A Learning-Enabled Neuron Array IC Based Upon Transistor Channel Models of Biological Phenomena

被引:88
作者
Brink, Stephen [1 ]
Nease, Stephen [1 ]
Hasler, Paul [1 ]
Ramakrishnan, Shubha [1 ]
Wunderlich, Richard [1 ]
Basu, Arindam [1 ]
Degnan, Brian [1 ]
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
关键词
Electrical implementation of neurobiology; neuromorphic engineering; SYNAPSES; DESIGN;
D O I
10.1109/TBCAS.2012.2197858
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present a single-chip array of 100 biologically-based electronic neuron models interconnected to each other and the outside environment through 30,000 synapses. The chip was fabricated in a standard 350 nm CMOS IC process. Our approach used dense circuit models of synaptic behavior, including biological computation and learning, as well as transistor channel models. We use Address-Event Representation (AER) spike communication for inputs and outputs to this IC. We present the IC architecture and infrastructure, including IC chip, configuration tools, and testing platform. We present measurement of small network of neurons, measurement of STDP neuron dynamics, and measurement from a compiled spiking neuron WTA topology, all compiled into this IC.
引用
收藏
页码:71 / 81
页数:11
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