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Blue Brain

Do neurons dream of
   electric sheep?


                  By: Michael R. Rink
Main Points
 Objectives of the Project
 Data Collection
 Model
 Expected Consequences
 Future Work
Objectives
   Phase 1: 1cm^3 NCC
      June 6, 2005 – November 26, 2007
      Detailed Cellular scale (10,000 neurons)
   Full Neocortex
      Modular
      Atomic (days/ms), Genetic (another 5-10
       years)
      Cellular – 100,000
      Point Source -100 million (mouse brain)
Full Mammal Brain
 2 years
 Emergent behavior
     Learning/   self-wiring
   Interact with environment
     Japanese  built robot rat
     Whole new models to connect sensory cortex
      to hardware
Full Human Brain
 Need speed increase of ~10million fold
 Algorithm improvements 100-1,000 fold
 ASICS 1,000-10,000 fold
 Multi-core & Multi-threading are really
  useful
On Going Data Collection
   Decades of
    research on 2
    year old rat
    somatosensory
    cortex
   Hundreds of new
    data points a day
   50% success rate    Fig A. Patch Clamp Robot
Blue Column 1
The
microcircuits
(from left to
right) for
layers 2, 3, 4
and 5
Blue Column 2

   A single thick
    tufted layer 5
    pyramidal
    neuron located
    within the
    column.
   c | One
    pyramidal
    neuron in layer
    2, a small
    pyramidal
    neuron in layer
    5 and the large
    thick tufted
    pyramidal
    neuron in layer
    5.
   d | An image of
    the NCC, with
    neurons located
    in layers 2 to 5.
Blue Column Construction
 Model the 3d neuron
 Repair defects from in vitro preparation
     Patch   clamping damages the cell
   Insert 12+ ion channels in each
    component compartment based on HH
    models & studies
     October
            2005 Petilla Classification
     Convention
   Each neuron is unique within statistically
    determined bounds – procedurally generated
   Stored in database after creation
   Each layer procedurally generated from
    database then shifted/rotated to avoid collisions
     Generating  the column takes longer than running it
     Simulation runs at 1/100th real time
   Individual synapses functionalized and
    plasticized with learning algorithms
   Map Neuron to Processor 1:1 – 10:1
     Axons   mapped onto inter-processor communications
Expected Consequences
   Each NCC will be unique
     Hopefully,NCC output will approach
      convergence
     NCCs will begin to appear similar (lack of
      molecular detail to tie in genetic elements)
   Connected Neurons fire together
     Predictedby Hebbian learning
     Emergent behavior
   Blue = rest
   Yellow = group 1
   Red = group 2
   Global
    Excitatory state
   Notice the blue,
    inhibited
    neurons
Future Work
 Experimental Aid
 How complex of a problem can an NCC
  solve
 Emergence of Conciousness
     Director   Markram
Any Questions?

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01 blue brain

  • 1. Blue Brain Do neurons dream of electric sheep? By: Michael R. Rink
  • 2. Main Points  Objectives of the Project  Data Collection  Model  Expected Consequences  Future Work
  • 3. Objectives  Phase 1: 1cm^3 NCC  June 6, 2005 – November 26, 2007  Detailed Cellular scale (10,000 neurons)  Full Neocortex  Modular  Atomic (days/ms), Genetic (another 5-10 years)  Cellular – 100,000  Point Source -100 million (mouse brain)
  • 4. Full Mammal Brain  2 years  Emergent behavior  Learning/ self-wiring  Interact with environment  Japanese built robot rat  Whole new models to connect sensory cortex to hardware
  • 5. Full Human Brain  Need speed increase of ~10million fold  Algorithm improvements 100-1,000 fold  ASICS 1,000-10,000 fold  Multi-core & Multi-threading are really useful
  • 6. On Going Data Collection  Decades of research on 2 year old rat somatosensory cortex  Hundreds of new data points a day  50% success rate Fig A. Patch Clamp Robot
  • 7. Blue Column 1 The microcircuits (from left to right) for layers 2, 3, 4 and 5
  • 8. Blue Column 2  A single thick tufted layer 5 pyramidal neuron located within the column.  c | One pyramidal neuron in layer 2, a small pyramidal neuron in layer 5 and the large thick tufted pyramidal neuron in layer 5.  d | An image of the NCC, with neurons located in layers 2 to 5.
  • 9. Blue Column Construction  Model the 3d neuron  Repair defects from in vitro preparation  Patch clamping damages the cell  Insert 12+ ion channels in each component compartment based on HH models & studies  October 2005 Petilla Classification Convention
  • 10. Each neuron is unique within statistically determined bounds – procedurally generated  Stored in database after creation  Each layer procedurally generated from database then shifted/rotated to avoid collisions  Generating the column takes longer than running it  Simulation runs at 1/100th real time
  • 11. Individual synapses functionalized and plasticized with learning algorithms  Map Neuron to Processor 1:1 – 10:1  Axons mapped onto inter-processor communications
  • 12. Expected Consequences  Each NCC will be unique  Hopefully,NCC output will approach convergence  NCCs will begin to appear similar (lack of molecular detail to tie in genetic elements)  Connected Neurons fire together  Predictedby Hebbian learning  Emergent behavior
  • 13. Blue = rest  Yellow = group 1  Red = group 2
  • 14. Global Excitatory state  Notice the blue, inhibited neurons
  • 15. Future Work  Experimental Aid  How complex of a problem can an NCC solve  Emergence of Conciousness  Director Markram