Towards a Brain Computer Interface using wavelet transform with averaged and time segmented adapted wavelets
作者： Muhammad Bilal Khalid , Naveed Iqbal Rao , Intisar Rizwan-i-Haque , Sarmad Munir , Farhan Tahir
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摘要: A Brain Computer Interface (BCI) is a system that provides an individual non-muscular way to control his surroundings by working on the activity signals generated in brain. Activity collected from brain form Electroencephalogram (EEG) are used described this paper. Time Domain normalization has been preprocessing stage. Wavelet transform with pattern adapted wavelet filter for purpose of feature extraction. Exact Radial Basis Neural networks classification and heuristic weight adjustment neural was done final decision making. Tests carried out two different datasets give accuracies more than 91% 86%.
sci-hub.se 参考文章(12)
Joseph O. Chapa, Raghuveer M. Rao, Optimal matched wavelet construction and its application to image pattern recognition SPIE's 1995 Symposium on OE/Aerospace Sensing and Dual Use Photonics. ,vol. 2491, pp. 518- 529 ,(1995) , 10.1117/12.205374
V.J. Samar, K.P. Swartz, M.R. Raghuveer, Multiresolution analysis of event-related potentials by wavelet decomposition Brain and Cognition. ,vol. 27, pp. 398- 438 ,(1995) , 10.1006/BRCG.1995.1028
C. Brunner, R. Scherer, B. Graimann, G. Supp, G. Pfurtscheller, Online Control of a Brain-Computer Interface Using Phase Synchronization IEEE Transactions on Biomedical Engineering. ,vol. 53, pp. 2501- 2506 ,(2006) , 10.1109/TBME.2006.881775
E.L. Glassman, A Wavelet-Like Filter Based on Neuron Action Potentials for Analysis of Human Scalp Electroencephalographs IEEE Transactions on Biomedical Engineering. ,vol. 52, pp. 1851- 1862 ,(2005) , 10.1109/TBME.2005.856277
D.P. Burke, S.P. Kelly, P. deChazal, R.B. Reilly, C. Finucane, A parametric feature extraction and classification strategy for brain-computer interfacing international conference of the ieee engineering in medicine and biology society. ,vol. 13, pp. 12- 17 ,(2005) , 10.1109/TNSRE.2004.841881
Nuri F. Ince, Ahmed H. Tewfik, Sami Arica, A space-time-frequency analysis approach for the classification motor imagery EEG recordings in a brain computer interface task. international conference of the ieee engineering in medicine and biology society. ,vol. 2006, pp. 2581- 2584 ,(2006) , 10.1109/IEMBS.2006.260052
Sam Darvishi, Ahmed Al-Ani, Brain-Computer Interface Analysis using Continuous Wavelet Transform and Adaptive Neuro-Fuzzy Classifier international conference of the ieee engineering in medicine and biology society. ,vol. 2007, pp. 3220- 3223 ,(2007) , 10.1109/IEMBS.2007.4353015
Ali Bashashati, Mehrdad Fatourechi, Rabab K Ward, Gary E Birch, A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals. Journal of Neural Engineering. ,vol. 4, ,(2007) , 10.1088/1741-2560/4/2/R03
Muhammad Bilal Khalid, Naveed Iqbal Rao, Intisar Rizwan-i-Haque, Sarmad Munir, Farhan Tahir, A Brain Computer Interface (BCI) using Fractional Fourier Transform with Time Domain normalization and heuristic weight adjustment international conference on signal processing. pp. 2734- 2737 ,(2008) , 10.1109/ICOSP.2008.4697713
Kenji Nakayama, Kiyoto Inagaki, A Brain Computer Interface Based on Neural Network with Efficient Pre-Processing 2006 International Symposium on Intelligent Signal Processing and Communications. pp. 673- 676 ,(2006) , 10.1109/ISPACS.2006.364745