Brian simulator

Goodman DFM, Brette R
Scholarpedia (2013) 8(1):10883
 

Abstract

Brian is an open source Python package for developing simulations of networks of spiking neurons. The design is aimed at minimizing users' development time, with execution speed a secondary goal. Users specify neuron and synapse models by giving their equations in standard mathematical form, create groups of neurons and connect them via synapses. The intent is to make the process as flexible as possible, so that researchers are not restricted to using neuron and synapse models already built in to the simulator. The entire simulator is written in Python, using the NumPy and SciPy numerical and scientific computing packages. Parts of the simulator can optionally be run using C++ code generated on the fly (Goodman 2010). Computationally, Brian uses vectorization techniques (Brette and Goodman 2011), so that for large numbers of neurons, execution speed is of the same order of magnitude as C++ code (Goodman and Brette 2008, 2009).

Links

Related software

Brian

A Python simulator for spiking neural networks.

Categories