Quantum Neural Network-Based EEG Filtering for a Brain-Computer Interface

A novel neural information processing architecture inspired by quantum mechanics and incorporating the well-known Schrodinger wave equation is proposed in this paper. The proposed architecture referred to as recurrent quantum neural network (RQNN) can characterize a nonstationary stochastic signal a...

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Bibliographic Details
Published in:	IEEE transaction on neural networks and learning systems Vol. 25; no. 2; pp. 278 - 288
Main Authors:	Gandhi, Vaibhav, Prasad, Girijesh, Coyle, Damien, Behera, Laxmidhar, McGinnity, Thomas Martin
Format:	Journal Article
Language:	English
Published:	New York, NY IEEE 01.02.2014 Institute of Electrical and Electronics Engineers
Subjects:	Algorithms Applied sciences Artificial intelligence Biological and medical sciences Brain - physiology Brain modeling Brain Waves - physiology Brain-computer interface (BCI) Brain-Computer Interfaces Classical and quantum physics: mechanics and fields Computer science; control theory; systems Computer systems and distributed systems. User interface Connectionism. Neural networks Electrodiagnosis. Electric activity recording electroencephalogram (EEG) Electroencephalography Exact sciences and technology Feature extraction Humans Investigative techniques, diagnostic techniques (general aspects) Lattices Medical sciences Nervous system Neural Networks (Computer) Neurons Noise Physics Potential energy Quantum computation Quantum information recurrent quantum neural network (RQNN) Signal Processing, Computer-Assisted Software Signal estimation Brain-computer interface (BCI) Electroencephalography Unsupervised classification Wave packets Quantum computing Filters Cerebrum Swarm intelligence Modelling Stochastic signal Pattern extraction Quantum communication Recurrent neural nets Statistical analysis Filtering Probabilistic approach Wave equations Signal-to-noise ratio Non stationary condition Pattern recognition Particle swarm optimization Time-varying systems Unsupervised learning electroencephalogram (EEG) Neural networks recurrent quantum neural network (RQNN) User interfaces Feature extraction Schroedinger equation Signal analysis
ISSN:	2162-237X, 2162-2388, 2162-2388
Online Access:	Get full text
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