CORtEX 2022 Invited Speaker 4: Large-scale simulations of mammalian brains using peta- to exa-scale computing

J. Igarashi
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Abstract

A whole-brain simulation allows us to investigate all interactions among neurons in the brain to understand the mechanisms of information processing and brain diseases. The computational performance of exascale supercomputers in the 2020s is estimated to realize whole-brain simulation at a human scale. However, it has not been realized to sufficiently reproduce and predict neural behaviors and functionality of the whole brain due to the lack of computational resources, physiological and anatomical data, brain models, and neural network simulators. We have studied large-scale brain simulations with various supercomputers toward whole brain simulations. In this talk, we will introduce studies on developing efficient spiking neural simulators, modeling brain disease, and large-scale simulations of the cortico-cerebello-thalamic circuit using the supercomputer Fugaku.
2022年皮层特邀演讲者4:使用peta到exa-scale计算大规模模拟哺乳动物大脑
全脑模拟使我们能够研究大脑中神经元之间的所有相互作用,从而了解信息处理和脑部疾病的机制。据估计,20世纪20年代百亿亿次超级计算机的计算性能将实现人类尺度的全脑模拟。然而,由于缺乏计算资源、生理解剖数据、脑模型和神经网络模拟器,无法充分再现和预测全脑的神经行为和功能。我们用各种超级计算机研究了大规模的大脑模拟,朝着全脑模拟的方向发展。在这次演讲中,我们将介绍如何开发高效的脉冲神经模拟器,模拟大脑疾病,以及使用超级计算机Fugaku大规模模拟皮质-小脑-丘脑回路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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