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The Role of University Energy Efficient Cyberinfrastructure in Slowing Climate Change Energy Leadership Lecture The Institute for Energy Efficiency University of California, Santa Barbara April 14, 2010 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 Twitter: lsmarr
Abstract The continuing rise in greenhouse gases (GHG) in Earth’s atmosphere caused by human activity is beginning to alter the delicately balanced climate system. Means to slow down the rate of GHG emissions are needed to avoid catastrophic climate change in the future. While moving from a high-carbon to a low-carbon energy system is the long term solution, more energy efficient cyberinfrastructure can provide some relief in the short term. I will review several projects which Calit2 is carrying out with our UCSD and UCI faculty in energy efficient data centers, personal computers, smart buildings, and telepresence and show how university campuses can be urban testbeds of the greener future.
ICT Could be a Key Factor in Reducing the Rate of Climate Change Applications  of ICT  could enable emissions reductions  of  15%  of business-as-usual emissions.  But it must keep its own growing footprint in check  and overcome a number of hurdles  if it expects to deliver on this potential. www.smart2020.org
Earth’s Climate is Rapidly Entering a Novel Realm Not Experienced for Millions of Years ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Rapid Increase in the Greenhouse Gas CO 2 Since Industrial Era Began Little  Ice Age Medieval  Warm  Period 388 ppm in 2010 Source: David JC MacKay,  Sustainable Energy Without the Hot Air (2009)
Global Average Temperature Per Decade Over the Last 160 Years
The Planet is  Already Committed to a Dangerous Level of Warming Temperature Threshold Range  that Initiates the Climate-Tipping V. Ramanathan and Y. Feng, Scripps Institution of Oceanography, UCSD September 23, 2008 www.pnas.orgcgidoi10.1073pnas.0803838105 Additional Warming over 1750 Level Earth Has Only Realized 1/3 of the Committed Warming - Future Emissions  of Greenhouse Gases  Move Peak to the Right
Arctic Summer Ice Melting Accelerating Relative to IPCC 2007 Predictions Source: www.copenhagendiagnosis.org
Global Climatic Disruption Example: The Arctic Sea Ice Mean of all records transformed to summer temperature anomaly relative to the 1961–1990 reference period, with first-order linear trend for all records through 1900 with 2 standard deviations “ A pervasive cooling of the Arctic in progress 2000 years ago continued through the Middle Ages and into the Little Ice Age.  It was reversed during  the 20th century, with four of the five warmest decades of  our 2000-year-long reconstruction occurring between 1950 and 2000. The most recent 10-year interval (1999–2008) was the warmest of the past 200 decades.” Science v. 325 pp 1236 (September 4, 2009)
Global Climatic Disruption Early Signs: Area of Arctic Summer Ice is Rapidly Decreasing "We are almost out of multiyear sea ice in the northern hemisphere--I've never seen anything like this in my 30 years of working in the high Arctic.” --David Barber, Canada's Research Chair in Arctic System Science at the University of Manitoba October 29, 2009 http://news.cnet.com/8301-11128_3-10213891-54.html http://news.yahoo.com/s/nm/20091029/sc_nm/us_climate_canada_arctic_1
Summer Arctic Sea Ice  Volume   Shows Even More Extreme Melting—Ice Free by 2015? Source: Wieslaw Maslowski Naval Postgraduate School,  AAAS Talk 2010
The Earth is Warming Over 100 Times Faster Today Than During the Last Ice Age Warming! http://scrippsco2.ucsd.edu/program_history/keeling_curve_lessons.html CO 2  Rose From  185 to 265ppm (80ppm)  in 6000 years or  1.33 ppm per Century CO 2  Has Risen From  335 to 385ppm (50ppm)  in 30 years or  1.6 ppm per Year
Atmospheric CO 2  Levels for 800,000 Years and Projections for the 21 st  Century  www.globalchange.gov/publications/reports/scientific-assessments /us-impacts/download-the-report Source: U.S. Global Change Research Program Report (2009) (MIT Study) (Shell Study)
The Latest Science on Global Climatic Disruption An Update to the 2007 IPCC Report www.copenhagendiagnosis.org
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
How Can Information and Communications Technologies (ICT) Help Reduce Carbon Emissions? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ICT is a Critical Element in Achieving Countries Greenhouse Gas Emission Reduction Targets www.smart2020.org ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Global ICT Carbon Footprint is Significant and Growing at 6% Annually! www.smart2020.org ,[object Object],[object Object],[object Object],Most of Growth is in  Developing Countries
Reduction of ICT Emissions is a Global Challenge – U.S. and Canada are Small Sources U.S. plus Canada Percentage Falls From  25% to 14% of Global ICT Emissions by 2020 www.smart2020.org
The Global ICT Carbon Footprint  by Subsector www.smart2020.org The Number of PCs (Desktops and Laptops) Globally is Expected to Increase  from 592 Million in 2002  to More Than Four Billion in 2020  PCs Are Biggest Problem Data Centers Are Rapidly Improving
Increasing Laptop Energy Efficiency:  Putting Machines To Sleep Transparently Somniloquy  Enables Servers  to Enter and Exit Sleep While Maintaining  Their Network and Application Level Presence  Rajesh Gupta, UCSD CSE; Calit2 Peripheral Laptop Low power domain Network interface Secondary processor Network interface Management software Main processor, RAM, etc
Desktops: Power Savings with  SleepServer: A Networked Server-Based Energy Saving System ,[object Object],[object Object],[object Object],[object Object],[object Object],Dell OptiPlex 745  Desktop PC Source: Rajesh Gupta, UCSD CSE, Calit2 State  Power  Normal Idle State 102.1W  Lowest CPU Frequency  97.4W Disable Multiple Cores  93.1W “ Base Power”  93.1W  Sleep state (ACPI State S3)  Using SleepServers 2.3W
PC: 68% Energy Saving Since SSR Deployment  energy.ucsd.edu kW-Hours:488.77 kW-H  Averge Watts:55.80 W Energy costs:$63.54 Estimated Energy Savings with Sleep Server: 32.62% Estimated Cost Savings with Sleep Server: $28.4
Power Management in the Cellular Infrastructure: Calit2 Team Achieves 58% Power Amplifier Efficiency Power Transistor Tradeoffs: Si-LDMOS, GaN, & GaAs Price & Performance Power Amplifier Tradeoffs: WiMAX & 3.9GPP LTE Efficiency & Linearity Digital Signal Processing Tradeoffs: Pre-Distortion, Memory Effects  & Power Control MIPS & Memory STMicroelectronics Standard Commercial Base Station Power Amp is 10% Efficient Source: Don Kimball, Calit2; Peter Asbeck and Larry Larson, ECE www.universityofcalifornia.edu/news/article/19058 Calit2  High-Power Amplifier Lab
UCSD Campus Investment in Fiber and Networks  Enables Consolidation of Computing and Storage DataOasis  (Central) Storage OptIPortal Tile Display Wall Campus Lab Cluster Digital Data Collections Triton – Petadata Analysis Gordon – HPC System Cluster Condo Scientific  Instruments N x 10Gbe CENIC, NLR, I2DCN Source:  Philip Papadopoulos, SDSC, UCSD
The GreenLight Project:  Instrumenting  the Energy Cost  of Computational Science ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Source: Tom DeFanti, Calit2; GreenLight PI
GreenLight’s Data is Available Remotely: Virtual Version in Calit2 StarCAVE Source: Tom DeFanti, Greg Dawe, Jurgen Schulze, Calit2 Connected at  50 Gb/s to Quartzite 30 HD  Projectors!
Research Needed  on How to Deploy a  Green  CI ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],http://greenlight.calit2.net MRI
New Techniques for Dynamic Power and Thermal Management to Reduce Energy Requirements ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],System Energy Efficiency Lab (seelab.ucsd.edu) Prof. Tajana Šimunić Rosing, CSE, UCSD CNS ,[object Object],[object Object],[object Object]
An NSF Gen-III Engineering Research Center www.cian-erc.org
UCSD  S calable  E nergy  E fficient  D atacenter Project (SEED) ,[object Object],[object Object],[object Object],[object Object],SEED
Challenge: How Can Commercial Modular Data Centers Be Made More Energy Efficient? ,[object Object]
Energy-Efficient Networking: Hybrid Electrical-Optical Switch ,[object Object],[object Object],[object Object],[object Object],[object Object]
Application of ICT Can Lead to a  5-Fold Greater Decrease in GHGs Than its Own Carbon Footprint ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],While the sector plans to significantly step up  the energy efficiency of its products and services,  ICT’s largest influence  will be by enabling  energy efficiencies in other sectors, an opportunity  that could deliver  carbon savings five times larger  than  the total emissions from the entire ICT sector in 2020. --Smart 2020 Report
Applying ICT – The Smart 2020 Opportunity for Reducing GHG Emissions by 7.8 GtCO 2 e Recall Total ICT 2020 Emissions are 1.43 GtCO 2 e Smart Buildings Smart Electrical Grid www.smart2020.org
Next Stage: Developing Greener Smart Campuses  Calit2 (UCSD & UCI) Prototypes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Student Video -- UCSD Living Laboratory for Real-World Solutions www.gogreentube.com/watch.php?v=NDc4OTQ1 on UCSD UCI Named ‘Best Overall' in Flex Your Power Awards  www.today.uci.edu/news/release_detail.asp?key=1859
Making University Campuses  Living Laboratories for the Greener Future www.educause.edu/EDUCAUSE+Review/EDUCAUSEReviewMagazineVolume44/CampusesasLivingLaboratoriesfo/185217
Using High Definition to Link the Calit2 Buildings: Living Greener June 2, 2008 LifeSize System
HD Talk to Australia’s Monash University from Calit2: Reducing International Travel July 31, 2008 Source: David Abramson, Monash Univ Qvidium Compressed HD ~140 mbps
The OptIPuter Project: Creating High Resolution Portals  Over Dedicated Optical Channels to Global Science Data Picture Source: Mark Ellisman, David Lee, Jason Leigh Calit2 (UCSD, UCI), SDSC, and UIC Leads—Larry Smarr PI Univ. Partners: NCSA, USC, SDSU, NW, TA&M, UvA, SARA, KISTI, AIST Industry: IBM, Sun, Telcordia, Chiaro, Calient, Glimmerglass, Lucent Scalable Adaptive Graphics Environment (SAGE)
Linking the Calit2 Auditoriums at UCSD and UCI  with LifeSize HD for Shared Seminars September 8, 2009 Photo by Erik Jepsen, UC San Diego Sept. 8, 2009
High Definition Video Connected OptIPortals: Virtual Working Spaces for Data Intensive Research Source: Falko Kuester, Kai Doerr Calit2; Michael Sims, NASA NASA Ames Lunar Science Institute Mountain View, CA NASA Interest  in Supporting  Virtual Institutes LifeSize HD
First Tri-Continental Premier of  a Streamed 4K Feature Film With Global HD Discussion San Paulo, Brazil Auditorium Keio Univ., Japan [email_address] 4K Transmission Over 10Gbps-- 4 HD Projections from One 4K Projector 4K Film Director,  Beto Souza Source: Sheldon Brown, CRCA, Calit2
Real-Time Monitoring of Building Energy Usage: UCSD Has 34 Buildings On-Line http://mscada01.ucsd.edu/ion/
Comparision Between UCSD Buildings: kW/sqFt Year Since 1/1/09 Calit2 and CSE are Very Energy Intensive Buildings
Power Management in Mixed Use Buildings: The UCSD CSE Building is Energy Instrumented ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Source: Rajesh Gupta, CSE, Calit2
Contributors to the CSE Base Load  ,[object Object],[object Object],[object Object],[object Object],Source: Rajesh Gupta, UCSD CSE, Calit2
International Symposia on Green ICT: Greening ICT and Applying ICT to Green Infrastructures [email_address] Webcasts Available at: www.calit2.net/newsroom/article.php?id=1456
For Technical Details On OptIPuter Project and OptIPortals “ OptIPlanet: The OptIPuter Global Collaboratory”  –  Special Section of  Future Generations Computer Systems,  Volume 25, Issue 2, February 2009
Smart Building and Energy Efficient PC Publications: Rajesh Gupta Group ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Center GreenLight Publications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Center GreenLight Publications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
You Can Download This Presentation  at lsmarr.calit2.net

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The Role of University Energy Efficient Cyberinfrastructure in Slowing Climate Change

  • 1. The Role of University Energy Efficient Cyberinfrastructure in Slowing Climate Change Energy Leadership Lecture The Institute for Energy Efficiency University of California, Santa Barbara April 14, 2010 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 Twitter: lsmarr
  • 2. Abstract The continuing rise in greenhouse gases (GHG) in Earth’s atmosphere caused by human activity is beginning to alter the delicately balanced climate system. Means to slow down the rate of GHG emissions are needed to avoid catastrophic climate change in the future. While moving from a high-carbon to a low-carbon energy system is the long term solution, more energy efficient cyberinfrastructure can provide some relief in the short term. I will review several projects which Calit2 is carrying out with our UCSD and UCI faculty in energy efficient data centers, personal computers, smart buildings, and telepresence and show how university campuses can be urban testbeds of the greener future.
  • 3. ICT Could be a Key Factor in Reducing the Rate of Climate Change Applications of ICT could enable emissions reductions of 15% of business-as-usual emissions. But it must keep its own growing footprint in check and overcome a number of hurdles if it expects to deliver on this potential. www.smart2020.org
  • 4.
  • 5. Rapid Increase in the Greenhouse Gas CO 2 Since Industrial Era Began Little Ice Age Medieval Warm Period 388 ppm in 2010 Source: David JC MacKay, Sustainable Energy Without the Hot Air (2009)
  • 6. Global Average Temperature Per Decade Over the Last 160 Years
  • 7. The Planet is Already Committed to a Dangerous Level of Warming Temperature Threshold Range that Initiates the Climate-Tipping V. Ramanathan and Y. Feng, Scripps Institution of Oceanography, UCSD September 23, 2008 www.pnas.orgcgidoi10.1073pnas.0803838105 Additional Warming over 1750 Level Earth Has Only Realized 1/3 of the Committed Warming - Future Emissions of Greenhouse Gases Move Peak to the Right
  • 8. Arctic Summer Ice Melting Accelerating Relative to IPCC 2007 Predictions Source: www.copenhagendiagnosis.org
  • 9. Global Climatic Disruption Example: The Arctic Sea Ice Mean of all records transformed to summer temperature anomaly relative to the 1961–1990 reference period, with first-order linear trend for all records through 1900 with 2 standard deviations “ A pervasive cooling of the Arctic in progress 2000 years ago continued through the Middle Ages and into the Little Ice Age. It was reversed during the 20th century, with four of the five warmest decades of our 2000-year-long reconstruction occurring between 1950 and 2000. The most recent 10-year interval (1999–2008) was the warmest of the past 200 decades.” Science v. 325 pp 1236 (September 4, 2009)
  • 10. Global Climatic Disruption Early Signs: Area of Arctic Summer Ice is Rapidly Decreasing "We are almost out of multiyear sea ice in the northern hemisphere--I've never seen anything like this in my 30 years of working in the high Arctic.” --David Barber, Canada's Research Chair in Arctic System Science at the University of Manitoba October 29, 2009 http://news.cnet.com/8301-11128_3-10213891-54.html http://news.yahoo.com/s/nm/20091029/sc_nm/us_climate_canada_arctic_1
  • 11. Summer Arctic Sea Ice Volume Shows Even More Extreme Melting—Ice Free by 2015? Source: Wieslaw Maslowski Naval Postgraduate School, AAAS Talk 2010
  • 12. The Earth is Warming Over 100 Times Faster Today Than During the Last Ice Age Warming! http://scrippsco2.ucsd.edu/program_history/keeling_curve_lessons.html CO 2 Rose From 185 to 265ppm (80ppm) in 6000 years or 1.33 ppm per Century CO 2 Has Risen From 335 to 385ppm (50ppm) in 30 years or 1.6 ppm per Year
  • 13. Atmospheric CO 2 Levels for 800,000 Years and Projections for the 21 st Century www.globalchange.gov/publications/reports/scientific-assessments /us-impacts/download-the-report Source: U.S. Global Change Research Program Report (2009) (MIT Study) (Shell Study)
  • 14. The Latest Science on Global Climatic Disruption An Update to the 2007 IPCC Report www.copenhagendiagnosis.org
  • 15. 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
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  • 19. Reduction of ICT Emissions is a Global Challenge – U.S. and Canada are Small Sources U.S. plus Canada Percentage Falls From 25% to 14% of Global ICT Emissions by 2020 www.smart2020.org
  • 20. The Global ICT Carbon Footprint by Subsector www.smart2020.org The Number of PCs (Desktops and Laptops) Globally is Expected to Increase from 592 Million in 2002 to More Than Four Billion in 2020 PCs Are Biggest Problem Data Centers Are Rapidly Improving
  • 21. Increasing Laptop Energy Efficiency: Putting Machines To Sleep Transparently Somniloquy Enables Servers to Enter and Exit Sleep While Maintaining Their Network and Application Level Presence Rajesh Gupta, UCSD CSE; Calit2 Peripheral Laptop Low power domain Network interface Secondary processor Network interface Management software Main processor, RAM, etc
  • 22.
  • 23. PC: 68% Energy Saving Since SSR Deployment energy.ucsd.edu kW-Hours:488.77 kW-H Averge Watts:55.80 W Energy costs:$63.54 Estimated Energy Savings with Sleep Server: 32.62% Estimated Cost Savings with Sleep Server: $28.4
  • 24. Power Management in the Cellular Infrastructure: Calit2 Team Achieves 58% Power Amplifier Efficiency Power Transistor Tradeoffs: Si-LDMOS, GaN, & GaAs Price & Performance Power Amplifier Tradeoffs: WiMAX & 3.9GPP LTE Efficiency & Linearity Digital Signal Processing Tradeoffs: Pre-Distortion, Memory Effects & Power Control MIPS & Memory STMicroelectronics Standard Commercial Base Station Power Amp is 10% Efficient Source: Don Kimball, Calit2; Peter Asbeck and Larry Larson, ECE www.universityofcalifornia.edu/news/article/19058 Calit2 High-Power Amplifier Lab
  • 25. UCSD Campus Investment in Fiber and Networks Enables Consolidation of Computing and Storage DataOasis (Central) Storage OptIPortal Tile Display Wall Campus Lab Cluster Digital Data Collections Triton – Petadata Analysis Gordon – HPC System Cluster Condo Scientific Instruments N x 10Gbe CENIC, NLR, I2DCN Source: Philip Papadopoulos, SDSC, UCSD
  • 26.
  • 27. GreenLight’s Data is Available Remotely: Virtual Version in Calit2 StarCAVE Source: Tom DeFanti, Greg Dawe, Jurgen Schulze, Calit2 Connected at 50 Gb/s to Quartzite 30 HD Projectors!
  • 28.
  • 29.
  • 30. An NSF Gen-III Engineering Research Center www.cian-erc.org
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  • 35. Applying ICT – The Smart 2020 Opportunity for Reducing GHG Emissions by 7.8 GtCO 2 e Recall Total ICT 2020 Emissions are 1.43 GtCO 2 e Smart Buildings Smart Electrical Grid www.smart2020.org
  • 36.
  • 37. Making University Campuses Living Laboratories for the Greener Future www.educause.edu/EDUCAUSE+Review/EDUCAUSEReviewMagazineVolume44/CampusesasLivingLaboratoriesfo/185217
  • 38. Using High Definition to Link the Calit2 Buildings: Living Greener June 2, 2008 LifeSize System
  • 39. HD Talk to Australia’s Monash University from Calit2: Reducing International Travel July 31, 2008 Source: David Abramson, Monash Univ Qvidium Compressed HD ~140 mbps
  • 40. The OptIPuter Project: Creating High Resolution Portals Over Dedicated Optical Channels to Global Science Data Picture Source: Mark Ellisman, David Lee, Jason Leigh Calit2 (UCSD, UCI), SDSC, and UIC Leads—Larry Smarr PI Univ. Partners: NCSA, USC, SDSU, NW, TA&M, UvA, SARA, KISTI, AIST Industry: IBM, Sun, Telcordia, Chiaro, Calient, Glimmerglass, Lucent Scalable Adaptive Graphics Environment (SAGE)
  • 41. Linking the Calit2 Auditoriums at UCSD and UCI with LifeSize HD for Shared Seminars September 8, 2009 Photo by Erik Jepsen, UC San Diego Sept. 8, 2009
  • 42. High Definition Video Connected OptIPortals: Virtual Working Spaces for Data Intensive Research Source: Falko Kuester, Kai Doerr Calit2; Michael Sims, NASA NASA Ames Lunar Science Institute Mountain View, CA NASA Interest in Supporting Virtual Institutes LifeSize HD
  • 43. First Tri-Continental Premier of a Streamed 4K Feature Film With Global HD Discussion San Paulo, Brazil Auditorium Keio Univ., Japan [email_address] 4K Transmission Over 10Gbps-- 4 HD Projections from One 4K Projector 4K Film Director, Beto Souza Source: Sheldon Brown, CRCA, Calit2
  • 44. Real-Time Monitoring of Building Energy Usage: UCSD Has 34 Buildings On-Line http://mscada01.ucsd.edu/ion/
  • 45. Comparision Between UCSD Buildings: kW/sqFt Year Since 1/1/09 Calit2 and CSE are Very Energy Intensive Buildings
  • 46.
  • 47.
  • 48. International Symposia on Green ICT: Greening ICT and Applying ICT to Green Infrastructures [email_address] Webcasts Available at: www.calit2.net/newsroom/article.php?id=1456
  • 49. For Technical Details On OptIPuter Project and OptIPortals “ OptIPlanet: The OptIPuter Global Collaboratory” – Special Section of Future Generations Computer Systems, Volume 25, Issue 2, February 2009
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  • 53. You Can Download This Presentation at lsmarr.calit2.net

Notas do Editor

  1. Assuming a 27% active time (use of the PC for 45 hours a week), the energy savings would translate to about $56 per year at the conservative rate of 9c/KWhr. We believe that this is around the same price of what it would cost to build a commoditized version of Somniloquy, and as a result using Somniloquy could pay for itself within a year! We have data that this use model (27% use) is actually quite common (measurements by others)!