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http://dspace.unimap.edu.my:80/xmlui/handle/123456789/20587| Title: | Synchronous brain machine interface design using focused time delay networks |
| Authors: | 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 |
| Keywords: | Brain Machine Interface (BMI) Neural network Wheelchair Focused time-delay neural network (FTDNN) |
| Issue Date: | 27-Feb-2012 |
| Publisher: | Universiti Malaysia Perlis (UniMAP) |
| Series/Report no.: | Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2012) |
| Abstract: | 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. |
| Description: | 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. |
| URI: | http://dspace.unimap.edu.my/123456789/20587 |
| Appears in Collections: | Conference Papers Abdul Hamid Adom, Prof. Dr. Sazali Yaacob, Prof. Dr. Paulraj Murugesa Pandiyan, Assoc. Prof. Dr. |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| 132-63582_Synchronous Brain Machine Interface Design using Focused Time Delay Networks.pdf | Access is limited to UniMAP community | 45.26 kB | Adobe PDF | View/Open |
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