# Command: stdp_triplet_synapse

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Name:

    stdp_triplet_synapse - Synapse type with spike-timing dependent
      plasticity (triplets).

Description:

      stdp_triplet_synapse is a connection with spike time dependent
      plasticity accounting for spike triplet effects (as defined in [1]).

      STDP examples:
      pair-based   Aplus_triplet = Aminus_triplet = 0.0
      triplet	 Aplus_triplet = Aminus_triplet = 1.0

Parameters:

      tau_plus	 double	- time constant of short presynaptic trace
     	- (tau_plus of [1])
      tau_plus_triplet   double	- time constant of long presynaptic trace
     	- (tau_x of [1])
      Aplus	 double	- weight of pair potentiation rule
     	- (A_plus_2 of [1])
      Aplus_triplet	 double	- weight of triplet potentiation rule
     	- (A_plus_3 of [1])
      Aminus	 double	- weight of pair depression rule
      (A_minus_2 of [1])
      Aminus_triplet	 double	- weight of triplet depression rule
     	- (A_minus_3 of [1])
      Wmax	 double	- maximum allowed weight

      States:
      Kplus	 double: pre-synaptic trace (r_1 of [1])
      Kplus_triplet	 double: triplet pre-synaptic trace (r_2 of [1])

Transmits:

    SpikeEvent

References:

      [1] J.-P. Pfister & W. Gerstner (2006) Triplets of Spikes in a Model
      of Spike Timing-Dependent Plasticity.  The Journal of Neuroscience
      26(38):9673-9682; doi:10.1523/JNEUROSCI.1425-06.2006

      Notes:
     	- Presynaptic traces r_1 and r_2 of [1] are stored in the connection as
      Kplus and Kplus_triplet and decay with time-constants tau_plus and
      tau_plus_triplet, respectively.
     	- Postsynaptic traces o_1 and o_2 of [1] are acquired from the post-synaptic
      neuron states Kminus_ and triplet_Kminus_ which decay on time-constants
      tau_minus and tau_minus_triplet, respectively. These two time-constants
      can be set as properties of the postsynaptic neuron.
     	- This version implements the 'all-to-all' spike interaction of [1]. The
      'nearest-spike' interaction of [1] can currently not be implemented
      without changing the postsynaptic archiving-node (clip the traces to a
      maximum of 1).

Author:

    Abigail Morrison, Eilif Muller, Alexander Seeholzer, Teo Stocco
      Adapted by: Philipp Weidel

FirstVersion:

    Nov 2007

SeeAlso:

- stdp_triplet_synapse_hpc
- synapsedict
- stdp_synapse
- static_synapse

Source:

    /opt/conda/conda-bld/nest_1524088722951/work/nest-2.14.0/models/stdp_triplet_connection.h

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