Expandable networks for neuromorphic chips

被引:69
作者
Merolla, Paul A.
Arthur, John V.
Shi, Bertram E.
Boahen, Kwabena A.
机构
[1] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
[2] Hong Kong Univ Sci & Technol, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
基金
美国国家科学基金会;
关键词
address-event representation (AER); asynchronous communication; cortical circuits; mixed analog-digital integrated circuits; multichip systems; neural chips; neuromorphic engineering;
D O I
10.1109/TCSI.2006.887474
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We have developed a grid network that broadcasts spikes (all-or-none events) in a multichip neuromorphic system by relaying them from chip to chip. The grid is expandable because, unlike a bus, its capacity does not decrease as more chips are added. The multiple relays do not increase latency because the grid's cycle time is shorter than the bus. We describe an asynchronous relay implementation that automatically assigns chip addresses to indicate the source of spikes, encoded as word-serial address-events. This design, which is integrated on each chip, connects neurons at corresponding locations on each of the chips (pointwise connectivity) and supports oblivious, targeted, and excluded delivery of spikes. Results from two chips fabricated in 0.25-mu m technology are presented, showing word-rates up to 45.4 M events/s.
引用
收藏
页码:301 / 311
页数:11
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