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MEDUSA©:一个基于 Python 的新型软件生态系统,用于加速脑机接口和认知神经科学研究。

MEDUSA©: A novel Python-based software ecosystem to accelerate brain-computer interface and cognitive neuroscience research.

机构信息

Biomedical Engineering Group (GIB), E.T.S Ingenieros de Telecomunicación, University of Valladolid, Paseo de Belén 15, Valladolid, 47011, Spain; Centro de Investigación Biomédica en Red en Bioingeniería, Biomateriales y Nanomedicina, (CIBER-BBN), Spain.

Biomedical Engineering Group (GIB), E.T.S Ingenieros de Telecomunicación, University of Valladolid, Paseo de Belén 15, Valladolid, 47011, Spain.

出版信息

Comput Methods Programs Biomed. 2023 Mar;230:107357. doi: 10.1016/j.cmpb.2023.107357. Epub 2023 Jan 16.

Abstract

BACKGROUND AND OBJECTIVE

Neurotechnologies have great potential to transform our society in ways that are yet to be uncovered. The rate of development in this field has increased significantly in recent years, but there are still barriers that need to be overcome before bringing neurotechnologies to the general public. One of these barriers is the difficulty of performing experiments that require complex software, such as brain-computer interfaces (BCI) or cognitive neuroscience experiments. Current platforms have limitations in terms of functionality and flexibility to meet the needs of researchers, who often need to implement new experimentation settings. This work was aimed to propose a novel software ecosystem, called MEDUSA©, to overcome these limitations.

METHODS

We followed strict development practices to optimize MEDUSA© for research in BCI and cognitive neuroscience, making special emphasis in the modularity, flexibility and scalability of our solution. Moreover, it was implemented in Python, an open-source programming language that reduces the development cost by taking advantage from its high-level syntax and large number of community packages.

RESULTS

MEDUSA© provides a complete suite of signal processing functions, including several deep learning architectures or connectivity analysis, and ready-to-use BCI and neuroscience experiments, making it one of the most complete solutions nowadays. We also put special effort in providing tools to facilitate the development of custom experiments, which can be easily shared with the community through an app market available in our website to promote reproducibility.

CONCLUSIONS

MEDUSA© is a novel software ecosystem for modern BCI and neurotechnology experimentation that provides state-of-the-art tools and encourages the participation of the community to make a difference for the progress of these fields. Visit the official website at https://www.medusabci.com/ to know more about this project.

摘要

背景与目标

神经技术具有改变社会的巨大潜力,但其发展仍有许多未知。近年来,该领域的发展速度显著加快,但在将神经技术推向大众之前,仍有一些障碍需要克服。其中一个障碍是,执行需要复杂软件的实验(如脑机接口或认知神经科学实验)存在困难。当前的平台在功能和灵活性方面存在局限性,无法满足研究人员的需求,而研究人员通常需要实施新的实验设置。本工作旨在提出一个名为 MEDUSA© 的新软件生态系统,以克服这些限制。

方法

我们遵循严格的开发实践,对 MEDUSA© 进行了优化,以满足脑机接口和认知神经科学研究的需求,特别强调我们解决方案的模块化、灵活性和可扩展性。此外,它是用 Python 实现的,这是一种开源编程语言,通过利用其高级语法和大量社区包,可以降低开发成本。

结果

MEDUSA© 提供了一套完整的信号处理功能,包括几个深度学习架构或连通性分析,以及现成的脑机接口和神经科学实验,使其成为当今最完整的解决方案之一。我们还特别努力提供工具,以方便开发自定义实验,这些实验可以通过我们网站上的应用市场轻松共享,以促进可重复性。

结论

MEDUSA© 是一个用于现代脑机接口和神经技术实验的新型软件生态系统,它提供了最先进的工具,并鼓励社区参与,为这些领域的发展做出贡献。访问官方网站 https://www.medusabci.com/ 以了解更多关于该项目的信息。

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