Inproceedings,

A Novel Multi-GPU Neural Simulator

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Proceedings of 3rd International Conference on Bioinformatics and Computational Biology 2011, New Orleans, LA, (March 2011)

Abstract

Between the biophysical and behavioral studies of the brain lies computational neuroscience. The goal of which, among other things, is to help bridge the gap in our knowledge and provide alternative or com- plimentary theories to other neurological studies. As more information is provided and more complex theo- ries are developed, the size and computational cost of neural models continues to increase. This is an obvious impediment to the field and something that develop- ers are constantly attempting to overcome. Presented here is a unique simulator design aimed at leveraging advances in hardware for the simulation of biologically realistic neural models. This proof-of-concept design offers an example of a high-performance environment that utilizes multiple general purpose graphical pro- cessing units in a novel configuration. The result is a scalable system that offers the promise of both perfor- mance and biophysical faithfulness.

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