Synchronous brain machine interface design using focused time delay networks
International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.
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Universiti Malaysia Perlis (UniMAP)
2012
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my.unimap-205872012-08-09T03:56:26Z Synchronous brain machine interface design using focused time delay networks Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Sazali, Yaacob, Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Ramachandran, Nagarajan, Prof. Dr. hema@unimap.edu.my paul@unimap.edu.my Brain Machine Interface (BMI) Neural network Wheelchair Focused time-delay neural network (FTDNN) International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. Focused time delay neural network based design for a four-state Brain Machine Interface (BMI) to drive a wheelchair is analyzed. Motor imagery signals recorded noninvasively using two bipolar electrodes are used in the study. The performance of the proposed dynamic classifier is compared with a static feed forward neural classifier. Data collected from 10 subjects is used in this study. Average classification performance in the range of 93% to 100% is achievable. Experiment results show that the focused time delay neural network model is suitable for a four-state BMI design. 2012-08-09T03:56:26Z 2012-08-09T03:56:26Z 2012-02-27 Working Paper http://hdl.handle.net/123456789/20587 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2012) Universiti Malaysia Perlis (UniMAP) School of Mechatronic Engineering |
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Brain Machine Interface (BMI) Neural network Wheelchair Focused time-delay neural network (FTDNN) |
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Brain Machine Interface (BMI) Neural network Wheelchair Focused time-delay neural network (FTDNN) Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Sazali, Yaacob, Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Ramachandran, Nagarajan, Prof. Dr. Synchronous brain machine interface design using focused time delay networks |
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International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. |
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hema@unimap.edu.my |
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hema@unimap.edu.my Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Sazali, Yaacob, Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Ramachandran, Nagarajan, Prof. Dr. |
format |
Working Paper |
author |
Hema, Chengalvarayan Radhakrishnamurthy Paulraj, Murugesa Pandiyan, Assoc. Prof. Dr. Sazali, Yaacob, Prof. Dr. Abdul Hamid, Adom, Assoc. Prof. Dr. Ramachandran, Nagarajan, Prof. Dr. |
author_sort |
Hema, Chengalvarayan Radhakrishnamurthy |
title |
Synchronous brain machine interface design using focused time delay networks |
title_short |
Synchronous brain machine interface design using focused time delay networks |
title_full |
Synchronous brain machine interface design using focused time delay networks |
title_fullStr |
Synchronous brain machine interface design using focused time delay networks |
title_full_unstemmed |
Synchronous brain machine interface design using focused time delay networks |
title_sort |
synchronous brain machine interface design using focused time delay networks |
publisher |
Universiti Malaysia Perlis (UniMAP) |
publishDate |
2012 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/20587 |
_version_ |
1643793133550436352 |