Convenient simulation of spiking neural networks with NEST 2

نویسندگان

چکیده

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

DEVS Simulation of Spiking Neural Networks

This paper presents a new model for simulating Spiking Neural Networks using discrete event simulation which might possibly offer advantages concerning simulation speed and scalability. Spiking Neural Networks are considered as a new computation paradigm, representing an enhancement of Artificial Neural Networks by offering more flexibility and degree of freedom for modeling computational eleme...

متن کامل

Quantized state simulation of spiking neural networks

In this work, we explore the usage of quantized state system (QSS) methods in the simulation of networks of spiking neurons. We compare the simulation results obtained by these discrete-event algorithms with the results of the discrete time methods in use by the neuroscience community. We found that the computational costs of the QSS methods grow almost linearly with the size of the network, wh...

متن کامل

Efficient Simulation Scheme for Spiking Neural Networks

Nearly all neuronal information processing and inter-neuronal communication in the brain involves action potentials, or spikes, which drive the short-term synaptic dynamics of neurons, but also their longterm dynamics, via synaptic plasticity. In many brain structures, action potential activity is considered to be sparse. This sparseness of activity has been exploited to reduce the computationa...

متن کامل

Modeling with Spiking Neural Networks

This chapter reviews recent developments in the area of spiking neural networks (SNN) and summarizes the main contributions to this research field. We give background information about the functioning of biological neurons, discuss the most important mathematical neural models along with neural encoding techniques, learning algorithms, and applications of spiking neurons. As a specific applicat...

متن کامل

Simulation of Spiking Neural Networks on Different Hardware Platforms

Substantial evidence indicates that the time structure of neuronal spike trains is relevant in neuronal signal processing. Bio-inspired spiking neural networks are taking these results into account. Applications of these networks to low vision problems, e.g. segmentation, requires that the simulation of large-scale networks must be performed in a reasonable time. On this basis, we investigated ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Frontiers in Computational Neuroscience

سال: 2009

ISSN: 1662-5188

DOI: 10.3389/conf.neuro.10.2009.14.103