Parallel event-driven neural network simulations using the Hodgkin-Huxley neuron model

CJ Lobb, Z Chao, RM Fujimoto… - Workshop on Principles …, 2005 - ieeexplore.ieee.org
Workshop on Principles of Advanced and Distributed Simulation …, 2005ieeexplore.ieee.org
Neural systems are composed of a large number of highly-connected neurons and are
widely simulated within the neurological community. In this paper, we examine the
application of parallel discrete event simulation techniques to networks of a complex model
called the Hodgkin-Huxley neuron. We describe the conversion of this model into an event-
driven simulation, a technique that offers the potential of much greater performance in
parallel and distributed simulations compared to time-stepped techniques. We report results …
Neural systems are composed of a large number of highly-connected neurons and are widely simulated within the neurological community. In this paper, we examine the application of parallel discrete event simulation techniques to networks of a complex model called the Hodgkin-Huxley neuron. We describe the conversion of this model into an event-driven simulation, a technique that offers the potential of much greater performance in parallel and distributed simulations compared to time-stepped techniques. We report results of an initial set of experiments conducted to determine the feasibility of this parallel event-driven Hodgkin-Huxley model and analyze its viability for large-scale neural simulations.
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