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—Memristive devices are novel devices, which can be used in applications ranging from memory and logic to neuro-morphic systems. A memristive device offers several advantages: nonvolatility, good scalability, effectively no leakage current, and compatibility with CMOS technology, both electrically and in terms of manufacturing. Several models for memristive(More)
side of the device represents the polarity of the device. If the current flows into the device, the resistance of the device decreases. If the current flows out of the device, the resistance increases. Abstract— Memristive devices are novel structures, developed primarily as memory. Another interesting application for memristive devices is logic circuits.(More)
— Memristors are novel devices, useful as memory at all hierarchies. These devices can also behave as logic circuits. In this paper, the IMPLY logic gate, a memristor-based logic circuit , is described. In this memristive logic family, each memristor is used as an input, output, computational logic element, and latch in different stages of the computing(More)
—Memristors are novel electrical devices used for a variety of applications, including memory, logic circuits, and neu-romorphic systems. Memristive technologies are attractive due to their nonvolatility, scalability, and compatibility with CMOS. Numerous physical experiments have shown the existence of a threshold voltage in some physical memristors.(More)
Memristors can be used as logic gates. No design methodology exists, however, for memristor-based combinatorial logic. In this paper, the design and behavior of a memristive-based logic gate - an IMPLY gate - are presented and design issues such as the tradeoff between speed (fast write times) and correct logic behavior are described, as part of an overall(More)
In a memristor crossbar array, a memristor is positioned on each row-column intersection, and its resistance, low or high, represents two logical states. The state of every memristor can be sensed by the current flowing through the memristor. In this work, we study the sneak path problem in crossbars arrays, in which current can sneak through other cells,(More)
Keywords: Memristor Memristive systems Logic array Memory array von Neumann Architecture Akers logic array a b s t r a c t In-memory computation is one of the most promising features of memristive memory arrays. In this paper, we propose an array architecture that supports in-memory computation based on a logic array first proposed in 1972 by Sheldon Akers.(More)
— In recent years, Neural Networks (NNs) have become widely popular for the execution of different machine learning algorithms. Training an NN is computationally intensive since it requires numerous multiplications of matrices that represent synaptic weights. It is therefore appealing to build a hardware-based NN accelerator to gain parallelism and(More)
Learning in multilayer neural networks (MNNs) relies on continuous updating of large matrices of synaptic weights by local rules. Such locality can be exploited for massive parallelism when implementing MNNs in hardware. However, these update rules require a multiply and accumulate operation for each synaptic weight, which is challenging to implement(More)