SpiNNaker: A multi-core System-on-Chip for massively-parallel neural net simulation

Custom Integrated Circuits Conference(2012)

引用 78|浏览13
暂无评分
摘要
The modelling of large systems of spiking neurons is computationally very demanding in terms of processing power and communication. SpiNNaker is a massively-parallel computer system designed to model up to a billion spiking neurons in real time. The basic block of the machine is the SpiNNaker multicore System-on-Chip, a Globally Asynchronous Locally Synchronous (GALS) system with 18 ARM968 processor nodes residing in synchronous islands, surrounded by a light-weight, packet-switched asynchronous communications infrastructure. The MPSoC contains 100 million transistors in a 102 mm2 die, provides a peak performance of 3.96 GIPS and has a power consumption of 1W at 1.2V when all processor cores operate at nominal frequency. SpiNNaker chips were delivered in May 2011, were fully operational, and met power and performance requirements.
更多
查看译文
关键词
digital simulation,microprocessor chips,multiprocessing systems,neural nets,parallel processing,system-on-chip,ARM968 processor nodes,GALS system,MPSoC,SpiNNaker,globally asynchronous locally synchronous system,massively-parallel computer system,massively-parallel neural net simulation,multicore system-on-chip,packet-switched asynchronous communications infrastructure,power 1 W,spiking neurons,synchronous islands,voltage 1.2 V
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要