master in Computer Science & Business Technology Your gateway to build the tech of the future

Master in Computer Science & Business Technology Your gateway to build the tech of the future Master in Computer Science & Business Technology Your gateway to build the tech of the future Master in Computer Science & Business Technology format intake language duration Full-Time October English

More information

Business benefits of microservices

Business benefits of microservices Business benefits of microservices architecture Stephane Libourel Practice principal, OSS Assurance, CMS, HPE 2018 TM Forum 1 Microservices paradigm Microservices & SOA Microservices inherit from SOA but

More information

Broadening the Scope and Impact of escience. Frank Seinstra. Director escience Program Netherlands escience Center

Broadening the Scope and Impact of escience. Frank Seinstra. Director escience Program Netherlands escience Center Broadening the Scope and Impact of escience Frank Seinstra Director escience Program Netherlands escience Center Big Science & ICT Big Science Today s Scientific Challenges are Big in many ways: Big Data

More information

Coaching Questions From Coaching Skills Camp 2017

Coaching Questions From Coaching Skills Camp 2017 Coaching Questions From Coaching Skills Camp 2017 1) Assumptive Questions: These questions assume something a. Why are your listings selling so fast? b. What makes you a great recruiter? 2) Indirect Questions:

More information

Read & Download (PDF Kindle) The Art Of Scalability: Scalable Web Architecture, Processes, And Organizations For The Modern Enterprise (2nd Edition)

Read & Download (PDF Kindle) The Art Of Scalability: Scalable Web Architecture, Processes, And Organizations For The Modern Enterprise (2nd Edition) Read & Download (PDF Kindle) The Art Of Scalability: Scalable Web Architecture, Processes, And Organizations For The Modern Enterprise (2nd Edition) The Comprehensive, Proven Approach to IT Scalabilityâ

More information

REIMAGINING THE LOCAL GOVERNMENT OPERATION MODEL

REIMAGINING THE LOCAL GOVERNMENT OPERATION MODEL REIMAGINING THE LOCAL GOVERNMENT OPERATION MODEL Implementing modern reform in Australian local government to realise the full potential of smart communities - a discussion paper. Proposing an entirely

More information

Challenging convention with technological ingenuity

Challenging convention with technological ingenuity Challenging convention with technological ingenuity Ashbrook Court Prologis Park, Central Boulevard, Coventry, United Kingdom, CV7 8PE 0345 835 1111 wecare@cadentgas.com cadentgas.com/home Project Partner

More information

Technical keys to successful network modernization: PIM

Technical keys to successful network modernization: PIM White paper Technical keys to successful network modernization: PIM Ensure you achieve your modernization goals by focusing on these four areas Lou Meyer, director, applications engineering base station

More information

Critical Communications State of the Play

Critical Communications State of the Play Critical Communications State of the Play Mladen Vratonjić, Chairman mladen.vratonjic@tcca.info Control Rooms Use Critical Communications CRITICAL COMMUNICATIONS are the ones that are vital for performing

More information

Leverage 3D Master. Improve Cost and Quality throughout the Product Development Process

Leverage 3D Master. Improve Cost and Quality throughout the Product Development Process Leverage 3D Master Improve Cost and Quality throughout the Product Development Process Introduction With today s ongoing global pressures, organizations need to drive innovation and be first to market

More information

Scientific Computing Activities in KAUST

Scientific Computing Activities in KAUST HPC Saudi 2018 March 13, 2018 Scientific Computing Activities in KAUST Jysoo Lee Facilities Director, Research Computing Core Labs King Abdullah University of Science and Technology Supercomputing Services

More information

Fiber Bragg Grating Dispersion Compensation Enables Cost-Efficient Submarine Optical Transport

Fiber Bragg Grating Dispersion Compensation Enables Cost-Efficient Submarine Optical Transport Fiber Bragg Grating Dispersion Compensation Enables Cost-Efficient Submarine Optical Transport By Fredrik Sjostrom, Proximion Fiber Systems Undersea optical transport is an important part of the infrastructure

More information

Any Science Gateway s Dream Why is it so hard? Any Science Gateway s Dream There are worlds between

Any Science Gateway s Dream Why is it so hard? Any Science Gateway s Dream There are worlds between What? 494 nano-apps in the cloud > 5,000 lectures and tutorials > 100 courses => MOOC Cyberinfrastructure 24/7 operation with 99.4% uptime NSF Research Infrastructure since 2002 ~ERC SI2-S2I2 However:

More information

72 of the Best Lessons for Leadership Success

72 of the Best Lessons for Leadership Success 2012 72 of the Best Lessons for Leadership Success "You can rely on" www.gettheedgeuk.co.uk Jon Davies Get the Edge UK 9/9/2012 The 72 Best Lessons I ve Learned for Leadership Success in Business and Life

More information

Fifth Grade Science Curriculum

Fifth Grade Science Curriculum Grade Level: 5 th Grade Book Title and Publisher: Science A Closer Look - MacMillian/McGraw Hill Student Textbook ISBN: 0-02-284138-5 Fifth Grade Science Curriculum Scientific Inquiry (Nature of Science

More information

Executive Summary FUTURE SYSTEMS. Thriving in a world of constant change

Executive Summary FUTURE SYSTEMS. Thriving in a world of constant change Executive Summary FUTURE SYSTEMS Thriving in a world of constant change WELCOME We invite you to explore Future Systems our view of how enterprise technology will evolve over the next three years and the

More information

GaN is Finally Here for Commercial RF Applications!

GaN is Finally Here for Commercial RF Applications! GaN is Finally Here for Commercial RF Applications! Eric Higham Director of GaAs & Compound Semiconductor Technologies Strategy Analytics Gallium Nitride (GaN) has been a technology with so much promise

More information

ATLAS. P25 Systems. LMR communications made simple.

ATLAS. P25 Systems. LMR communications made simple. P25 Systems LMR communications made simple. We make your critical communication system safe and simple to use. IS THE MOST MODERN & FLEXIBLE P25 SYSTEM Our patented Latitude technology makes the P25 application

More information

PEAK GAMES IMPLEMENTS VOLTDB FOR REAL-TIME SEGMENTATION & PERSONALIZATION

PEAK GAMES IMPLEMENTS VOLTDB FOR REAL-TIME SEGMENTATION & PERSONALIZATION PEAK GAMES IMPLEMENTS VOLTDB FOR REAL-TIME SEGMENTATION & PERSONALIZATION CASE STUDY TAKING ACTION BASED ON REAL-TIME PLAYER BEHAVIORS Peak Games is already a household name in the mobile gaming industry.

More information