stdp_pl_synapse_hom – Synapse type for spike-timing dependent plasticity with power law

Description

stdp_pl_synapse is a connector to create synapses with spike time dependent plasticity using homoegeneous parameters (as defined in 1).

Parameters

tau_plus

ms

Time constant of STDP window, potentiation (tau_minus defined in postsynaptic neuron)

lambda

real

Learning rate

alpha

real

Asymmetry parameter (scales depressing increments as alpha*lambda)

mu

real

Weight dependence exponent, potentiation

Remarks:

The parameters can only be set by SetDefaults and apply to all synapses of the model.

References

1

Morrison A, Aertsen A, Diesmann M. (2007) Spike-timing dependent plasticity in balanced random netrks. Neural Computation, 19(6):1437-1467. DOI: https://doi.org/10.1162/neco.2007.19.6.1437

Transmits

SpikeEvent