کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
406847 678113 2011 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
PLATO: Data-oriented approach to collaborative large-scale brain system modeling
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
PLATO: Data-oriented approach to collaborative large-scale brain system modeling
چکیده انگلیسی

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).


► PLATO is a data-oriented approach for large-scale system modeling.
► We develop a model integration library based on the PLATO’s concept.
► A common data format applies for exchanging data between models.
► Models can plug into a large-scale model, just like playing with LEGO blocks.
► PLATO ensures high performance computing utilizing message passing interface (MPI).

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neural Networks - Volume 24, Issue 9, November 2011, Pages 918–926
نویسندگان
, , , , ,