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 ========= ====== ==================================================== The parameters can only be set by SetDefaults and apply to all synapses of the model. .. warning:: This synaptic plasticity rule does not take :ref:`precise spike timing ` into account. When calculating the weight update, the precise spike time part of the timestamp is ignored. 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 See also ++++++++ :doc:`Synapse `, :doc:`Spike-Timing-Dependent Plasticity `