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Biological Neuron Parameters #25

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cpehle opened this issue Apr 14, 2020 · 2 comments
Closed

Biological Neuron Parameters #25

cpehle opened this issue Apr 14, 2020 · 2 comments
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enhancement New feature or request
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@cpehle
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cpehle commented Apr 14, 2020

Right now we don't provide biologically plausible neuron parameters (that is parameters that have realistic units and magnitude), instead we normalise most values to be between 0 and 1 and identify reset and leak voltages for neurons. It would be good to introduce biologically plausible neuron parameter ranges based on for example on the cell models of PyNN. One immediate problem is to determine appropriate weight initialisations

@cpehle
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cpehle commented Apr 14, 2020

Some plausible starting point would be for example:

lif_default_parameters = LIFParameters(
    v_leak = -65.0,
    v_th = -50.0,
    v_reset = -65.0,
    tau_syn_inv = 1 / 5,
    tau_mem_inv = 1 / 20
)

@cpehle cpehle self-assigned this Apr 14, 2020
@cpehle cpehle added the enhancement New feature or request label Apr 14, 2020
@cpehle cpehle added this to the Release 0.0.3 milestone Apr 14, 2020
@Jegp
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Jegp commented Jun 10, 2020

Can this be closed?

@cpehle cpehle closed this as completed Jun 10, 2020
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