采用脉冲宽度调制技术实现人工神经网络
The implementation of artificial neural networks using pulse width modulation technique
-
摘要: 该文提出了一种采用脉冲宽度调制(PWM)技术实现的人工神经网络(ANN),神经网络的权值采用数字存储器存储,突触电路由开关组成,电容积分电路和电流采样保持电路完成输入信号和权值信号的乘加运算,输出采用双电流镜。电路结构简单,易于集成,可用于构成前馈网络,如实现异或运算的人工神经网络。Abstract: An Artificial Neural Network (ANN) is proposed which is implemented through Pulse Width Modulation (PWM) technique. The weight of the neural network is stored in digital memory, while the synapse circuits are composed of switches. The capacitor integral circuits and the current sample/hold circuits are used to implement the Weighted summation Operation (WSO) that are required in the realization of a general ANN. This circuit is easy to be integrated because of its simple structure, which could be used to construct the feed forward neural networks, for example, to implement ANN for an XOR function.
-
Yasuhiro Ota, B. M. Wilamowki, Analog implementation of pulse-coupled neural networks, IEEE Trans. on Neural Networks, 1999, 10(3), 539-544.[2]R. Coggins, M. Jabri, B. Flower, S. Pickard, A hybrid analog and digital VLSI neural network for intracardiac morphology classification, IEEE J. of Solid State Circuits, 1995, 30(5), 542-550.[3]王智,陈琼,郑启伦,用BiCMOS工艺实现的阈值神经元电路,华南理工大学学报(自然科学版),1999,27(12),11-15[4]陈琼,郑启伦,神经网络系统硬件实现的研究进展,电路与系统学报,2000,(1),48-51.[5]王若愚,郑启伦,黄贯光,一种基于符号逻辑的神经元模型和电路实现,电子科学学刊,1999,21(1),55-59[6]王伶俐,宋灵贵,吴桂初,陈偕雄,基于双向电流型CMOS电路的谱综合,电子科学学刊,2000,22(2),311-315.[7]张玉浩,等译,模拟集成电路设计一电流模法,北京,高等教育出版社,1996,157-212,398-408. -
计量
- 文章访问数: 2026
- HTML全文浏览量: 101
- PDF下载量: 540
- 被引次数: 0
下载:
