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Arkheia: Data Management and Communication for Open Computational Neuroscience

机译:Arkheia:开放式计算神经科学的数据管理和通信

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摘要

Two trends have been unfolding in computational neuroscience during the last decade. First, a shift of focus to increasingly complex and heterogeneous neural network models, with a concomitant increase in the level of collaboration within the field (whether direct or in the form of building on top of existing tools and results). Second, a general trend in science toward more open communication, both internally, with other potential scientific collaborators, and externally, with the wider public. This multi-faceted development toward more integrative approaches and more intense communication within and outside of the field poses major new challenges for modelers, as currently there is a severe lack of tools to help with automatic communication and sharing of all aspects of a simulation workflow to the rest of the community. To address this important gap in the current computational modeling software infrastructure, here we introduce Arkheia. Arkheia is a web-based open science platform for computational models in systems neuroscience. It provides an automatic, interactive, graphical presentation of simulation results, experimental protocols, and interactive exploration of parameter searches, in a web browser-based application. Arkheia is focused on automatic presentation of these resources with minimal manual input from users. Arkheia is written in a modular fashion with a focus on future development of the platform. The platform is designed in an open manner, with a clearly defined and separated API for database access, so that any project can write its own backend translating its data into the Arkheia database format. Arkheia is not a centralized platform, but allows any user (or group of users) to set up their own repository, either for public access by the general population, or locally for internal use. Overall, Arkheia provides users with an automatic means to communicate information about not only their models but also individual simulation results and the entire experimental context in an approachable graphical manner, thus facilitating the user's ability to collaborate in the field and outreach to a wider audience.
机译:在过去的十年中,计算神经科学领域出现了两种趋势。首先,将焦点转移到日益复杂和异构的神经网络模型上,随之而来的是在现场的协作水平提高(无论是直接协作还是以现有工具和结果为基础构建)。第二,科学的总体趋势是在内部与其他潜在的科学合作者进行内部和外部与更广泛的公众进行更开放的交流。面向领域内外的更加集成的方法和更紧密的交流的​​这种多方面的发展给建模人员提出了重大的新挑战,因为当前严重缺乏帮助自动交流和共享仿真工作流各个方面的工具。其余的社区。为了解决当前计算建模软件基础结构中的这一重要空白,在此我们介绍Arkheia。 Arkheia是用于系统神经科学中计算模型的基于Web的开放科学平台。它在基于Web浏览器的应用程序中提供了仿真结果,实验协议以及参数搜索的交互式探索的自动,交互式图形表示。 Arkheia专注于自动显示这些资源,而用户的手动输入最少。 Arkheia以模块化方式编写,重点关注平台的未来开发。该平台以开放的方式设计,具有明确定义和分离的API,可用于数据库访问,因此任何项目都可以编写自己的后端,将其数据转换为Arkheia数据库格式。 Arkheia不是集中式平台,但允许任何用户(或一组用户)建立自己的存储库,以供一般大众公开访问,或供内部使用。总体而言,Arkheia为用户提供了一种自动方式,以一种易于接近的图形方式不仅传达有关其模型的信息,而且还传达有关单个仿真结果和整个实验环境的信息,从而促进了用户在现场进行协作并扩大受众范围的能力。

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