Download www.translationalneuromodeling.org

Survey
yes no Was this document useful for you?
   Thank you for your participation!

* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project

Document related concepts

Apical dendrite wikipedia , lookup

Electroencephalography wikipedia , lookup

Nonsynaptic plasticity wikipedia , lookup

Caridoid escape reaction wikipedia , lookup

Functional magnetic resonance imaging wikipedia , lookup

Cognitive neuroscience of music wikipedia , lookup

Neurocomputational speech processing wikipedia , lookup

Resting potential wikipedia , lookup

Rheobase wikipedia , lookup

Theta model wikipedia , lookup

Electrophysiology wikipedia , lookup

Convolutional neural network wikipedia , lookup

Clinical neurochemistry wikipedia , lookup

Multielectrode array wikipedia , lookup

Neuroanatomy wikipedia , lookup

End-plate potential wikipedia , lookup

Recurrent neural network wikipedia , lookup

Theta wave wikipedia , lookup

Neurotransmitter wikipedia , lookup

Signal transduction wikipedia , lookup

Types of artificial neural networks wikipedia , lookup

Holonomic brain theory wikipedia , lookup

Synaptogenesis wikipedia , lookup

Molecular neuroscience wikipedia , lookup

Central pattern generator wikipedia , lookup

Evoked potential wikipedia , lookup

Neural modeling fields wikipedia , lookup

Neuropsychopharmacology wikipedia , lookup

Chemical synapse wikipedia , lookup

Neural correlates of consciousness wikipedia , lookup

Neural coding wikipedia , lookup

Neural engineering wikipedia , lookup

Premovement neuronal activity wikipedia , lookup

Optogenetics wikipedia , lookup

Channelrhodopsin wikipedia , lookup

Stimulus (physiology) wikipedia , lookup

Feature detection (nervous system) wikipedia , lookup

Biological neuron model wikipedia , lookup

Development of the nervous system wikipedia , lookup

Synaptic gating wikipedia , lookup

Nervous system network models wikipedia , lookup

Neural binding wikipedia , lookup

Neural oscillation wikipedia , lookup

Spike-and-wave wikipedia , lookup

Binding problem wikipedia , lookup

Metastability in the brain wikipedia , lookup

Transcript
Neural Oscillations
Continued
Saee Paliwal
TNU
What is an oscillation?
Simple Harmonic
Oscillation
phase
amplitud frequenc
e
y
power ∝ amplitude
Neuronal oscillations: Van der Pol
oscillators
Limit Cycle of a neuron
Mathematical foundation
Population oscillation
Coupled Oscillators
Local field potential of neuronal
oscillations
This is the
EEG
signal
Coupled oscillations
An example of oscillations in vivo
Analyzing the EEG signal
Fourier transform:
-
decomposition of a signal
from the time domain into
the frequency domain
Four kinds of
waves:
§beta (>13 Hz)
§alpha (8-13 Hz)
§theta (4-8 Hz)
Frequen
cy
Time
§delta (0.5-4 Hz)
Neural Mass Model:
Jansen and Rit, David and Friston
Characteristics
-
Excitatory and Inhibitory
connections
a few cubic mm of volume
(~10^4-~10^7 neurons)
describe large populations of
neurons with a handful of
parameters (mean-field
approximation)
Jansen and Rit model
Post-synaptic potential (PSP)
model: convolution of impulse
response and pre-synaptic
input
Impulse response. H is the
synaptic gain, t is the time
constant
Membrane potential to rate for
kth subpopulation.
c, r and e are population
parametrs (e.g. volatge
sensitivity)
Jansen and Rit, 1995
M/EEG
signal
Circuit Diagram
3 populations of neurons
comprise a cortical area:
- excitatory pyramidal cells
- excitatory stellate cells
- inhibitory interneurons
v is the membrane potential, m
is the mean firing rate,
output signal
Pulse
David and Friston, 2003
Simulation of Oscillations
Jansen and Rit model with David and
Friston extension
The power of synchrony
Long range synchrony: contributes to the “binding problem,” ie their
integration represents a “gestalt” or patter/representation of a object
-
-
Visual Cortex: neural populations respond to color/shape/motion, and synchrony allows
for the integration of these features into a percept (Eckhorn et al, 1988, Kreiter and
Singer, 1996, Fries et al, 1997)
Feature bindng extends to oflactory system (Freeman et al, 1978) and the auditory
system (Aersen et al, 1991)
It is also thought that synchronixation across several motor regions (ie motor cortex and
spinal chord) lead to coordinated motor activity (van Wijk et al, 2012
Task-related Synchrony
-
binding across regions has been related to task-specific features