vogels_sprekeler_synapse – Synapse type for symmetric spike-timing dependent plasticity with constant depression ================================================================================================================ Description +++++++++++ ``vogels_sprekeler_synapse`` is a connector to create synapses with symmetric spike time dependent plasticity and constant depression (as defined in [1]_). The learning rule is symmetric, that is, the synapse is strengthened irrespective of the order of the pre- and postsynaptic spikes. Each pre-synaptic spike also causes a constant depression of the synaptic weight which differentiates this rule from other classical STDP rules. .. 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. Parameters ++++++++++ ====== ====== ========================================================= tau ms Time constant of STDP window, potentiation Wmax real Maximum allowed weight eta real Learning rate alpha real Constant depression (= 2 * tau * target firing rate in [1]_) ====== ====== ========================================================= Transmits +++++++++ SpikeEvent References ++++++++++ .. [1] Vogels et al. (2011). Inhibitory plasticity balances excitation and inhibition in sensory pathways and memory networks. Science, 334(6062):1569-1573. DOI: https://doi.org/10.1126/science.1211095 Examples using this model +++++++++++++++++++++++++ .. listexamples:: vogels_sprekeler_synapse