Memristor-based circuit design for multilayer neural networks

Y Zhang, X Wang, EG Friedman - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Memristors are promising components for applications in nonvolatile memory, logic circuits,
and neuromorphic computing. In this paper, a novel circuit for memristor-based multilayer …

Synaptic characteristics of Ag/AgInSbTe/Ta-based memristor for pattern recognition applications

Y Zhang, Y Li, X Wang… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
The memristor, a promising candidate for synaptic interconnections in artificial neural
network, has gained significant attention for application to neuromorphic systems. One …

A novel memristor-based circuit implementation of full-function Pavlov associative memory accorded with biological feature

Z Wang, X Wang - IEEE Transactions on Circuits and Systems I …, 2017 - ieeexplore.ieee.org
In this paper, a memristor-based Pavlov associative memory circuit accorded with the
biological feature is proposed. The proposed circuit mainly consists of neuron module …

MAD gates—Memristor logic design using driver circuitry

L Guckert, EE Swartzlander - IEEE Transactions on Circuits and …, 2016 - ieeexplore.ieee.org
Memristors have recently begun to be explored in arithmetic applications. However, all prior
designs for memristor-based gates have had shortcomings in terms of scalability …

Stateful logic operations in one-transistor-one-resistor resistive random access memory array

W Shen, P Huang, M Fan, R Han… - IEEE Electron …, 2019 - ieeexplore.ieee.org
Nonvolatile and cascadable stateful logic operations are experimentally demonstrated
within a 1 k-bit one-transistor-one-resistor (1T1R) resistive random access memory (RRAM) …

Optimized memristor-based multipliers

L Guckert, EE Swartzlander - IEEE Transactions on Circuits and …, 2017 - ieeexplore.ieee.org
Since memristors came to the forefront of research, minimal work has explored their
application to computer arithmetic. This paper proposes two memristor-based …

A logic circuit design for perfecting memristor-based material implication

Q Chen, X Wang, H Wan, R Yang - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Memristor-based material implication (M-IMP) logic is popular with logic operations, which
provides a possibility that memory is operated directly. However, there is a small limitation …

Memristive quantized neural networks: A novel approach to accelerate deep learning on-chip

Y Zhang, M Cui, L Shen, Z Zeng - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Existing deep neural networks (DNNs) are computationally expensive and memory
intensive, which hinder their further deployment in novel nanoscale devices and …

A memristor-based circuit design for generalization and differentiation on Pavlov associative memory

M Shang, X Wang - Neurocomputing, 2020 - Elsevier
The traditional Pavlov associative memory contains the process of learning and forgetting,
which correspond to the reinforcement and extinction in classical conditional reflex …

Complementary resistive switch-based arithmetic logic implementations using material implication

Y Yang, J Mathew, S Pontarelli, M Ottavi… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Memristors are considered among the most promising future building blocks of next-
generation digital systems. This paper focuses on specific ways to implement logic and …