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Neuronify: An Educational Simulator for Neural Circuits

机译:Neuronify:神经回路的教育模拟器

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摘要

Educational software (apps) can improve science education by providing an interactive way of learning about complicated topics that are hard to explain with text and static illustrations. However, few educational apps are available for simulation of neural networks. Here, we describe an educational app, Neuronify, allowing the user to easily create and explore neural networks in a plug-and-play simulation environment. The user can pick network elements with adjustable parameters from a menu, i.e., synaptically connected neurons modelled as integrate-and-fire neurons and various stimulators (current sources, spike generators, visual, and touch) and recording devices (voltmeter, spike detector, and loudspeaker). We aim to provide a low entry point to simulation-based neuroscience by allowing students with no programming experience to create and simulate neural networks. To facilitate the use of Neuronify in teaching, a set of premade common network motifs is provided, performing functions such as input summation, gain control by inhibition, and detection of direction of stimulus movement. Neuronify is developed in C++ and QML using the cross-platform application framework Qt and runs on smart phones (Android, iOS) and tablet computers as well personal computers (Windows, Mac, Linux).
机译:教育软件(apps)通过提供一种交互式的学习复杂主题的方法来改善科学教育,这些主题很难用文字和静态插图来解释。但是,很少有教育性应用程序可用于模拟神经网络。在这里,我们描述了一个教育应用程序Neuronify,它使用户可以在即插即用模拟环境中轻松创建和探索神经网络。用户可以从菜单中选取具有可调参数的网络元素,例如,以神经网络和神经网络为模型的突触连接神经元,以及各种刺激器(电流源,尖峰发生器,视觉和触摸)和记录设备(电压表,尖峰检测器,和扬声器)。我们旨在通过允许没有编程经验的学生创建和仿真神经网络,为基于仿真的神经科学提供一个低切入点。为了促进Neuronify在教学中的使用,提供了一组预制的常见网络图案,可执行输入求和,通过抑制进行增益控制以及检测刺激运动方向等功能。 Neuronify是使用跨平台应用程序框架Qt在C ++和QML中开发的,可在智能电话(Android,iOS),平板电脑以及个人计算机(Windows,Mac,Linux)上运行。

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