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TVB-EduPack—An Interactive Learning and Scripting Platform for The Virtual Brain

机译:TVB-EduPack-虚拟大脑的交互式学习和脚本平台

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The Virtual Brain (TVB; thevirtualbrain.org) is a neuroinformatics platform for full brain network simulation based on individual anatomical connectivity data. The framework addresses clinical and neuroscientific questions by simulating multi-scale neural dynamics that range from local population activity to large-scale brain function and related macroscopic signals like electroencephalography and functional magnetic resonance imaging. TVB is equipped with a graphical and a command-line interface to create models that capture the characteristic biological variability to predict the brain activity of individual subjects. To enable researchers from various backgrounds a quick start into TVB and brain network modeling in general, we developed an educational module: TVB-EduPack. EduPack offers two educational functionalities that seamlessly integrate into TVB's graphical user interface (GUI): (i) interactive tutorials introduce GUI elements, guide through the basic mechanics of software usage and develop complex use-case scenarios; animations, videos and textual descriptions transport essential principles of computational neuroscience and brain modeling; (ii) an automatic script generator records model parameters and produces input files for TVB's Python programming interface; thereby, simulation configurations can be exported as scripts that allow flexible customization of the modeling process and self-defined batch- and post-processing applications while benefitting from the full power of the Python language and its toolboxes. This article covers the implementation of TVB-EduPack and its integration into TVB architecture. Like TVB, EduPack is an open source community project that lives from the participation and contribution of its users. TVB-EduPack can be obtained as part of TVB from thevirtualbrain.org.
机译:虚拟大脑(TVB; thevirtualbrain.org)是一个神经信息学平台,用于基于单个解剖连接数据进行全脑网络仿真。该框架通过模拟从局部人群活动到大规模脑功能以及相关宏观信号(如脑电图和功能磁共振成像)的多尺度神经动力学,解决了临床和神经科学问题。 TVB配备了图形和命令行界面,以创建可捕获特征性生物变异性的模型,以预测个体受试者的大脑活动。为了使来自不同背景的研究人员能够快速入门整个TVB和大脑网络模型,我们开发了一个教育模块:TVB-EduPack。 EduPack提供了两种教育功能,可以无缝集成到TVB的图形用户界面(GUI)中:(i)交互式教程介绍了GUI元素,指导了软件使用的基本机制并开发了复杂的用例场景;动画,视频和文字描述传达了计算神经科学和大脑建模的基本原理; (ii)自动脚本生成器记录模型参数并为TVB的Python编程接口生成输入文件;因此,仿真配置可以作为脚本导出,从而可以灵活地自定义建模过程以及自定义的批处理和后处理应用程序,同时受益于Python语言及其工具箱的强大功能。本文介绍了TVB-EduPack的实现及其与TVB体系结构的集成。像TVB一样,EduPack是一个开源社区项目,它源于用户的参与和贡献。可以从thevirtualbrain.org作为TVB的一部分获得TVB-EduPack。

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