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Georgios Smaragdos, 23 Sep 2016 11:44
Information on running neuronal simulations on FPGAs¶
Background¶
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Bluehive project¶
For more details, see here: http://www.opensourcebrain.org/projects/bluehive-showcase
Si Elegans project¶
For more details, see here: http://www.si-elegans.eu/
BrainFrame Project¶
The goal of the BrainFrame effort is creating a back-end hardware library of designs emulating the Cerebellum system, based on reconfigurable (DFEs in this case) platforms,
as a practical simulation solution for real-time neuro-scientific experiments. Eventually also make a library of generic constructs that can used on general neuron model
development (focus mostly around biophysically-meaningful modeling). This backend will be combined with a PyNN front-end to implement the BrainFrame tool-flow. PyNN, a Python-based, simulator-independent language for
specification of brain models, is a widely known and used framework by computational neuroscientists. PyNN is capable of achieving high-speed simulation and
it already offers a common interface to popular simulation platforms such as NEURON and NEST
as well as newly developing ones that show great future potetial, such as NeuroML.
For More Details See here: http://erasmusbrainproject.com/index.php/themes/brainframe
Related Publications: http://erasmusbrainproject.com/index.php/publications/brainframe
Sources on GitHub: https://github.com/turin331/BrainFrame_SimpleIO
Other systems¶
A Large-Scale Spiking Neural Network Accelerator for FPGA Systems Systems
Kit Cheung, Simon R. Schultz, Wayne Luk, Imperial College London
A Biologically Plausible Real-time Spiking Neuron Simulation Environment Based on a Multiple-FPGA Platform
Shufan Yang, TM McGinnity, University of Ulster
An FPGA-based approach to high-speed simulation of conductance-based neuron models
E. L. Graas, E. A. Brown, Robert H. Lee, Emory University/Georgia Institute of Technology
FPGA-based Biophysically-Meaningful Modeling of Olivocerebellar Neurons
Georgios Smaragdos, Sebastian Isaza, Martijn Van Eijk, Ioannis Sourdis and Christos Strydis