stdp – Synapse type for spike-timing dependent plasticity ========================================================= Description +++++++++++ The STDP class is a type of synapse model used to create synapses that enable spike timing dependent plasticity (as defined in [1]_). Here the weight dependence exponent can be set separately for potentiation and depression. Parameters ++++++++++ ========== ======= ====================================================== tau_plus ms Time constant of STDP window, potentiation tau_minus ms Time constant of STDP window, depression lambda real Step size alpha real Asymmetry parameter (scales depression increments as alpha*lambda) mu_plus real Weight dependence exponent, potentiation mu_minus real Weight dependence exponent, depression Wmax real Maximum allowed weight ========== ======= ====================================================== References ++++++++++ .. [1] Guetig et al. (2003). Learning input correlations through nonlinear temporally asymmetric hebbian plasticity. Journal of Neuroscience, 23:3697-3714 DOI: https://doi.org/10.1523/JNEUROSCI.23-09-03697.2003