iaf_cond_alpha – Simple conductance based leaky integrate-and-fire neuron model =============================================================================== Description +++++++++++ ``iaf_cond_alpha`` is an implementation of a spiking neuron using IAF dynamics with conductance-based synapses. Incoming spike events induce a postsynaptic change of conductance modelled by an alpha function. The alpha function is normalized such that an event of weight 1.0 results in a peak current of 1 nS at :math:`t = \tau_{syn}`. See also [1]_, [2]_, [3]_. Parameters ++++++++++ The following parameters can be set in the status dictionary. =========== ======= =========================================================== V_m mV Membrane potential E_L mV Leak reversal potential C_m pF Capacity of the membrane t_ref ms Duration of refractory period V_th mV Spike threshold V_reset mV Reset potential of the membrane E_ex mV Excitatory reversal potential E_in mV Inhibitory reversal potential g_L nS Leak conductance tau_syn_ex ms Rise time of the excitatory synaptic alpha function tau_syn_in ms Rise time of the inhibitory synaptic alpha function I_e pA Constant input current =========== ======= =========================================================== Sends +++++ SpikeEvent Receives ++++++++ SpikeEvent, CurrentEvent, DataLoggingRequest References ++++++++++ .. [1] Meffin H, Burkitt AN, Grayden DB (2004). An analytical model for the large, fluctuating synaptic conductance state typical of neocortical neurons in vivo. Journal of Computational Neuroscience, 16:159-175. DOI: https://doi.org/10.1023/B:JCNS.0000014108.03012.81 .. [2] Bernander O, Douglas RJ, Martin KAC, Koch C (1991). Synaptic background activity influences spatiotemporal integration in single pyramidal cells. Proceedings of the National Academy of Science USA, 88(24):11569-11573. DOI: https://doi.org/10.1073/pnas.88.24.11569 .. [3] Kuhn A, Rotter S (2004) Neuronal integration of synaptic input in the fluctuation- driven regime. Journal of Neuroscience, 24(10):2345-2356 DOI: https://doi.org/10.1523/JNEUROSCI.3349-03.2004 See also ++++++++ :doc:`Neuron `, :doc:`Integrate-And-Fire `, :doc:`Conductance-Based `