4.7 Article

Memristor-Based HTM Spatial Pooler With On-Device Learning for Pattern Recognition

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Automation & Control Systems

Quasi-Synchronization of Delayed Memristive Neural Networks via a Hybrid Impulsive Control

Yufeng Zhou et al.

Summary: This paper introduces a novel hybrid impulsive control algorithm to address the quasi-synchronization of delayed memristive neural networks, reducing conservatism by selecting appropriate parameters and initial conditions. The algorithm avoids Zeno behavior, reduces the number of impulsive controls, and network communication.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2021)

Article Automation & Control Systems

Memristive LSTM Network for Sentiment Analysis

Shiping Wen et al.

Summary: This paper presents a complete solution for the hardware design of a memristor-based MLSTM network, utilizing parameter sharing mechanism and efficient implementation of memristor crossbars to reduce hardware design scale. Experimental results validate the effectiveness of the system.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2021)

Review Computer Science, Artificial Intelligence

Neuromemristive Circuits for Edge Computing: A Review

Olga Krestinskaya et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2020)

Article Automation & Control Systems

Memristor-Based Echo State Network With Online Least Mean Square

Shiping Wen et al.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2019)

Article Computer Science, Hardware & Architecture

Neuromemrisitive Architecture of HTM with On-Device Learning and Neurogenesis

Abdullah M. Zyarah et al.

ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS (2019)

Article Chemistry, Multidisciplinary

Associative Memory for Image Recovery with a High-Performance Memristor Array

Ying Zhou et al.

ADVANCED FUNCTIONAL MATERIALS (2019)

Article Automation & Control Systems

Fault Detection and Isolation in Industrial Processes Using Deep Learning Approaches

Rahat Iqbal et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2019)

Article Automation & Control Systems

Design of a K-Winners-Take-All Model With a Binary Spike Train

Pavlo Tymoshchuk et al.

IEEE TRANSACTIONS ON CYBERNETICS (2019)

Article Computer Science, Theory & Methods

CLASSIC: A cortex-inspired hardware accelerator

Valentin Puente et al.

JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING (2019)

Article Computer Science, Artificial Intelligence

Neuromorphic Architecture for the Hierarchical Temporal Memory

Abdullah M. Zyarah et al.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE (2019)

Article Computer Science, Hardware & Architecture

Feature extraction without learning in an analog spatial pooler memristive-CMOS circuit design of hierarchical temporal memory

Olga Krestinskaya et al.

ANALOG INTEGRATED CIRCUITS AND SIGNAL PROCESSING (2018)

Article Computer Science, Hardware & Architecture

Hierarchical Temporal Memory Features with Memristor Logic Circuits for Pattern Recognition

Olga Krestinskaya et al.

IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS (2018)

Article Engineering, Electrical & Electronic

Spatial-Pooling Memristor Crossbar Converting Sensory Information to Sparse Distributed Representation of Cortical Neurons

Son Ngoc Truong et al.

IEEE TRANSACTIONS ON NANOTECHNOLOGY (2018)

Article Computer Science, Artificial Intelligence

A full-function Pavlov associative memory implementation with memristance changing circuit

Le Yang et al.

NEUROCOMPUTING (2018)

Article Computer Science, Artificial Intelligence

Memristor-Based Circuit Implementations of Recognition Network and Recall Network With Forgetting Stages

Le Yang et al.

IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS (2018)

Article Computer Science, Artificial Intelligence

Memristor-Based Circuit Design for Neuron With Homeostatic Plasticity

Xinming Shi et al.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE (2018)

Article Computer Science, Artificial Intelligence

Hierarchical Temporal Memory Using Memristor Networks: A Survey

Olga Krestinskaya et al.

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE (2018)

Article Engineering, Biomedical

HTM Spatial Pooler With Memristor Crossbar Circuits for Sparse Biometric Recognition

Alex Pappachen James et al.

IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS (2017)

Article Computer Science, Hardware & Architecture

A Compact Memristor-Based Dynamic Synapse for Spiking Neural Networks

Miao Hu et al.

IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS (2017)

Article Mathematical & Computational Biology

The HTM Spatial Pooler - A Neocortical Algorithm for Online Sparse Distributed Coding

Yuwei Cui et al.

FRONTIERS IN COMPUTATIONAL NEUROSCIENCE (2017)

Article Computer Science, Artificial Intelligence

A Memristive Multilayer Cellular Neural Network With Applications to Image Processing

Xiaofang Hu et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2017)

Article Robotics

A Mathematical Formalization of Hierarchical Temporal Memory's Spatial Pooler

James Mnatzaganian et al.

FRONTIERS IN ROBOTICS AND AI (2017)

Article Physics, Applied

Conductance quantization in an AgInSbTe-based memristor at nanosecond scale

L. Jiang et al.

APPLIED PHYSICS LETTERS (2016)

Article Engineering, Electrical & Electronic

Implementation of Memristive Neural Network With Full-Function Pavlov Associative Memory

Xiaoyang Liu et al.

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS (2016)

Article Computer Science, Artificial Intelligence

Continuous Online Sequence Learning with an Unsupervised Neural Network Model

Yuwei Cui et al.

NEURAL COMPUTATION (2016)

Article Computer Science, Artificial Intelligence

Hierarchical Temporal Memory Based on Spin-Neurons and Resistive Memory for Energy-Efficient Brain-Inspired Computing

Deliang Fan et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2016)

Article Automation & Control Systems

Multistability of Recurrent Neural Networks With Nonmonotonic Activation Functions and Mixed Time Delays

Peng Liu et al.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2016)

Article Automation & Control Systems

A Spintronic Memristor-Based Neural Network With Radial Basis Function for Robotic Manipulator Control Implementation

Tianshu Li et al.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2016)

Proceedings Paper Computer Science, Artificial Intelligence

Formal Analysis of HTM Spatial Pooler Performance Under Predefined Operation Conditions

Marcin Pietron et al.

ROUGH SETS, (IJCRS 2016) (2016)

Article Engineering, Electrical & Electronic

VTEAM: A General Model for Voltage-Controlled Memristors

Shahar Kvatinsky et al.

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS (2015)

Article Computer Science, Artificial Intelligence

Memristor-Based Cellular Nonlinear/Neural Network: Design, Analysis, and Applications

Shukai Duan et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2015)

Article Automation & Control Systems

Global Exponential Synchronization of Two Memristor-Based Recurrent Neural Networks with Time Delays via Static or Dynamic Coupling

Zhenyuan Guo et al.

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2015)

Proceedings Paper Computer Science, Cybernetics

Evaluating Real-time Anomaly Detection Algorithms - the Numenta Anomaly Benchmark

Alexander Lavin et al.

2015 IEEE 14TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA) (2015)

Review Nanoscience & Nanotechnology

Memristive devices for computing

J. Joshua Yang et al.

NATURE NANOTECHNOLOGY (2013)

Article Multidisciplinary Sciences

Pattern classification by memristive crossbar circuits using ex situ and in situ training

Fabien Alibart et al.

NATURE COMMUNICATIONS (2013)

Article Computer Science, Artificial Intelligence

Spatial pooling for greyscale images

John Thornton et al.

INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS (2013)

Article Computer Science, Artificial Intelligence

Extending the bioinspired hierarchical temporal memory paradigm for sign language recognition

David Rozado et al.

NEUROCOMPUTING (2012)

Article Materials Science, Multidisciplinary

Resistance switching memories are memristors

Leon Chua

APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING (2011)

Article Computer Science, Artificial Intelligence

Analysis and Design of a k-Winners-Take-All Model With a Single State Variable and the Heaviside Step Activation Function

Jun Wang

IEEE TRANSACTIONS ON NEURAL NETWORKS (2010)

Article Chemistry, Multidisciplinary

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

Sung Hyun Jo et al.

NANO LETTERS (2010)

Article Multidisciplinary Sciences

The missing memristor found

Dmitri B. Strukov et al.

NATURE (2008)