Efficient Framework for Extracting Desired EEG Signals using Robust Filtering Mechanism
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2017, Vol 5, Issue 3
Abstract
A robust architecture based on quantum mechanics is proposed for processing neural information with the help of Schrodinger Wave Equation (SWE). Non-stationary stochastic signal is represented as a time varying wave packets that is characterized by Recurrent quantum neural network (RQNN).Statistical behavior of the input signal is effectively captured and signal embedded noise is estimated by RQNN algorithm. In order to increase the signal separability, Motor Imagery (MI) based Brain Computer Interface (BCI) is used to filter the Electroencephalogram (EEG) signals before feature extraction and classification. Brain Computer Interface performance is improved by RQNN EEG filtering.
Authors and Affiliations
Syed Mohammad Imran Ali, Shaik Naseer Ahamad, Y. Roopasree, S. Shakeel
Keywords
Related Articles
- EP ID EP23608
- DOI http://doi.org/10.22214/ijraset.2017.3148
- Views 296
- Downloads 8
Modeling and Analysis of Controllers for PV sourced Grid Connected inverter with Unbalanced Nonlinear loads
nowadays, the majority of Photovoltaic power sources connected with the grid has been increased. One of the major problems is the poor PV utilization under changing operating condition. So in order to improve the PV uti...
Survey on Multipoint Measurement Technology Using Optical Fiber
Energy consumption in data centers is increasing dramatically as the information technology infrastructure provides higher speeds and capacities and the deployment of it equipment expands. In a data centers , the percen...
Study of Volume Reduction by Reverse Osmosis and Evaporation of Waste Water
Now a days the problem of various industry effluents is disturbing river and environment. Industry effluent is one of the important biologically degradable wastewater streams, having typical characteristics. It is to be...
slugMaintaining Data Security In Privacy Preserving Association Rule Mining
This paper is based on the various data mining techniques which are used to detect some unwanted transaction in data base. Our approach concentrates on mining data dependencies among data items in the database. A data d...
Cereal Consumption Declining, Pulses Production Declining: - A Great Cause of Worry for India
Since the mid-1990s, India has been experiencing a rise in its economy, which has been accompanied by an improvement in the country’s food supply. This also has been accompanied by the change in food consumption pattern...