%0 Conference Paper %1 yudanov_gpu-based_2010 %A Yudanov, D. %A Shaaban, M. %A Melton, R. %A Reznik, L. %B Neural Networks (IJCNN), The 2010 International Joint Conference on %D 2010 %K gpu simulation %P 1--8 %R 10.1109/IJCNN.2010.5596334 %T GPU-based simulation of spiking neural networks with real-time performance & high accuracy %X \textlessp\textgreaterA novel GPU-based simulation of spiking neural networks is implemented as a hybrid system using Parker-Sochacki numerical integration method with adaptive order. Full single-precision floating-point accuracy for all model variables is achieved. The implementation is validated with exact matching of all neuron potential traces from GPU-based simulation versus those of a reference CPU-based simulation. A network of 4096 Izhikevich neurons simulated on an NVIDIA GTX260 device achieves real-time performance with a speedup of 9 compared to simulation executed on Opteron 285, 2.6-GHz device.\textless/p\textgreater %@ 1098-7576

@inproceedings{yudanov_gpu-based_2010, abstract = {{\textless}p{\textgreater}A novel {GPU-based} simulation of spiking neural networks is implemented as a hybrid system using Parker-Sochacki numerical integration method with adaptive order. Full single-precision floating-point accuracy for all model variables is achieved. The implementation is validated with exact matching of all neuron potential traces from {GPU-based} simulation versus those of a reference {CPU-based} simulation. A network of 4096 Izhikevich neurons simulated on an {NVIDIA} {GTX260} device achieves real-time performance with a speedup of 9 compared to simulation executed on Opteron 285, 2.6-{GHz} device.{\textless}/p{\textgreater}}, added-at = {2014-01-19T15:00:24.000+0100}, author = {Yudanov, D. and Shaaban, M. and Melton, R. and Reznik, L.}, bdsk-url-1 = {http://dx.doi.org/10.1109/IJCNN.2010.5596334}, biburl = {https://www.bibsonomy.org/bibtex/2171604accfbe7e41792012385283b06a/neurokernel}, booktitle = {Neural Networks ({IJCNN)}, The 2010 International Joint Conference on}, doi = {10.1109/IJCNN.2010.5596334}, interhash = {5524f3bfbb8dcef3bdd05575566922e0}, intrahash = {171604accfbe7e41792012385283b06a}, isbn = {1098-7576}, keywords = {gpu simulation}, pages = {1--8}, timestamp = {2014-01-19T15:00:24.000+0100}, title = {{GPU-based} simulation of spiking neural networks with real-time performance \& high accuracy}, year = 2010 }