saving the world with compu5ng kathy yelick eecs
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! Saving'the'World'with'Compu5ng Kathy&Yelick & - PowerPoint PPT Presentation

! Saving'the'World'with'Compu5ng Kathy&Yelick & EECS&Professor,&U.C.&Berkeley & & Associate&Laboratory&Director&for&Compu@ng&Sciences&and&


  1. ! Saving'the'World'with'Compu5ng Kathy&Yelick & EECS&Professor,&U.C.&Berkeley & & Associate&Laboratory&Director&for&Compu@ng&Sciences&and& NERSC&Director,&Lawrence&Berkeley&Na@onal&Laboratory &

  2. Using!Computers!for!! Science!and!Engineering! Computers&are&used&to& understand&things&that&are:& • too&big& • too&small& • too&fast& Understanding&the& Proteins&and&diseases& universe& • too&slow& like&Alzheimer's& • too&expensive&or&& • too&dangerous&& for&experiments& Industrial&products& EnergyMefficient& and&processes& combus@on&engines&

  3. Simulation: The � Third Pillar � of Science Theory Experiment Simulation

  4. Addressing!Challenges!using! Compu<ng ! • Two&of&the&most&significant&challenges& – Our&changing&world:&understanding&climate& change,&alterna@ve&energy&sources,&mi@ga@on& techniques,&etc.& – Health&and&medicine:&understanding&the&human& body,&development&of&treatments,&and&disease& preven@on&

  5. Carbon Cycle 2.0 Initiative at Berkeley Lab Efficiency Climate Modeling Developing World Combustion Solar PV Energy Analysis Carbon Capture & Sequestration Artificial Photosynthesis Energy Storage Biofuels

  6. Computing for Carbon Cycle 2.0 Materials for Efficient Lighting Optimized Developing World Combustion Burners Materials for Solar PV Climate Modeling for Analyzing Impacts Flows through Porous Media for CCS Chemistry for Quantum Dynamics Catalysis in of Photosynthesis Batteries Metagenomics for BioFuels

  7. 1979!Hurricane!Season ! & Movie&from&Michael&Wehner&and&Prabhat&at&LBNL

  8. Data!Structures!for!Simula<ons !

  9. Climate!Change!Requires!Lots!of!Data! � validate � that the computer models are working as expected Simula@on&of&1938&hurricane&hi[ng&New&York&

  10. ! Mi<ga<ng!Global!Climate!Change Can global warming impacts be diminished if greenhouse gases are cut? . Average surface air temperatures rise by >3°C if emissions increase at current rate Temperatures rise by <2°C across nearly all populated areas if emissions are cut by 70%

  11. Simulations Aid in the Energy Efficient Devices • Combustion simulations improve future designs – Model fluid flow, burning and chemistry – Uses advanced math algorithms – Petascale (10 15 ops/sec) systems today Simulations reveal features not visible in lab experiments Energy efficient, low emissions technology licensed by industry • Need exascale (10 18 ops/sec) computing to design for alternative fuels, new devices 12&

  12. Simula<ng!New!Kinds!of!BaLeries ! 13&

  13. Simula<ons!to!Get!Rid!of!CO 2 ! • Carbon&sequestra@on:&&"The&process&of&removing&carbon&from& the&atmosphere&or&from&flue&gasses&and&deposi@ng&it&in&a& reservoir.”& • CaO&+&CO 2 &&  &CaCO 3& George Pau, LBNL

  14. Towards!a!Digital!Human:! ! The!20+!Year!Vision ! • Imagine&a& � digital&body&double � && – 3D&imageMbased&medical&record& – Includes&diagnos@c,&pathologic,&and& other&informa@on& • Used&for:& – Diagnosis& – Less&invasive&surgeryMbyMrobot& – Experimental&treatments&

  15. Digital!Human!Today:!Imaging ! • The&Visible&Human&Project& – 18,000&digi@zed&sec@ons&of&the&body& • Male:&1mm&sec@ons,&released&in&1994& • Female:&.33mm&sec@ons,&released&in&1995& – Goals& • study&of&human&anatomy& • tes@ng&medical&imaging&algorithms& – Current&applica@ons:&& • educa@onal,&diagnos@c,&treatment&planning,& virtual&reality,&ar@s@c,&mathema@cal&and& industrial& • Used&by&>&1,400&licensees&in&42&countries& Image Source: www.madsci.org "

  16. Experimental!Data:!Visible!Human !

  17. Heart!Simula<on ! & Movie&from&Boyce&Griffith � s&PhD&thesis,&NYU

  18. Heart!Simula<on ! Movie&from&Charles&Peskin&and&Dave&McQueen&at&NYU &

  19. Organ!Simula<on ! Brain " UCSD (ElIisman), IBM ! Lung transport " Cochlea " Vanderbilt ! Caltech, UMichigan ! Lung flow " Cardiac flow " U. Iowa ( Lin & NYU, UCB, UCD… ! Hoffman) ! Cardiac&cells/muscles& Kidney mesh SDSC,%Auckland,%UW,%Utah% generation " Dartmouth ! Electrocardiography " Skeletal mesh Johns Hopkins,… ! generation " Just a few of the efforts at understanding and simulating parts of the human body "

  20. Screening Proteins • Large number of simulations covering a variety of related proteins, … Dynameomics Database Improve understanding of disease and drug design, e.g., 11,000 protein unfolding simulations stored in a public database. [V. Daggett, UW] 21&

  21. Big!D!and!Big!C:!Compu<ng!on!Big! Data!to!help!Cure!Cancer ! Subscribe: Digital / Home Delivery Log In Register Now Help HOME PAGE TODAY'S PAPER VIDEO MOST POPULAR TIMES TOPICS Search All NYTimes.com Science WORLD U.S. N.Y. / REGION BUSINESS TECHNOLOGY SCIENCE HEALTH SPORTS OPINION ARTS STYLE TRAVEL JOBS REAL ESTATE AUTOS ESSAY Computer Scientists May Have What It Takes to Help Cure Cancer By DAVID PATTERSON Published: December 5, 2011 RECOMMEND The war against cancer is increasingly moving into TWITTER cyberspace. Computer scientists may have the best skills to LINKEDIN fight cancer in the next decade — and they should be signing SIGN IN TO up in droves. E-MAIL PRINT One reason to enlist: Cancer is so Enlarge This Image REPRINTS pervasive. In his Pulitzer Prize- SHARE winning book, “The Emperor of All Maladies,” the oncologist Siddhartha Mukherjee writes that cancer is a disease of frightening fractions: One-fourth of deaths in the United States are caused by cancer; one-third of women will face cancer in their lifetimes; and so will half of men. As he wrote, “The question is not if we will get this David Patterson immortal disease, but when.”

  22. Why!Study!Computer!Science? ! 1) Because&computers&can&help&solve& important&problems& 2) Because!programming!is!fun!and!there!are ! plenty!of!new!problems!to!solve!

  23. Black!Swans!of!Compu<ng !

  24. 2012!Compu<ng!with!1992! Technology !

  25. Units!of!Measure!in!High! Performance!Compu<ng!(HPC) ! High!Performance!Compu<ng!(HPC)!units!are:! • – Flops:!floa<ng!point!opera<ons! – Flops/s:!floa<ng!point!opera<ons!per!second! – Bytes:!size!of!data!(a!double!precision!floa<ng!point!number!is!8)! ! Typical!sizes!are!millions,!billions,!trillions…! • Kilo ! !Kflop/s!=!10 3 !flop/sec !Kbyte!=!2 10 !=!1024!~!1,000!bytes! Mega !Mflop/s!=!10 6 !flop/sec !Mbyte!=!2 20 !=!1048576!~!10 6 !bytes! Giga! !Gflop/s!=!10 9 !flop/sec !Gbyte!=!2 30 !~!10 9 !bytes! 1988& Tera! !Tflop/s!=!10 12 !flop/sec !Tbyte!=!2 40 !~!10 12 !bytes!! 1998& Peta! !Pflop/s!=!10 15 !flop/sec !Pbyte!=!2 50 !~!10 15 !bytes! 2008& Exa ! !Eflop/s!=!10 18 !flop/sec !Ebyte!=!2 60 !~!10 18 !bytes! ZeLa !Zflop/s!=!10 21 !flop/sec !Zbyte!=!2 70 !~!10 21 !bytes! YoLa !Yflop/s!=!10 24 !flop/sec !Ybyte!=!2 80 !~!10 24 !bytes!! ! ! ! ! ! ! !!

  26. High End Computing Revolutions 1.E+18& Application Performance Growth 1.E+17& (Gordon Bell Prizes) First Exascale 1.E+16& Application? (billion-billion 1.E+15& operations / sec) 1.E+14& 1.E+13& Attack of the 1.E+12& “killer cellphones”? 1.E+11& The rest of the 1.E+10& computing world Attack of the gets parallelism 1.E+09& “killer micros” 1.E+08& 1990& 1995& 2000& 2005& 2010& 2015& 2020& 29

  27. The!Fastest!Computers!(for!Science)! Have!Been!Parallel!for!a!Long!Time ! • Fastest&Computers&in&the&world:&top500.org& • Our&Hopper&Computer&has&150,000&cores&and& >&1&Petaflop&(10 15 &math&opera@ons&/&second)& • Programming&and& � debugging � &are& challenging& Supercompu7ng%is% done%by%parallel% programming% 30& %

  28. Energy!Challenge!for!Compu<ng ! At&~$1M&per&MW,&energy&costs&are&substan@al& An&exaflop&in&2020&would&use&~200& Google Details, and Defends, Its Use of Electricity MW&with&“usual”&scaling& usual scaling goal Every time a person runs a Google search, watches a YouTube video or sends a message through Gmail, the company’s data centers Google full of computers use electricity. Those data centers around the 2005 2010 2015 2020 world continuously draw almost 260 million watts — about a ge quarter of the output of a nuclear power plant. The worldwide data center power in was about 26 gigawatts in 2010 (up from 17 in 2005) 31&

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