Echo state network activation function based on bistable stochastic resonance

Improvement in the stochastic resonance in the Duffing oscillator subjected to a Poisson white noise excitation

(2021) Huayu Liu et al.   European Physical Journal Plus

Noise-modulated neural networks for selectively functionalizing sub-networks by exploiting stochastic resonance

(2021) Shuhei Ikemoto   NEUROCOMPUTING

Enhancing threshold neural network via suprathreshold stochastic resonance for pattern classification

(2021) Xiaojie Liu et al.   PHYSICS LETTERS A

Influence of levy noise on subthreshold synchronization of spintronic stochastic neurons

(2021) Zhiqiang Liao et al.   Results in Physics

Phase locking of ultra-low power consumption stochastic magnetic bits induced by colored noise

(2021) Zhiqiang Liao et al.   CHAOS SOLITONS & FRACTALS

Distributed Bayesian vector estimation using noise-optimized low-resolution sensor observations

(2021) Jia Liu et al.   DIGITAL SIGNAL PROCESSING

Online robust echo state broad learning system

(2021) Yu Guo et al.   NEUROCOMPUTING

Low-power-consumption physical reservoir computing model based on overdamped bistable stochastic resonance system

(2021) Zhiqiang Liao et al.   NEUROCOMPUTING

Reservoir Computing Using a Spin-Wave Delay-Line Active-Ring Resonator Based on Yttrium-Iron-Garnet Film

(2020) Stuart Watt et al.   Physical Review Applied

Stochastic resonance in a single-well potential and its application in rolling bearing fault diagnosis

(2020) Wei Cheng et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Stochastic resonance in Hopfield neural networks for transmitting binary signals

(2019) Lingling Duan et al.   PHYSICS LETTERS A

Noise-modulated neural networks as an application of stochastic resonance

(2018) Shuhei Ikemoto et al.   NEUROCOMPUTING

A review on neural networks with random weights

(2018) Weipeng Cao et al.   NEUROCOMPUTING

Optimized Multistable Stochastic Resonance for the Enhancement of Pituitary Microadenoma in MRI

(2018) Munendra Singh et al.   IEEE Journal of Biomedical and Health Informatics

Unsupervised EEG Feature Extraction Based on Echo State Network

(2018) Leilei Sun et al.   INFORMATION SCIENCES

Macromagnetic Simulation for Reservoir Computing Utilizing Spin Dynamics in Magnetic Tunnel Junctions

(2018) Taishi Furuta et al.   Physical Review Applied

Medical Image Analysis using Convolutional Neural Networks: A Review

(2018) Syed Muhammad Anwar et al.   JOURNAL OF MEDICAL SYSTEMS

A review of stochastic resonance in rotating machine fault detection

(2018) Siliang Lu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Map-reduce framework-based non-iterative granular echo state network for prediction intervals construction

(2017) Chunyang Sheng et al.   NEUROCOMPUTING

Robust echo state networks based on correntropy induced loss function

(2017) Yu Guo et al.   NEUROCOMPUTING

Energy consumption prediction of office buildings based on echo state networks

(2016) Guang Shi et al.   NEUROCOMPUTING

SCESN, SPESN, SWESN: Three recurrent neural echo state networks with clustered reservoirs for prediction of nonlinear and chaotic time series

(2015) Ensieh Najibi et al.   APPLIED INTELLIGENCE

Novel Approach Using Echo State Networks for Microscopic Cellular Image Segmentation

(2015) Boudjelal Meftah et al.   Cognitive Computation

Optimized echo state networks using a big bang–big crunch algorithm for distance protection of series-compensated transmission lines

(2013) Ali Deihimi et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Predicting Multivariate Time Series Using Subspace Echo State Network

(2013) Min Han et al.   NEURAL PROCESSING LETTERS

Echo state networks based predictive model of vinyl chloride monomer convention velocity optimized by artificial fish swarm algorithm

(2013) Jie Sheng Wang et al.   SOFT COMPUTING

All-optical reservoir computing

(2012) François Duport et al.   OPTICS EXPRESS

LMI-based robust adaptive synchronization of FitzHugh–Nagumo neurons with unknown parameters under uncertain external electrical stimulation

(2011) Muhammad Rehan et al.   PHYSICS LETTERS A

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications

Echo state networks with filter neurons and a delay&sum readout

(2009) Georg Holzmann et al.   NEURAL NETWORKS

Multiplicative-noise-induced coherence resonance via two different mechanisms in bistable neural models

(2008) Jun Tang et al.   PHYSICAL REVIEW E