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Consciousness, Evolution, and Why Nature Outdid All of Us J. Leo van Hemmen Physik Department der TU München

Consciousness, Evolution, and Why Nature Outdid All of Us

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Consciousness, Evolution, and Why Nature Outdid All of Us. J. Leo van Hemmen Physik Department der TU München. References. Why are neuronal algorithms of information processing interesting to us?. What is a synapse doing?. presynaptic action potential = spike. synaptic transmission. - PowerPoint PPT Presentation

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Page 1: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Consciousness, Evolution, and

Why Nature Outdid All of Us

J. Leo van Hemmen

Physik Department der TU München

Page 2: Consciousness, Evolution,  and  Why Nature Outdid All of Us

References

Page 3: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Why are neuronal algorithms of information processing interesting to us?

Page 4: Consciousness, Evolution,  and  Why Nature Outdid All of Us

What is a neuron doing?

output

input

synapse

axon

Pyramidal neuron(after Ramon y Cajal 1898)

1 ms

Page 5: Consciousness, Evolution,  and  Why Nature Outdid All of Us

What is a synapse doing?presynaptic action potential = spike

postsynaptic membrane potential

synaptic transmission

Page 6: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Consciousness is a matter of definition.

a) Neuronal

b) Synaptic

c) Potency of an individuum to realize itself in a usually hostile surroundings.

The really interesting problem is that of attention.

Page 7: Consciousness, Evolution,  and  Why Nature Outdid All of Us
Page 8: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Sound localization, i.e., direction, by means of determining interaural time difference (1 µs).

Page 9: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Barn owl is a night hunter

• One mouse every 10 minutes.

• Localization accuracy < 2°

• Temporal resolution < 4 µs

Page 10: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Jeffress model (1948)

Place code through maximum of firing rate:

``map´´ as neuronal representation of the outside world

Page 11: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Jeffress-like map in the barn owl‘s laminar nucleus.

Anatomy: delay lines & how to tune them

Page 12: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Neuron

output

input

synapse

axon

Pyramidal neuron(after Ramon y Cajal 1898)

postsynaptic

pre-

Axon-mediated synaptic learning (AMSL)

STDPW. Gerstner, R. Kempter,J.L. van Hemmen, H. WagnerNature 383(1996) 76-78

Page 13: Consciousness, Evolution,  and  Why Nature Outdid All of Us

W. Gerstner, R. Kempter,J.L. van Hemmen, H. WagnerNature 383(1996) 76-78

postsynaptic

pre-

Page 14: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Relating synaptic input time to the postsynaptic firing time (t=0) generates the final distribution of synaptic strengths c), a collective process since all the inputs determine when precisely the postsynaptic neuron (bottom left) fires. Once it has fired, the synaptic efficacy of each individual synapse changes (center A, with change in EPSC, vertical axis in B as its experimental analog, far right) according to the arrival time of the (presynaptic) spike (input = horizontal axis in B; bottom right). The initial synaptic configuration is a), top left, plotted in dependence upon the corresponding delay of the signal it carries; b) is at a later time and c) is final.

Page 15: Consciousness, Evolution,  and  Why Nature Outdid All of Us
Page 16: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Through millions of years of evolution Nature has taken lots of time to devise, and test, highly efficient algorithms of neuronal information processing.

For example, the sand scorpion did not change during the last 165 million years.

Page 17: Consciousness, Evolution,  and  Why Nature Outdid All of Us
Page 18: Consciousness, Evolution,  and  Why Nature Outdid All of Us

To locate ist prey in the desert, a sand scorpion exploits Raleigh waves in sand.

Page 19: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Neuronal algorithm (vector code) to determine the prey‘s direction.

Page 20: Consciousness, Evolution,  and  Why Nature Outdid All of Us

Experimental tests verify theory.

Page 21: Consciousness, Evolution,  and  Why Nature Outdid All of Us

ConclusionsConclusions

• Nature has devised, and developed, highly efficient algorithms to solve specific information processing problems.

• Spiking neurons and spike-timing-dependent synaptic plasticity (STDP) are essential ingredients of spatio-temporal processing.

• Neuronal hardware and software cooperate so as to reach an optimal solution.

• Hence there is a wealth of neuronal algorithms to solve ``real-life´´ neuro-IT problems

• ...so that our goal is to obtain a Tools from Neuroscience Project.

• Nature has devised, and developed, highly efficient algorithms to solve specific information processing problems.

• Spiking neurons and spike-timing-dependent synaptic plasticity (STDP) are essential ingredients of spatio-temporal processing.

• Neuronal hardware and software cooperate so as to reach an optimal solution.

• Hence there is a wealth of neuronal algorithms to solve ``real-life´´ neuro-IT problems

• ...so that our goal is to obtain a Tools from Neuroscience Project.