On-chip communication for neuro-glia networks

被引:0
|
作者
Martin, George [1 ]
Harkin, Jim [1 ]
McDaid, Liam J. [1 ]
Wade, John J. [1 ]
Liu, Junxiu [1 ]
机构
[1] Ulster Univ Magee, Sch Comp Engn & Intelligent Syst, Magee, Derry, North Ireland
来源
IET COMPUTERS AND DIGITAL TECHNIQUES | 2018年 / 12卷 / 04期
关键词
neural chips; integrated circuit interconnections; on-chip communication; neuro-glia network mapping; geometric scaling; manufacturing process; hardware reliability; biological self-repair computational model; local communication mechanism; global astrocyte network; scalable communication interconnect; communication infrastructure; global self-repair process; astrocyte communication; synaptic activity regulation; astrocyte cells; faulty synapse connections; astrocyte-driven repair process; neural networks; ASTROCYTE; ARCHITECTURE; DESIGN; SYSTEM;
D O I
10.1049/iet-cdt.2017.0187
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Hardware has become more prone to faults as a result of geometric scaling, wear-out and faults caused during the manufacturing process, therefore, the reliability of hardware is reliant on the need to continually adapt to faults. A computational model of biological self-repair in the brain, derived from observing the role of astrocytes (a glial cell found in the mammalian brain), has captured self-repair within models of neural networks known as neuro-glia networks. This astrocyte-driven repair process can address the issues of faulty synapse connections between neurons. These astrocyte cells are distributed throughout a neuro-glia network and regulate synaptic activity, and it has been observed in computational models that this can result in a fine-grained self-repair process. Therefore, mapping neuro-glia networks to hardware provides a strategy for achieving self-repair in hardware. The internal interconnecting of these networks in hardware is a challenge. Previous work has focused on addressing neuron to astrocyte communication (local), however, the global self-repair process is dependent on the communication infrastructure between astrocyte-to-astrocyte; e.g. astrocyte network. This study addresses the key challenge of providing a scalable communication interconnect for global astrocyte network requirements and how it integrates with existing local communication mechanism. Area/power results demonstrate scalable implementations with the ring topology while meeting timing requirements.
引用
收藏
页码:130 / 138
页数:9
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