DocumentCode :
3138628
Title :
Moving Towards a Hardware Implementation of the Independent Component Analysis for Brain Computer Interfaces
Author :
Malatesta, Alessandro ; Quitadamo, Lucia Rita ; Abbafati, Manuel ; Bianchi, Luigi ; Marciani, Maria Grazia ; Cardarilli, Gian Carlo
Author_Institution :
Skytechnol. srl, Rome
fYear :
2007
fDate :
27-30 Nov. 2007
Firstpage :
227
Lastpage :
230
Abstract :
Brain computer interface (BCI) systems implement a communication path between human users and the external environment by translating physiological signals directly acquired from the brain into commands toward external peripherals. A lot of protocols have been implemented in the BCI field and a lot of analytical techniques and algorithms on the signals have been tested to improve the reliability of the information extracted from signals and then the performances of BCI systems. Independent component analysis (ICA) revealed to be a useful tool for analyzing data as it allows the separation of the signals in some independent sources which carry information about the different components of the signals themselves. However ICA is computationally expensive and some efforts should be done in order to maximize its results in terms of time spent for the analysis. A hardware implementation is now discussed which makes the ICA more useful for the online analysis typical of BCI systems.
Keywords :
brain models; electroencephalography; handicapped aids; independent component analysis; medical signal processing; BCI systems; ICA; brain computer interfaces; data analysis; external peripherals; hardware implementation; independent component analysis; physiological signals; Algorithm design and analysis; Brain computer interfaces; Hardware; Humans; Independent component analysis; Information analysis; Performance analysis; Protocols; Signal analysis; System testing; Brain Computer Interface; FPGA; Independent Component Analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Circuits and Systems Conference, 2007. BIOCAS 2007. IEEE
Conference_Location :
Montreal, Que.
Print_ISBN :
978-1-4244-1524-3
Electronic_ISBN :
978-1-4244-1525-0
Type :
conf
DOI :
10.1109/BIOCAS.2007.4463350
Filename :
4463350
Link To Document :
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