SlideShare une entreprise Scribd logo
1  sur  78
Télécharger pour lire hors ligne
Beauty & the Beast
    Turbulence and Computing

    Gianluca Iaccarino
    Joe W. Nichols & John Axerio-Cilies
    Mechanical Engineering Department
    Center for Turbulence Research, Stanford University

Monday, July 23, 12
Turbulence...the “beauty”




Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.




Monday, July 23, 12
Monday, July 23, 12
Monday, July 23, 12
Monday, July 23, 12
Composition VI
       Wassily Kandinsky (1913)
Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.




Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.


       But chaos/randomness does not completely illustrate the nature of flow
       turbulence. There is structure in the chaos!




Monday, July 23, 12
Monday, July 23, 12
Monday, July 23, 12
Monday, July 23, 12
Starry Night
       Vincent van Gogh (1889)
Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.


       But chaos/randomness does not completely illustrate the nature of flow
       turbulence. There is structure in the chaos!




Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.


       But chaos/randomness does not completely illustrate the nature of flow
       turbulence. There is structure in the chaos!

       Another important characteristic of turbulence is the presence of multiple
       scales - small eddies and large eddies




Monday, July 23, 12
much	
  thinner	
  than	
  a	
  human	
  hair
Monday, July 23, 12
much	
  thinner	
  than	
  a	
  human	
  hair
Monday, July 23, 12
much	
  thinner	
  than	
  a	
  human	
  hair
Monday, July 23, 12
Great Wave
       Katsushika Hokusai (ca 1700)
Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.


       But chaos/randomness does not completely illustrate the nature of flow
       turbulence. There is structure in the chaos!

       Another important characteristic of turbulence is the presence of multiple
       scales - small eddies and large eddies




Monday, July 23, 12
Turbulence...the “beauty”
       The word turbulence (from the latin word turbulentia) originally refers to
       the disorderly motion of a crowd (turba). In the Middle Ages it was
       frequently used to mean just "trouble", a word which derives from it.

       Its scientific usage refers to irregular and seemingly chaotic motion of a fluid.


       But chaos/randomness does not completely illustrate the nature of flow
       turbulence. There is structure in the chaos!

       Another important characteristic of turbulence is the presence of multiple
       scales - small eddies and large eddies
       The inherent beauty of turbulent motion attracts artists, but it is its inherent
       complexity and ubiquitous presence that interests physicists, mathematicians
       and engineers

Monday, July 23, 12
Studying Turbulence
        Over five centuries ago Leonardo was probably the first to use the word
        turbulence (in Italian turbolenza) with its modern meaning and to
        observe the slow decay of eddies formed behind the pillars of a bridge.




Monday, July 23, 12
Studying Turbulence
      Leonardo da Vinci, Codex Atlanticus (ca 1500)


                                                      areneg is auqcalled aznelobrut al euoD
                                              ohgulp eneitnam is aucalled aznelobrut al euoD
                                                       asopiris auqcalled aznelobrut al euoD




Monday, July 23, 12
Studying Turbulence
      Leonardo da Vinci, Codex Atlanticus (ca 1500)


                                                      areneg is auqcalled aznelobrut al euoD
                                              ohgulp eneitnam is aucalled aznelobrut al euoD
                                                       asopiris auqcalled aznelobrut al euoD




                                              Doue la turbolenza dellacqua si genera
                                              Doue la turbolenza dellacua si mantiene plugho
                                              Doue la turbolenza dellacqua siriposa




Monday, July 23, 12
Studying Turbulence
      Leonardo da Vinci, Codex Atlanticus (ca 1500)


                                                            areneg is auqcalled aznelobrut al euoD
                                                    ohgulp eneitnam is aucalled aznelobrut al euoD
                                                             asopiris auqcalled aznelobrut al euoD




                                                    Doue la turbolenza dellacqua si genera
                                                    Doue la turbolenza dellacua si mantiene plugho
                                                    Doue la turbolenza dellacqua siriposa



                 Where is the turbulence in the water generated?
                 Where does the turbulence in the water persist for long time?
                 Where does the turbulence in the water come to rest?


Monday, July 23, 12
Studying Turbulence
      The physics of turbulence has been studied extensively. using experiments.
      Euler, Navier, Stokes, and later Taylor, Kolmogorov and many others built the
      theoretical & mathematical foundations




             Leonhard Euler   George Gabriel Stokes   Geoffrey Taylor   Andrei Kolmogorov
                 1700s               1800s               1900s                1900s

Monday, July 23, 12
Energy spectrum
                      Energy




                               Eddy Size
Monday, July 23, 12
Energy spectrum

                                    Kolmogorov
                                      Theory
                                        -5/3
                      Energy




                                                 Dissipation
                                                  into heat




                               Eddy Size
Monday, July 23, 12
Energy spectrum               Where is the
                                     turbulence in the
                                     water generated?

                                    Kolmogorov
                                      Theory
                                        -5/3
                      Energy




                                                  Dissipation
                                                   into heat




                               Eddy Size
Monday, July 23, 12
Energy spectrum               Where is the
                                     turbulence in the
                                     water generated?

                                    Kolmogorov
                                      Theory
                                        -5/3
                      Energy




                                                         Where does the
                                                         turbulence in the
                                                         water come to
                                                         rest?
                                                  Dissipation
                                                   into heat




                               Eddy Size
Monday, July 23, 12
Energy spectrum               Where is the
                                     turbulence in the
                                     water generated?

                                    Kolmogorov
                                      Theory
                                        -5/3
                      Energy




                                                         Where does the
                                                         turbulence in the
                                                         water come to
                                                         rest?
                                                  Dissipation
                                                   into heat




                               Eddy Size
Monday, July 23, 12
Center for Turbulence Research
              Prof. William C. Reynolds
              Prof. Joel H. Ferziger
              Prof. Parviz Moin




                                          1987
Monday, July 23, 12
Computer Simulations @ CTR




     1970                1980     1990      2000   2010

Monday, July 23, 12
Computer Simulations @ CTR
                                                       Illiac IV




                                                   64 CPUs, 15Mflops,
                                                      $33M (1972)



                                          Turbulent Flow
                                          in a Channel


     1970                1980     1990      2000                   2010

Monday, July 23, 12
Computer Simulations @ CTR
                                                    Cray YMP
         Complex Flow




                                                   16CPUs, 1Gflops,
                                                     $5M (1988)




     1970                1980     1990      2000                 2010

Monday, July 23, 12
Computer Simulations @ CTR
                                                    Cray YMP
         Complex Flow




                                                   16CPUs, 1Gflops,
                                                     $5M (1988)




     1970                1980     1990      2000                 2010

Monday, July 23, 12
Computer Simulations @ CTR
                                                   ASCI White/IBM




                                                    8KCPUs, 5Tflops,
                                                      $10M (2000)




                                         Turbulent Flames



     1970                1980     1990      2000                  2010

Monday, July 23, 12
Computer Simulations @ CTR
                                                      BGL-P




                                                100KCPUs, 200Tflops,
                                                    $70M (2005)



                                         End-to-End Aircraft
                                         Jet Engine


     1970                1980     1990       2000                2010

Monday, July 23, 12
Computing Power
                 Illiac IV         BGL-P            BGL-P




          64 CPUs, 15Mflops,   100KCPUs, 200Tflops,
             $33M (1972)          $70M (2005)




Monday, July 23, 12
Computing Power
                 Illiac IV         BGL-P                BGL-P




          64 CPUs, 15Mflops,   100KCPUs, 200Tflops,
             $33M (1972)          $70M (2005)
                                                      iphone 4




                                                    1CPU, 36Mflops,
                                                     $200 (2010)

Monday, July 23, 12
Computing Power
                 Illiac IV          BGL-P                 BGL-P




          64 CPUs, 15Mflops,   100KCPUs, 200Tflops,
             $33M (1972)          $70M (2005)
                                                        iphone 4

                                      sequoia




                                                      1CPU, 36Mflops,
                              1.57MCPUs, 16.2Pflops,
                                                       $200 (2010)
                                   $? (2012)

Monday, July 23, 12
Slow Down a Formula 1 Car
        John Axerio Cilies




           Quieting A Jet
           Joe Nichols




       A New Planet in 7 Days
       Gianluca Iaccarino


Monday, July 23, 12
A Project sponsored by
                                   Toyota Motor Corporation
                                      Motor Sport Division




       Slow Down a Formula 1 Car
       John Axerio Cilies
Monday, July 23, 12
A Project sponsored by
                      Toyota Motor Corporation
                         Motor Sport Division




Monday, July 23, 12
A Project sponsored by
                      Toyota Motor Corporation
                         Motor Sport Division




                       Brake Cooling...




Monday, July 23, 12
• Brake pads are air cooled and temperature is controlled
   • Flow through the tire has an impact on the wake dynamics




  Flow
    in
                                                    Flow out

Monday, July 23, 12
Monday, July 23, 12
Monday, July 23, 12
Monday, July 23, 12
Through-­‐Hub	
  Flow	
  Passages


 Section view looking vertically
 upwards from contact patch




Monday, July 23, 12
Through-­‐Hub	
  Flow	
  Passages


 Section view looking vertically
 upwards from contact patch




Monday, July 23, 12
Impact	
  of	
  Through-­‐Hub	
  Flow	
  

                  CI                          CII


                                                                       D

                                                                   A
                       A      B




Monday, July 23, 12
Impact	
  of	
  Through-­‐Hub	
  Flow	
  

                  CI                          CII


                                                                       D

                                                                   A
                       A      B




               CIII




                       A      B




Monday, July 23, 12
Impact	
  of	
  Through-­‐Hub	
  Flow	
  

                  CI                          CII


                                                                       D

                                                                   A
                       A      B




               CIII                           CIV




                                                                   A
                       A      B




Monday, July 23, 12
Experimental	
  ValidaBon	
  of	
  Through-­‐Hub	
  Flow




                       12%	
  decrease	
  in	
  drag	
  with	
  op3mal	
  choice	
  of	
  fairing!
Monday, July 23, 12
Baseline Design


                      Drag




                                   Brake Cooling Efficiency
Monday, July 23, 12
Design with Maximum Cooling


                       Drag




                                  Brake Cooling Efficiency
Monday, July 23, 12
Design with Minimum Drag


                      Drag




                                 Brake Cooling Efficiency
Monday, July 23, 12
Optimal Design


                      Drag




                                   Brake Cooling Efficiency
Monday, July 23, 12
Design using Computations




Monday, July 23, 12
Quieting A Jet
       Joe Nichols
Monday, July 23, 12
Monday, July 23, 12
Rectangular	
  nozzles
                  Baseline	
  (NA2Z)                          Chevron	
  (NA2C3)




                      Design	
  taken	
  from	
  the	
  “Extensible	
  Rectangular	
  Nozzle	
  
                      Model	
  System”	
  (Frate	
  &	
  Bridges,	
  2011)
                      2:1	
  aspect	
  ra3o,	
  matching	
  experiment	
  precisely	
  

Monday, July 23, 12
Flow	
  development	
  (Baseline)




                       Preferen7al	
  spreading	
  along	
  minor	
  axis	
  (Zaman,	
  1996)
Monday, July 23, 12
Flow	
  development	
  (Chevrons)




Monday, July 23, 12
 Typical	
  supercomputer	
  usage




                                    One	
  liJle	
  square	
  =	
  128	
  processors



Monday, July 23, 12
Full	
  system	
  run	
  (163,840	
  cores)




Monday, July 23, 12
Flow	
  and	
  noise	
  visualizaBon
                                           FWH                         FWH




                                           LES                         LES




                      Baseline	
  (NA2Z)         Chevrons	
  (NA2C3)
Monday, July 23, 12
Effect	
  of	
  chevrons
                            Upstream                                        Downstream




                            baseline                                           baseline
                            chevrons                                           chevrons




                      Chevrons	
  have	
  two	
  (good)	
  effects	
  on	
  noise:
                         1.Reduc3on	
  of	
  shock-­‐associated	
  noise	
  (upstream)
                         2.Reduc3on	
  of	
  turbulent	
  mixing	
  noise	
  (downstream)	
  
Monday, July 23, 12
a new planet in 7 Days
       Alan Wray, Javier Jimenez, Parviz Moin, Ali Mani, Lee
       Shunn, Frank Ham, Gianluca Iaccarino
Monday, July 23, 12
BlueGene/L

       • DOE/IBM supercomputer at LLNL
       • Installation Year: 2005
       • #1 on Top 500 list: 280 TFLOPS
       • Theoretical peak: 370 TFLOPS
       • Compute nodes: 65536 (131072 CPUs)
       • I/O nodes: 1024
       • Memory: 32768 GB




Monday, July 23, 12
Keplerian turbulence

       • Protoplanetary disks need to be turbulent to
         form planets
       • Simplest model is rotating, sheared box of
         turbulence

                                                   x2
                                       Ω
                                                        x1
                                              x3




Monday, July 23, 12
Computations
       Simulations
       • Grid size: 8192x2048x2048 ~ 34 billion grid points
       • Ran on 65536 CPUs (half of the machine)
       • 10-20 Mhours/CPU
       • FFT transforms require large data (full volume)
         communication multiple times per time-step

       Data processing
       • Each saved data field: 384 GB
       • Inverse FFT on entire dataset
       	
 must be performed to visualize
       	
 solution in physical space

Monday, July 23, 12
Range of scales




Monday, July 23, 12
Energy spectrum

                      not all eddies are dying!

                                      Low-Ro (fast rotation)




Monday, July 23, 12
Conclusions

       • 7 days on BGL and still no planet
       • Now we know what to look for and where




Monday, July 23, 12
Conclusions

       • 7 days on BGL and still no planet
       • Now we know what to look for and where




Monday, July 23, 12
center for turbulence research
                                                    Parviz Moin
                                              Gianluca Iaccarino
                                                 Joe. W. Nichols
                                              John Axerio-Cilies
                                                     Frank Ham
                                                    Heinz Pitsch
                                              Marcus Herrmann




               Thank You   Turbulence & Computing
                               Beauty and the Beast
Monday, July 23, 12

Contenu connexe

Tendances

Applications of bernoulli equation
Applications of bernoulli equationApplications of bernoulli equation
Applications of bernoulli equationIqbal Gem
 
Boiler mountings and accessories
Boiler mountings and accessoriesBoiler mountings and accessories
Boiler mountings and accessoriesraxit varmora
 
Absorption & indusrial absorber
Absorption & indusrial absorberAbsorption & indusrial absorber
Absorption & indusrial absorberSunny Chauhan
 
Transport phenomena Solved problems
Transport phenomena Solved problemsTransport phenomena Solved problems
Transport phenomena Solved problemsWolkite University
 
Bernoulli's Principle
Bernoulli's PrincipleBernoulli's Principle
Bernoulli's Principleeliseb
 
Basic Mechanical Engineering- Hydraulic turbines
Basic Mechanical Engineering- Hydraulic turbinesBasic Mechanical Engineering- Hydraulic turbines
Basic Mechanical Engineering- Hydraulic turbinesSteve M S
 
Hydraulic machines
Hydraulic machinesHydraulic machines
Hydraulic machinesBhargav Sai
 
navier stokes equation
navier stokes equationnavier stokes equation
navier stokes equationKaran Patel
 
Characteristics of single pump and pumps in series and parallel use of indust...
Characteristics of single pump and pumps in series and parallel use of indust...Characteristics of single pump and pumps in series and parallel use of indust...
Characteristics of single pump and pumps in series and parallel use of indust...TOPENGINEERINGSOLUTIONS
 
Fluid mechanics - Motion of Fluid Particles and Stream
Fluid mechanics - Motion of Fluid Particles and StreamFluid mechanics - Motion of Fluid Particles and Stream
Fluid mechanics - Motion of Fluid Particles and StreamViraj Patel
 
SWEETENING PROCESSES
SWEETENING PROCESSESSWEETENING PROCESSES
SWEETENING PROCESSEStranslateds
 
Tarbulent flow
Tarbulent flowTarbulent flow
Tarbulent flowMeet612
 
Flow In Pipes
Flow In PipesFlow In Pipes
Flow In PipesIla Lee
 
Leaching equipmnts
Leaching equipmntsLeaching equipmnts
Leaching equipmntsNandy 91
 
Fluid Mechanics Chapter 6. Boundary Layer Concept
Fluid Mechanics Chapter 6. Boundary Layer ConceptFluid Mechanics Chapter 6. Boundary Layer Concept
Fluid Mechanics Chapter 6. Boundary Layer ConceptAddisu Dagne Zegeye
 

Tendances (20)

Applications of bernoulli equation
Applications of bernoulli equationApplications of bernoulli equation
Applications of bernoulli equation
 
Flow through pipes
Flow through pipesFlow through pipes
Flow through pipes
 
Heat exchanger lecture ppt
Heat exchanger lecture pptHeat exchanger lecture ppt
Heat exchanger lecture ppt
 
shock wave
shock waveshock wave
shock wave
 
Boiler mountings and accessories
Boiler mountings and accessoriesBoiler mountings and accessories
Boiler mountings and accessories
 
Two phase heat transfer
Two phase heat transferTwo phase heat transfer
Two phase heat transfer
 
Absorption & indusrial absorber
Absorption & indusrial absorberAbsorption & indusrial absorber
Absorption & indusrial absorber
 
Transport phenomena Solved problems
Transport phenomena Solved problemsTransport phenomena Solved problems
Transport phenomena Solved problems
 
Bernoulli's Principle
Bernoulli's PrincipleBernoulli's Principle
Bernoulli's Principle
 
Basic Mechanical Engineering- Hydraulic turbines
Basic Mechanical Engineering- Hydraulic turbinesBasic Mechanical Engineering- Hydraulic turbines
Basic Mechanical Engineering- Hydraulic turbines
 
Hydraulic machines
Hydraulic machinesHydraulic machines
Hydraulic machines
 
navier stokes equation
navier stokes equationnavier stokes equation
navier stokes equation
 
Fluidization
FluidizationFluidization
Fluidization
 
Characteristics of single pump and pumps in series and parallel use of indust...
Characteristics of single pump and pumps in series and parallel use of indust...Characteristics of single pump and pumps in series and parallel use of indust...
Characteristics of single pump and pumps in series and parallel use of indust...
 
Fluid mechanics - Motion of Fluid Particles and Stream
Fluid mechanics - Motion of Fluid Particles and StreamFluid mechanics - Motion of Fluid Particles and Stream
Fluid mechanics - Motion of Fluid Particles and Stream
 
SWEETENING PROCESSES
SWEETENING PROCESSESSWEETENING PROCESSES
SWEETENING PROCESSES
 
Tarbulent flow
Tarbulent flowTarbulent flow
Tarbulent flow
 
Flow In Pipes
Flow In PipesFlow In Pipes
Flow In Pipes
 
Leaching equipmnts
Leaching equipmntsLeaching equipmnts
Leaching equipmnts
 
Fluid Mechanics Chapter 6. Boundary Layer Concept
Fluid Mechanics Chapter 6. Boundary Layer ConceptFluid Mechanics Chapter 6. Boundary Layer Concept
Fluid Mechanics Chapter 6. Boundary Layer Concept
 

Similaire à Turbulence and Computing: Beauty and the Beast - Assistant Professor Gianluca Iaccarino

Minding this Water Planet
Minding this Water PlanetMinding this Water Planet
Minding this Water PlanetTony Smith
 
LECTURE 13. LIGHTHubble space telescope observations have tak.docx
LECTURE 13.  LIGHTHubble space telescope observations have tak.docxLECTURE 13.  LIGHTHubble space telescope observations have tak.docx
LECTURE 13. LIGHTHubble space telescope observations have tak.docxwashingtonrosy
 
UTPT 2022 Sci-biz-tech Quiz finals
UTPT 2022 Sci-biz-tech Quiz finalsUTPT 2022 Sci-biz-tech Quiz finals
UTPT 2022 Sci-biz-tech Quiz finalsRV QuizCorp (RVQC)
 
Cosmic Adventure Episode 2.04 Where did these equations come from?
Cosmic Adventure Episode 2.04 Where did these equations come from?Cosmic Adventure Episode 2.04 Where did these equations come from?
Cosmic Adventure Episode 2.04 Where did these equations come from?Stephen Kwong
 
Clusters of microscopic closed 2-brane entities as a possible candidate for d...
Clusters of microscopic closed 2-brane entities as a possible candidate for d...Clusters of microscopic closed 2-brane entities as a possible candidate for d...
Clusters of microscopic closed 2-brane entities as a possible candidate for d...Hari Kumar
 
Kadomtsev - Plasma Turbulence - 1965.pdf
Kadomtsev - Plasma Turbulence - 1965.pdfKadomtsev - Plasma Turbulence - 1965.pdf
Kadomtsev - Plasma Turbulence - 1965.pdfHalyssonIsmael1
 
Mathematics in nature
Mathematics in natureMathematics in nature
Mathematics in natureMuhsina P P
 

Similaire à Turbulence and Computing: Beauty and the Beast - Assistant Professor Gianluca Iaccarino (13)

Minding this Water Planet
Minding this Water PlanetMinding this Water Planet
Minding this Water Planet
 
Turbulent fm
Turbulent fmTurbulent fm
Turbulent fm
 
Light and the Sublime
Light and the SublimeLight and the Sublime
Light and the Sublime
 
LECTURE 13. LIGHTHubble space telescope observations have tak.docx
LECTURE 13.  LIGHTHubble space telescope observations have tak.docxLECTURE 13.  LIGHTHubble space telescope observations have tak.docx
LECTURE 13. LIGHTHubble space telescope observations have tak.docx
 
UTPT 2022 Sci-biz-tech Quiz finals
UTPT 2022 Sci-biz-tech Quiz finalsUTPT 2022 Sci-biz-tech Quiz finals
UTPT 2022 Sci-biz-tech Quiz finals
 
Aristotle
AristotleAristotle
Aristotle
 
Cosmic Adventure Episode 2.04 Where did these equations come from?
Cosmic Adventure Episode 2.04 Where did these equations come from?Cosmic Adventure Episode 2.04 Where did these equations come from?
Cosmic Adventure Episode 2.04 Where did these equations come from?
 
Clusters of microscopic closed 2-brane entities as a possible candidate for d...
Clusters of microscopic closed 2-brane entities as a possible candidate for d...Clusters of microscopic closed 2-brane entities as a possible candidate for d...
Clusters of microscopic closed 2-brane entities as a possible candidate for d...
 
Kadomtsev - Plasma Turbulence - 1965.pdf
Kadomtsev - Plasma Turbulence - 1965.pdfKadomtsev - Plasma Turbulence - 1965.pdf
Kadomtsev - Plasma Turbulence - 1965.pdf
 
Nature-of-Light.pptx
Nature-of-Light.pptxNature-of-Light.pptx
Nature-of-Light.pptx
 
Bermudatriangle Ppt
Bermudatriangle PptBermudatriangle Ppt
Bermudatriangle Ppt
 
Mathematics in nature
Mathematics in natureMathematics in nature
Mathematics in nature
 
Deba Tg Pr1
Deba Tg Pr1Deba Tg Pr1
Deba Tg Pr1
 

Plus de Stanford School of Engineering

Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...
Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...
Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...Stanford School of Engineering
 
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of ThingsMark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of ThingsStanford School of Engineering
 
The Internet of Everything: Tom Lee, Stanford School of Engineering
The Internet of Everything:  Tom Lee, Stanford School of EngineeringThe Internet of Everything:  Tom Lee, Stanford School of Engineering
The Internet of Everything: Tom Lee, Stanford School of EngineeringStanford School of Engineering
 
Lights, Nano, Action! - Assistant Professor Jennifer Dionne
Lights, Nano, Action! - Assistant Professor Jennifer DionneLights, Nano, Action! - Assistant Professor Jennifer Dionne
Lights, Nano, Action! - Assistant Professor Jennifer DionneStanford School of Engineering
 
Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...
Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...
Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...Stanford School of Engineering
 
A Wide Open World of Social Networking: Monica Lam, Stanford Engineering
A Wide Open World of Social Networking: Monica Lam, Stanford EngineeringA Wide Open World of Social Networking: Monica Lam, Stanford Engineering
A Wide Open World of Social Networking: Monica Lam, Stanford EngineeringStanford School of Engineering
 
Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...
Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...
Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...Stanford School of Engineering
 
Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...
Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...
Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...Stanford School of Engineering
 
Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...
Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...
Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...Stanford School of Engineering
 
Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...
Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...
Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...Stanford School of Engineering
 

Plus de Stanford School of Engineering (13)

Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...
Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...
Amin Arbabian - Stanford Engineering - Internet of Things as Connected Intell...
 
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of ThingsMark Horowitz - Stanford Engineering - Securing the Internet of Things
Mark Horowitz - Stanford Engineering - Securing the Internet of Things
 
The Internet of Everything: Tom Lee, Stanford School of Engineering
The Internet of Everything:  Tom Lee, Stanford School of EngineeringThe Internet of Everything:  Tom Lee, Stanford School of Engineering
The Internet of Everything: Tom Lee, Stanford School of Engineering
 
Lights, Nano, Action! - Assistant Professor Jennifer Dionne
Lights, Nano, Action! - Assistant Professor Jennifer DionneLights, Nano, Action! - Assistant Professor Jennifer Dionne
Lights, Nano, Action! - Assistant Professor Jennifer Dionne
 
Fiber Optics - Window on Human Biology: Olav Solgaard
Fiber Optics - Window on Human Biology:  Olav SolgaardFiber Optics - Window on Human Biology:  Olav Solgaard
Fiber Optics - Window on Human Biology: Olav Solgaard
 
The Wonders of Wireless: Phil Levis
The Wonders of Wireless: Phil LevisThe Wonders of Wireless: Phil Levis
The Wonders of Wireless: Phil Levis
 
Some Mathematics of Sailing: Margot Gerritsen
Some Mathematics of Sailing: Margot GerritsenSome Mathematics of Sailing: Margot Gerritsen
Some Mathematics of Sailing: Margot Gerritsen
 
Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...
Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...
Green Engineering 101: Building a Sustainable Planet, Michael Lepech, Stanfor...
 
A Wide Open World of Social Networking: Monica Lam, Stanford Engineering
A Wide Open World of Social Networking: Monica Lam, Stanford EngineeringA Wide Open World of Social Networking: Monica Lam, Stanford Engineering
A Wide Open World of Social Networking: Monica Lam, Stanford Engineering
 
Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...
Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...
Sowing Social Seeds: Voice Technology Connects India's Farmers - Scott Klemme...
 
Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...
Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...
Biotic Games: Interactive Microbiology - Ingmar Riedel-Kruse, Stanford Engine...
 
Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...
Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...
Synthetic Biology: The next generation of biotechnology - Christina Smolke, S...
 
Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...
Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...
Changing the World through Innovation and Engineering - Judy Estrin, CEO JLab...
 

Dernier

ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
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...Martijn de Jong
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
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...apidays
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusZilliz
 
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 businesspanagenda
 
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 SavingEdi Saputra
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
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...apidays
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbuapidays
 
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.pdfsudhanshuwaghmare1
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 

Dernier (20)

ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
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...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
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...
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source Milvus
 
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
 
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
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
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...
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
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
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 

Turbulence and Computing: Beauty and the Beast - Assistant Professor Gianluca Iaccarino

  • 1. Beauty & the Beast Turbulence and Computing Gianluca Iaccarino Joe W. Nichols & John Axerio-Cilies Mechanical Engineering Department Center for Turbulence Research, Stanford University Monday, July 23, 12
  • 3. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. Monday, July 23, 12
  • 7. Composition VI Wassily Kandinsky (1913) Monday, July 23, 12
  • 8. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. Monday, July 23, 12
  • 9. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. But chaos/randomness does not completely illustrate the nature of flow turbulence. There is structure in the chaos! Monday, July 23, 12
  • 13. Starry Night Vincent van Gogh (1889) Monday, July 23, 12
  • 14. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. But chaos/randomness does not completely illustrate the nature of flow turbulence. There is structure in the chaos! Monday, July 23, 12
  • 15. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. But chaos/randomness does not completely illustrate the nature of flow turbulence. There is structure in the chaos! Another important characteristic of turbulence is the presence of multiple scales - small eddies and large eddies Monday, July 23, 12
  • 16. much  thinner  than  a  human  hair Monday, July 23, 12
  • 17. much  thinner  than  a  human  hair Monday, July 23, 12
  • 18. much  thinner  than  a  human  hair Monday, July 23, 12
  • 19. Great Wave Katsushika Hokusai (ca 1700) Monday, July 23, 12
  • 20. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. But chaos/randomness does not completely illustrate the nature of flow turbulence. There is structure in the chaos! Another important characteristic of turbulence is the presence of multiple scales - small eddies and large eddies Monday, July 23, 12
  • 21. Turbulence...the “beauty” The word turbulence (from the latin word turbulentia) originally refers to the disorderly motion of a crowd (turba). In the Middle Ages it was frequently used to mean just "trouble", a word which derives from it. Its scientific usage refers to irregular and seemingly chaotic motion of a fluid. But chaos/randomness does not completely illustrate the nature of flow turbulence. There is structure in the chaos! Another important characteristic of turbulence is the presence of multiple scales - small eddies and large eddies The inherent beauty of turbulent motion attracts artists, but it is its inherent complexity and ubiquitous presence that interests physicists, mathematicians and engineers Monday, July 23, 12
  • 22. Studying Turbulence Over five centuries ago Leonardo was probably the first to use the word turbulence (in Italian turbolenza) with its modern meaning and to observe the slow decay of eddies formed behind the pillars of a bridge. Monday, July 23, 12
  • 23. Studying Turbulence Leonardo da Vinci, Codex Atlanticus (ca 1500) areneg is auqcalled aznelobrut al euoD ohgulp eneitnam is aucalled aznelobrut al euoD asopiris auqcalled aznelobrut al euoD Monday, July 23, 12
  • 24. Studying Turbulence Leonardo da Vinci, Codex Atlanticus (ca 1500) areneg is auqcalled aznelobrut al euoD ohgulp eneitnam is aucalled aznelobrut al euoD asopiris auqcalled aznelobrut al euoD Doue la turbolenza dellacqua si genera Doue la turbolenza dellacua si mantiene plugho Doue la turbolenza dellacqua siriposa Monday, July 23, 12
  • 25. Studying Turbulence Leonardo da Vinci, Codex Atlanticus (ca 1500) areneg is auqcalled aznelobrut al euoD ohgulp eneitnam is aucalled aznelobrut al euoD asopiris auqcalled aznelobrut al euoD Doue la turbolenza dellacqua si genera Doue la turbolenza dellacua si mantiene plugho Doue la turbolenza dellacqua siriposa Where is the turbulence in the water generated? Where does the turbulence in the water persist for long time? Where does the turbulence in the water come to rest? Monday, July 23, 12
  • 26. Studying Turbulence The physics of turbulence has been studied extensively. using experiments. Euler, Navier, Stokes, and later Taylor, Kolmogorov and many others built the theoretical & mathematical foundations Leonhard Euler George Gabriel Stokes Geoffrey Taylor Andrei Kolmogorov 1700s 1800s 1900s 1900s Monday, July 23, 12
  • 27. Energy spectrum Energy Eddy Size Monday, July 23, 12
  • 28. Energy spectrum Kolmogorov Theory -5/3 Energy Dissipation into heat Eddy Size Monday, July 23, 12
  • 29. Energy spectrum Where is the turbulence in the water generated? Kolmogorov Theory -5/3 Energy Dissipation into heat Eddy Size Monday, July 23, 12
  • 30. Energy spectrum Where is the turbulence in the water generated? Kolmogorov Theory -5/3 Energy Where does the turbulence in the water come to rest? Dissipation into heat Eddy Size Monday, July 23, 12
  • 31. Energy spectrum Where is the turbulence in the water generated? Kolmogorov Theory -5/3 Energy Where does the turbulence in the water come to rest? Dissipation into heat Eddy Size Monday, July 23, 12
  • 32. Center for Turbulence Research Prof. William C. Reynolds Prof. Joel H. Ferziger Prof. Parviz Moin 1987 Monday, July 23, 12
  • 33. Computer Simulations @ CTR 1970 1980 1990 2000 2010 Monday, July 23, 12
  • 34. Computer Simulations @ CTR Illiac IV 64 CPUs, 15Mflops, $33M (1972) Turbulent Flow in a Channel 1970 1980 1990 2000 2010 Monday, July 23, 12
  • 35. Computer Simulations @ CTR Cray YMP Complex Flow 16CPUs, 1Gflops, $5M (1988) 1970 1980 1990 2000 2010 Monday, July 23, 12
  • 36. Computer Simulations @ CTR Cray YMP Complex Flow 16CPUs, 1Gflops, $5M (1988) 1970 1980 1990 2000 2010 Monday, July 23, 12
  • 37. Computer Simulations @ CTR ASCI White/IBM 8KCPUs, 5Tflops, $10M (2000) Turbulent Flames 1970 1980 1990 2000 2010 Monday, July 23, 12
  • 38. Computer Simulations @ CTR BGL-P 100KCPUs, 200Tflops, $70M (2005) End-to-End Aircraft Jet Engine 1970 1980 1990 2000 2010 Monday, July 23, 12
  • 39. Computing Power Illiac IV BGL-P BGL-P 64 CPUs, 15Mflops, 100KCPUs, 200Tflops, $33M (1972) $70M (2005) Monday, July 23, 12
  • 40. Computing Power Illiac IV BGL-P BGL-P 64 CPUs, 15Mflops, 100KCPUs, 200Tflops, $33M (1972) $70M (2005) iphone 4 1CPU, 36Mflops, $200 (2010) Monday, July 23, 12
  • 41. Computing Power Illiac IV BGL-P BGL-P 64 CPUs, 15Mflops, 100KCPUs, 200Tflops, $33M (1972) $70M (2005) iphone 4 sequoia 1CPU, 36Mflops, 1.57MCPUs, 16.2Pflops, $200 (2010) $? (2012) Monday, July 23, 12
  • 42. Slow Down a Formula 1 Car John Axerio Cilies Quieting A Jet Joe Nichols A New Planet in 7 Days Gianluca Iaccarino Monday, July 23, 12
  • 43. A Project sponsored by Toyota Motor Corporation Motor Sport Division Slow Down a Formula 1 Car John Axerio Cilies Monday, July 23, 12
  • 44. A Project sponsored by Toyota Motor Corporation Motor Sport Division Monday, July 23, 12
  • 45. A Project sponsored by Toyota Motor Corporation Motor Sport Division Brake Cooling... Monday, July 23, 12
  • 46. • Brake pads are air cooled and temperature is controlled • Flow through the tire has an impact on the wake dynamics Flow in Flow out Monday, July 23, 12
  • 50. Through-­‐Hub  Flow  Passages Section view looking vertically upwards from contact patch Monday, July 23, 12
  • 51. Through-­‐Hub  Flow  Passages Section view looking vertically upwards from contact patch Monday, July 23, 12
  • 52. Impact  of  Through-­‐Hub  Flow   CI CII D A A B Monday, July 23, 12
  • 53. Impact  of  Through-­‐Hub  Flow   CI CII D A A B CIII A B Monday, July 23, 12
  • 54. Impact  of  Through-­‐Hub  Flow   CI CII D A A B CIII CIV A A B Monday, July 23, 12
  • 55. Experimental  ValidaBon  of  Through-­‐Hub  Flow 12%  decrease  in  drag  with  op3mal  choice  of  fairing! Monday, July 23, 12
  • 56. Baseline Design Drag Brake Cooling Efficiency Monday, July 23, 12
  • 57. Design with Maximum Cooling Drag Brake Cooling Efficiency Monday, July 23, 12
  • 58. Design with Minimum Drag Drag Brake Cooling Efficiency Monday, July 23, 12
  • 59. Optimal Design Drag Brake Cooling Efficiency Monday, July 23, 12
  • 61. Quieting A Jet Joe Nichols Monday, July 23, 12
  • 63. Rectangular  nozzles Baseline  (NA2Z) Chevron  (NA2C3) Design  taken  from  the  “Extensible  Rectangular  Nozzle   Model  System”  (Frate  &  Bridges,  2011) 2:1  aspect  ra3o,  matching  experiment  precisely   Monday, July 23, 12
  • 64. Flow  development  (Baseline) Preferen7al  spreading  along  minor  axis  (Zaman,  1996) Monday, July 23, 12
  • 66.  Typical  supercomputer  usage One  liJle  square  =  128  processors Monday, July 23, 12
  • 67. Full  system  run  (163,840  cores) Monday, July 23, 12
  • 68. Flow  and  noise  visualizaBon FWH FWH LES LES Baseline  (NA2Z) Chevrons  (NA2C3) Monday, July 23, 12
  • 69. Effect  of  chevrons Upstream Downstream baseline baseline chevrons chevrons Chevrons  have  two  (good)  effects  on  noise: 1.Reduc3on  of  shock-­‐associated  noise  (upstream) 2.Reduc3on  of  turbulent  mixing  noise  (downstream)   Monday, July 23, 12
  • 70. a new planet in 7 Days Alan Wray, Javier Jimenez, Parviz Moin, Ali Mani, Lee Shunn, Frank Ham, Gianluca Iaccarino Monday, July 23, 12
  • 71. BlueGene/L • DOE/IBM supercomputer at LLNL • Installation Year: 2005 • #1 on Top 500 list: 280 TFLOPS • Theoretical peak: 370 TFLOPS • Compute nodes: 65536 (131072 CPUs) • I/O nodes: 1024 • Memory: 32768 GB Monday, July 23, 12
  • 72. Keplerian turbulence • Protoplanetary disks need to be turbulent to form planets • Simplest model is rotating, sheared box of turbulence x2 Ω x1 x3 Monday, July 23, 12
  • 73. Computations Simulations • Grid size: 8192x2048x2048 ~ 34 billion grid points • Ran on 65536 CPUs (half of the machine) • 10-20 Mhours/CPU • FFT transforms require large data (full volume) communication multiple times per time-step Data processing • Each saved data field: 384 GB • Inverse FFT on entire dataset must be performed to visualize solution in physical space Monday, July 23, 12
  • 74. Range of scales Monday, July 23, 12
  • 75. Energy spectrum not all eddies are dying! Low-Ro (fast rotation) Monday, July 23, 12
  • 76. Conclusions • 7 days on BGL and still no planet • Now we know what to look for and where Monday, July 23, 12
  • 77. Conclusions • 7 days on BGL and still no planet • Now we know what to look for and where Monday, July 23, 12
  • 78. center for turbulence research Parviz Moin Gianluca Iaccarino Joe. W. Nichols John Axerio-Cilies Frank Ham Heinz Pitsch Marcus Herrmann Thank You Turbulence & Computing Beauty and the Beast Monday, July 23, 12