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PLATO:面向数据的协同大规模脑系统建模方法。

PLATO: data-oriented approach to collaborative large-scale brain system modeling.

机构信息

Laboratory for Neuroinformatics, RIKEN Brain Science Institute, Hirosawa, 2-1, Wako, Saitama 351-0198, Japan.

出版信息

Neural Netw. 2011 Nov;24(9):918-26. doi: 10.1016/j.neunet.2011.06.011. Epub 2011 Jul 1.

Abstract

The brain is a complex information processing system, which can be divided into sub-systems, such as the sensory organs, functional areas in the cortex, and motor control systems. In this sense, most of the mathematical models developed in the field of neuroscience have mainly targeted a specific sub-system. In order to understand the details of the brain as a whole, such sub-system models need to be integrated toward the development of a neurophysiologically plausible large-scale system model. In the present work, we propose a model integration library where models can be connected by means of a common data format. Here, the common data format should be portable so that models written in any programming language, computer architecture, and operating system can be connected. Moreover, the library should be simple so that models can be adapted to use the common data format without requiring any detailed knowledge on its use. Using this library, we have successfully connected existing models reproducing certain features of the visual system, toward the development of a large-scale visual system model. This library will enable users to reuse and integrate existing and newly developed models toward the development and simulation of a large-scale brain system model. The resulting model can also be executed on high performance computers using Message Passing Interface (MPI).

摘要

大脑是一个复杂的信息处理系统,可以分为子系统,如感觉器官、皮层中的功能区和运动控制系统。从这个意义上说,神经科学领域开发的大多数数学模型主要针对特定的子系统。为了整体上理解大脑的细节,需要将这些子系统模型整合起来,开发出一个具有神经生理学意义的大规模系统模型。在本工作中,我们提出了一个模型集成库,通过通用的数据格式可以将模型连接起来。在这里,通用的数据格式应该是可移植的,这样用任何编程语言、计算机体系结构和操作系统编写的模型都可以连接。此外,该库应该很简单,以便模型可以适应使用通用数据格式,而不需要任何关于其使用的详细知识。使用这个库,我们已经成功地连接了现有的模型,这些模型再现了视觉系统的某些特征,从而开发了一个大规模的视觉系统模型。这个库将使用户能够重复使用和集成现有的和新开发的模型,从而开发和模拟一个大规模的大脑系统模型。生成的模型也可以使用消息传递接口(MPI)在高性能计算机上执行。

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