STDP Synapses
- We're going to do some exploration of plastic synapses.
Get lab5.py or the
text version .
- Run it and print out the output spikes.
- Now, at step 3 in the code, comment in the projection, but make
sure to comment out the projection above.
- What changing the comment does is switch from a static synapse
to a plastic one. Notice how the second spike from the output
neurons is faster. The weight has increased.
- Explore parameters on the spike_pair rule like tau_plus and A_plus.
Look at the pyNN documentation on
http://neuralensemble.org/docs/PyNN/ .
- Explore parameters on the multiplicative weight dependence like w_min
and w_max.
- Can you replace multiplicative weight depence with additive weight
dependence.
- Can you print out the synapse weight?
- Lower the weight.
- Can you get the weight to go down (you can use an extra
spike source on the output neuron)?