SlideShare a Scribd company logo
1 of 19
nanoHUB.org: Cyberinfrastructure
   for Research and Education
                   Michael McLennan
                 Software Architect
     Network for Computational Nanotechnology
                 Purdue University
         Cyberinfrastructure Summit: Innovation at Work
                 Banff, AB, October 11-12, 2007
What is nanoHUB?
Online simulation…   …and more!
Demo




       Demo >>
Over 50 tools online!
  50 more in the pipeline
Web-enabling Tools




Vendor   Scientist   Web Developer
System Architecture

                                   Physical Machine

                    Maxwell’s      Virtual Machine

          Content
                    Daemon
         Database                            0101
                                            1011
                                              1001
                                  nanowire job
                                nanoHUB cluster



                                    Rendering Farm
Violin
                     nanoVIS
Rappture Toolkit
    Rappture


                 =
    Simulation   • Created by NCN in Nov 2004
      Code
                 • Create standard desktop apps
                 • Works with your favorite
                   programming language
                 • Open Source
                 • Online at http://rappture.org
   Scientist
Rappture works by defining
      the interface
                      XML interface description
                      <?xml version=quot;1.0quot;?>
                      <run>
                       <tool>
                         <title>Name of the tool</title>
                         <about>Description and credits</about>
                         <command>
                           @tool/path/to/executable @driver
                         </command>
                         <limits>
                           <cputime>900</cputime>
                           <filesize>1000000</filesize>
                         </limits>
                       </tool>
                       <input>
                         ...
                       </input>
                       <output>
                         ...
                       </output>
                      </run>




 integer: n                                                       curve: E-k diagram
                                       CNTbands
 integer: m                                                       curve: DOS
                                        model
 choice: sim method                                               molecule: structure
              …




                                                                    …
Inputs, Outputs, and Metadata
              Complete record of every simulation run
     <?xml version=quot;1.0quot;?>
     <run>
      <tool>
       <title>CNTbands v2.0</title>
       <command>@tool/cnbandswr @driver</command>          Exact software
       <version>
                                                           revision from
         <application>
          <revision>16</revision>                          Subversion
          <modified>2007-05-24 10:58:42 EDT</modified>
          <installed>2007-05-24 10:59:51 EDT</installed>   More details
         </application>                                    about software
       </version>
      </tool>
                                                           installation


      <input>       </input>                               All inputs



      <output>                     </output>               All results

     </run>
Who’s using this?
      2.5 million hits last month
     26,196 users last 12 months
226,899 simulation jobs last 12 months
 51 of the Top 50 Engineering Schools
      11.75% of all .edu domains
A
  A global following


50% in US
A
A global following
Strong growth
Online simulation…    …and more!




  Interactive tools   Added seminars,
                      tutorials, courses,
                      etc.
nanowire
              Usage Statistics




Released May 19, 2006
    656 Users
6,711 Simulations
Saumitra Mehrotra
                     Univ. of Cincinnati




In the past 10 months:
26 tools / 3,327 simulations
•   47 simulations: bandstructure lab
•   240 simulations: FETtoy
•   2,855 simulations: nanowire
•   8,242 nanowire CPU hours

• “and more” content
  134 items, 52 hours

• 96 support tickets
  69 entered manually,
  27 filed automatically by application
IEEE Workshop on Microelectronics and
Electron Devices (WMED), April 20 2007
Google Scholar
finds 159 citations to nanoHUB
Case in point
Rappture version Feb 06

366 Users                    TCAD simulations using SCHRED [15] or
Last 12 months               ISE, …., were used to support our analysis
                             and compute the inversion carrier profiles in
                             the devices.




                             Effect of channel positioning on the 1⁄ f noise in
                             silicon-on-insulator metal-oxide-semiconductor
                                                         M von Haartman, M Oestling,
                                       Journal of Applied Physics, 2007 - link.aip.org...



                          • Same behavior across all similar converted tools
                          • User’s don’t have to download/install software
A New Way of Publishing




               Upload your own
               • Presentations
               • Tools
               Support one another
               • Questions & Answers
               • Ratings and Feedback

More Related Content

Viewers also liked (7)

Caio Camargo - Apresentação para palestras
Caio Camargo - Apresentação para palestrasCaio Camargo - Apresentação para palestras
Caio Camargo - Apresentação para palestras
 
Presentación 1 web 2.0
Presentación 1 web 2.0Presentación 1 web 2.0
Presentación 1 web 2.0
 
imagem
imagemimagem
imagem
 
Word trabajo tic
Word trabajo ticWord trabajo tic
Word trabajo tic
 
SERBIULA Táchira: Semana del Libro 2015 (Lunes 20-04-2015)
SERBIULA Táchira: Semana del Libro 2015 (Lunes 20-04-2015)SERBIULA Táchira: Semana del Libro 2015 (Lunes 20-04-2015)
SERBIULA Táchira: Semana del Libro 2015 (Lunes 20-04-2015)
 
LESIONES MEDULARES
LESIONES MEDULARESLESIONES MEDULARES
LESIONES MEDULARES
 
Lesiones Medulares
Lesiones MedularesLesiones Medulares
Lesiones Medulares
 

Similar to nanoHUB.org: Cyberinfrastructure for Research and Education

One Path to a Successful Implementation of NaturalONE
One Path to a Successful Implementation of NaturalONEOne Path to a Successful Implementation of NaturalONE
One Path to a Successful Implementation of NaturalONE
Software AG
 
An Inter-Wiki Page Data Processor for a M2M System @Matsue, 1sep., Eskm2013
An Inter-Wiki Page Data Processor for a M2M System  @Matsue, 1sep., Eskm2013An Inter-Wiki Page Data Processor for a M2M System  @Matsue, 1sep., Eskm2013
An Inter-Wiki Page Data Processor for a M2M System @Matsue, 1sep., Eskm2013
Takashi Yamanoue
 
The Principle Of Ultrasound Imaging System
The Principle Of Ultrasound Imaging SystemThe Principle Of Ultrasound Imaging System
The Principle Of Ultrasound Imaging System
Melissa Luster
 
Tempest scenariotests 20140512
Tempest scenariotests 20140512Tempest scenariotests 20140512
Tempest scenariotests 20140512
Masayuki Igawa
 

Similar to nanoHUB.org: Cyberinfrastructure for Research and Education (20)

One Path to a Successful Implementation of NaturalONE
One Path to a Successful Implementation of NaturalONEOne Path to a Successful Implementation of NaturalONE
One Path to a Successful Implementation of NaturalONE
 
Deploy and Destroy: Testing Environments - Michael Arenzon - DevOpsDays Tel A...
Deploy and Destroy: Testing Environments - Michael Arenzon - DevOpsDays Tel A...Deploy and Destroy: Testing Environments - Michael Arenzon - DevOpsDays Tel A...
Deploy and Destroy: Testing Environments - Michael Arenzon - DevOpsDays Tel A...
 
Provisioning, deploying and debugging node.js applications on azure
Provisioning, deploying and debugging node.js applications on azureProvisioning, deploying and debugging node.js applications on azure
Provisioning, deploying and debugging node.js applications on azure
 
Quick and Solid - Baremetal on OpenStack | Rico Lin
Quick and Solid - Baremetal on OpenStack | Rico LinQuick and Solid - Baremetal on OpenStack | Rico Lin
Quick and Solid - Baremetal on OpenStack | Rico Lin
 
An Inter-Wiki Page Data Processor for a M2M System @Matsue, 1sep., Eskm2013
An Inter-Wiki Page Data Processor for a M2M System  @Matsue, 1sep., Eskm2013An Inter-Wiki Page Data Processor for a M2M System  @Matsue, 1sep., Eskm2013
An Inter-Wiki Page Data Processor for a M2M System @Matsue, 1sep., Eskm2013
 
ShwetaKBijay-resume
ShwetaKBijay-resumeShwetaKBijay-resume
ShwetaKBijay-resume
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and Future
 
NodeJS guide for beginners
NodeJS guide for beginnersNodeJS guide for beginners
NodeJS guide for beginners
 
Beyond the basics of SonarQube: improve your Java(Script) code even further
Beyond the basics of SonarQube: improve your Java(Script) code even furtherBeyond the basics of SonarQube: improve your Java(Script) code even further
Beyond the basics of SonarQube: improve your Java(Script) code even further
 
The Principle Of Ultrasound Imaging System
The Principle Of Ultrasound Imaging SystemThe Principle Of Ultrasound Imaging System
The Principle Of Ultrasound Imaging System
 
Practical virtual network functions with Snabb (SDN Barcelona VI)
Practical virtual network functions with Snabb (SDN Barcelona VI)Practical virtual network functions with Snabb (SDN Barcelona VI)
Practical virtual network functions with Snabb (SDN Barcelona VI)
 
Our Puppet Story – Patterns and Learnings (sage@guug, March 2014)
Our Puppet Story – Patterns and Learnings (sage@guug, March 2014)Our Puppet Story – Patterns and Learnings (sage@guug, March 2014)
Our Puppet Story – Patterns and Learnings (sage@guug, March 2014)
 
Introduction to Apache Beam & No Shard Left Behind: APIs for Massive Parallel...
Introduction to Apache Beam & No Shard Left Behind: APIs for Massive Parallel...Introduction to Apache Beam & No Shard Left Behind: APIs for Massive Parallel...
Introduction to Apache Beam & No Shard Left Behind: APIs for Massive Parallel...
 
Tempest scenariotests 20140512
Tempest scenariotests 20140512Tempest scenariotests 20140512
Tempest scenariotests 20140512
 
Introduction to Software Defined Visualization (SDVis)
Introduction to Software Defined Visualization (SDVis)Introduction to Software Defined Visualization (SDVis)
Introduction to Software Defined Visualization (SDVis)
 
100 ngn workshop-sdn-english-v4
100 ngn workshop-sdn-english-v4100 ngn workshop-sdn-english-v4
100 ngn workshop-sdn-english-v4
 
Dsp lab manual 15 11-2016
Dsp lab manual 15 11-2016Dsp lab manual 15 11-2016
Dsp lab manual 15 11-2016
 
Os Haase
Os HaaseOs Haase
Os Haase
 
SeRanet introduction
SeRanet introductionSeRanet introduction
SeRanet introduction
 
Exploring Emerging Technologies in the Extreme Scale HPC Co-Design Space with...
Exploring Emerging Technologies in the Extreme Scale HPC Co-Design Space with...Exploring Emerging Technologies in the Extreme Scale HPC Co-Design Space with...
Exploring Emerging Technologies in the Extreme Scale HPC Co-Design Space with...
 

More from Cybera Inc.

Cyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and DemocracyCyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and Democracy
Cybera Inc.
 
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation ChallengeCyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cybera Inc.
 
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and ReuseCyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cybera Inc.
 

More from Cybera Inc. (20)

Cyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and DemocracyCyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and Democracy
 
Cyber Summit 2016: Understanding Users' (In)Secure Behaviour
Cyber Summit 2016: Understanding Users' (In)Secure BehaviourCyber Summit 2016: Understanding Users' (In)Secure Behaviour
Cyber Summit 2016: Understanding Users' (In)Secure Behaviour
 
Cyber Summit 2016: Insider Threat Indicators: Human Behaviour
Cyber Summit 2016: Insider Threat Indicators: Human BehaviourCyber Summit 2016: Insider Threat Indicators: Human Behaviour
Cyber Summit 2016: Insider Threat Indicators: Human Behaviour
 
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation ChallengeCyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
 
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big DataCyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
 
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and ReuseCyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
 
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
 
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
 
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing DataCyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
 
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
 
Privacy, Security & Access to Data
Privacy, Security & Access to DataPrivacy, Security & Access to Data
Privacy, Security & Access to Data
 
Do Universities Dream of Big Data
Do Universities Dream of Big DataDo Universities Dream of Big Data
Do Universities Dream of Big Data
 
Predicting the Future With Microsoft Bing
Predicting the Future With Microsoft BingPredicting the Future With Microsoft Bing
Predicting the Future With Microsoft Bing
 
Analytics 101: How to not fail at analytics
Analytics 101: How to not fail at analyticsAnalytics 101: How to not fail at analytics
Analytics 101: How to not fail at analytics
 
Are MOOC's past their peak?
Are MOOC's past their peak?Are MOOC's past their peak?
Are MOOC's past their peak?
 
Opening the doors of the laboratory
Opening the doors of the laboratoryOpening the doors of the laboratory
Opening the doors of the laboratory
 
Open City - Edmonton
Open City - EdmontonOpen City - Edmonton
Open City - Edmonton
 
Unlocking the power of healthcare data
Unlocking the power of healthcare dataUnlocking the power of healthcare data
Unlocking the power of healthcare data
 
Checking in on Healthcare Data Analytics
Checking in on Healthcare Data AnalyticsChecking in on Healthcare Data Analytics
Checking in on Healthcare Data Analytics
 
Open access and open data: international trends and strategic context
Open access and open data: international trends and strategic contextOpen access and open data: international trends and strategic context
Open access and open data: international trends and strategic context
 

Recently uploaded

Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
panagenda
 

Recently uploaded (20)

Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 

nanoHUB.org: Cyberinfrastructure for Research and Education

  • 1. nanoHUB.org: Cyberinfrastructure for Research and Education Michael McLennan Software Architect Network for Computational Nanotechnology Purdue University Cyberinfrastructure Summit: Innovation at Work Banff, AB, October 11-12, 2007
  • 2. What is nanoHUB? Online simulation… …and more!
  • 3. Demo Demo >>
  • 4. Over 50 tools online! 50 more in the pipeline
  • 5. Web-enabling Tools Vendor Scientist Web Developer
  • 6. System Architecture Physical Machine Maxwell’s Virtual Machine Content Daemon Database 0101 1011 1001 nanowire job nanoHUB cluster Rendering Farm Violin nanoVIS
  • 7. Rappture Toolkit Rappture = Simulation • Created by NCN in Nov 2004 Code • Create standard desktop apps • Works with your favorite programming language • Open Source • Online at http://rappture.org Scientist
  • 8. Rappture works by defining the interface XML interface description <?xml version=quot;1.0quot;?> <run> <tool> <title>Name of the tool</title> <about>Description and credits</about> <command> @tool/path/to/executable @driver </command> <limits> <cputime>900</cputime> <filesize>1000000</filesize> </limits> </tool> <input> ... </input> <output> ... </output> </run> integer: n curve: E-k diagram CNTbands integer: m curve: DOS model choice: sim method molecule: structure … …
  • 9. Inputs, Outputs, and Metadata Complete record of every simulation run <?xml version=quot;1.0quot;?> <run> <tool> <title>CNTbands v2.0</title> <command>@tool/cnbandswr @driver</command> Exact software <version> revision from <application> <revision>16</revision> Subversion <modified>2007-05-24 10:58:42 EDT</modified> <installed>2007-05-24 10:59:51 EDT</installed> More details </application> about software </version> </tool> installation <input> </input> All inputs <output> </output> All results </run>
  • 10. Who’s using this? 2.5 million hits last month 26,196 users last 12 months 226,899 simulation jobs last 12 months 51 of the Top 50 Engineering Schools 11.75% of all .edu domains
  • 11. A A global following 50% in US
  • 13. Strong growth Online simulation… …and more! Interactive tools Added seminars, tutorials, courses, etc.
  • 14. nanowire Usage Statistics Released May 19, 2006 656 Users 6,711 Simulations
  • 15. Saumitra Mehrotra Univ. of Cincinnati In the past 10 months: 26 tools / 3,327 simulations • 47 simulations: bandstructure lab • 240 simulations: FETtoy • 2,855 simulations: nanowire • 8,242 nanowire CPU hours • “and more” content 134 items, 52 hours • 96 support tickets 69 entered manually, 27 filed automatically by application
  • 16. IEEE Workshop on Microelectronics and Electron Devices (WMED), April 20 2007
  • 17. Google Scholar finds 159 citations to nanoHUB
  • 18. Case in point Rappture version Feb 06 366 Users TCAD simulations using SCHRED [15] or Last 12 months ISE, …., were used to support our analysis and compute the inversion carrier profiles in the devices. Effect of channel positioning on the 1⁄ f noise in silicon-on-insulator metal-oxide-semiconductor M von Haartman, M Oestling, Journal of Applied Physics, 2007 - link.aip.org... • Same behavior across all similar converted tools • User’s don’t have to download/install software
  • 19. A New Way of Publishing Upload your own • Presentations • Tools Support one another • Questions & Answers • Ratings and Feedback