STAND-ALONE HARDWARE-BASED LEARNING-SYSTEM

被引:0
|
作者
CLARKSON, T [1 ]
NG, CK [1 ]
机构
[1] CITY POLYTECH HONG KONG,DEPT ELECTR ENGN,HONG KONG,HONG KONG
关键词
NEURAL NETWORKS; VLSI; REINFORCEMENT TRAINING; PRAM;
D O I
10.1143/JJAP.34.1050
中图分类号
O59 [应用物理学];
学科分类号
摘要
The probabilistic Random Access Memory (pRAM) is a biologically-inspired model of a neuron. The pRAM behaviour is described in this paper in relation to binary and real-valued input vectors. The pRAM is hardware-realisable, as is its reinforcement training algorithm. The pRAM model may be applied to a wide range of artificial neural network applications, many of which are classification tasks. The application presented here is a control problem where an inverted pendulum, mounted on a cart, is to be balanced. The solution to this problem using the pRAM-256, a VLSI pRAM controller, is shown.
引用
收藏
页码:1050 / 1055
页数:6
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