Cover Image

EEG classification using radial basis PSO neural network for brain machine interfaces

Link to publisher's homepage at http://ieeexplore.ieee.org

Saved in:
Bibliographic Details
Main Authors: Paulraj, Murugesapandian, Hema, Chengalvarayan Radhakrishnamurthy, Ramachandran, Nagarajan, Sazali, Yaacob, Abdul Hamid, Adom
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineering (IEEE) 2009
Subjects:
EEG signal processing
Particle swarm optimization
PCA
Radial basis function neural networks
Medical computing
Neurophysiology
Electroencephalography
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/6763
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.unimap-6763
record_format dspace
spelling my.unimap-67632010-11-23T06:41:27Z EEG classification using radial basis PSO neural network for brain machine interfaces Paulraj, Murugesapandian Hema, Chengalvarayan Radhakrishnamurthy Ramachandran, Nagarajan Sazali, Yaacob Abdul Hamid, Adom EEG signal processing Particle swarm optimization PCA Radial basis function neural networks Medical computing Neurophysiology Electroencephalography Link to publisher's homepage at http://ieeexplore.ieee.org Brain Machine Interfaces use the cognitive abilities of patients with neuromuscular disorders to restore communication and motor functions. At present, only EEG and related methods, which have relatively short time constants, can function in most environments, they also require relatively simple and inexpensive equipment. In this paper we propose a mental task classification algorithm using a Particle Swarm Optimization (PSO) for a Radial basis Neural Network. Features are extracted from EEG signals that are recorded during five mental tasks, namely baseline-resting, mathematical multiplication, geometric figure rotation, letter composing and visual counting. PCA features extracted from the task signals are used the neural net to classify different combinations of two mental tasks. Results obtained show average classification rates ranging from % to %. 2009-08-10T03:47:05Z 2009-08-10T03:47:05Z 2007-12 Article p.1-5 978-1-4244-1469-7 http://ieeexplore.ieee.org/xpls/abs_all.jsp?=&arnumber=4451377 http://hdl.handle.net/123456789/6763 en 5th Student Conference on Research and Development (SCORED 2007) Institute of Electrical and Electronics Engineering (IEEE)
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic EEG signal processing
Particle swarm optimization
PCA
Radial basis function neural networks
Medical computing
Neurophysiology
Electroencephalography
spellingShingle EEG signal processing
Particle swarm optimization
PCA
Radial basis function neural networks
Medical computing
Neurophysiology
Electroencephalography
Paulraj, Murugesapandian
Hema, Chengalvarayan Radhakrishnamurthy
Ramachandran, Nagarajan
Sazali, Yaacob
Abdul Hamid, Adom
EEG classification using radial basis PSO neural network for brain machine interfaces
description Link to publisher's homepage at http://ieeexplore.ieee.org
format Article
author Paulraj, Murugesapandian
Hema, Chengalvarayan Radhakrishnamurthy
Ramachandran, Nagarajan
Sazali, Yaacob
Abdul Hamid, Adom
author_facet Paulraj, Murugesapandian
Hema, Chengalvarayan Radhakrishnamurthy
Ramachandran, Nagarajan
Sazali, Yaacob
Abdul Hamid, Adom
author_sort Paulraj, Murugesapandian
title EEG classification using radial basis PSO neural network for brain machine interfaces
title_short EEG classification using radial basis PSO neural network for brain machine interfaces
title_full EEG classification using radial basis PSO neural network for brain machine interfaces
title_fullStr EEG classification using radial basis PSO neural network for brain machine interfaces
title_full_unstemmed EEG classification using radial basis PSO neural network for brain machine interfaces
title_sort eeg classification using radial basis pso neural network for brain machine interfaces
publisher Institute of Electrical and Electronics Engineering (IEEE)
publishDate 2009
url http://dspace.unimap.edu.my/xmlui/handle/123456789/6763
_version_ 1643788599224696832
score 13.214268

Similar Items