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A novel design of memristor-based bidirectional associative memory circuits using Verilog-AMS

机译:使用Verilog-AMS的基于忆阻器的双向关联存储电路的新颖设计

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Recently, memristor as an emerging device has been used as the basic synapse realization component for the circuit implementation of artificial neural networks. Following this trend, this paper studies the circuit realization of a memristor-based bidirectional associative memory (BAM) system that extends the memristor crossbar array structure for bidirectional synaptic weighting operation. The neuron cell in BAM is represented by digital circuit element JK flip-flop for hardware cost-saving. Meanwhile a novel memristor programming strategy is also considered and examined to ease the on-chip learning. The design of such memristive BAM circuit system is conducted by hardware description language Verilog-AMS and has been validated in a commercial circuit simulation environment via a case study. Test results show that a set of binary character patterns can be memorized and recalled successfully by the trained memristive BAM system. (C) 2018 Elsevier B.V. All rights reserved.
机译:最近,忆阻器作为一种新兴的设备已被用作人工神经网络的电路实现的基本突触实现组件。遵循这一趋势,本文研究了基于忆阻器的双向关联存储器(BAM)系统的电路实现,该系统扩展了忆阻器交叉开关阵列结构以进行双向突触加权操作。 BAM中的神经元单元由数字电路元件JK触发器表示,以节省硬件成本。同时,还考虑并研究了一种新颖的忆阻器编程策略,以简化片上学习。这种忆阻型BAM电路系统的设计由硬件描述语言Verilog-AMS进行,并已通过案例研究在商用电路仿真环境中得到验证。测试结果表明,经过训练的忆阻BAM系统可以成功地记忆和调用一组二进制字符模式。 (C)2018 Elsevier B.V.保留所有权利。

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