NDLI: Motor Imagery BCI Research Based on Sample Entropy and SVM

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2012 Sixth International Conference on Electromagnetic Field Problems and Applications

Message from Conference Chairman

ICEF 2012 Organization

Editorial Committee

3-D Finite-Element Simulation of the Vertical Force Evolvement of a Bulk High-Tc Superconductor Subjected to Durative Vertical Fluctuation

A Comparison of the Loss Characteristics in Induction Motors with the Different Core Materials

A Contrastive Studies between Magnetic Coupling Resonance and Electromagnetic Induction in Wireless Energy Transmission

A Design Method for Non-Skewed Small and Medium Cage Induction Motors

A Fast Image Reconstruction Algorithm of Electrical Capacitance Tomography Based on Engle Criterion

A New Inductor for Transverse Flux Induction Heating

A Node Jacobian Back-Projection Algorithm for Beast Imaging with Electrical Impedance Tomography

A Novel 2-D Simplified Model for Investigating the Rotor Shape of Homopolar Inductor Alternator

A Study on Line-Start Permanent Magnet Machine with Improved Saliency Ratio

Adaptive Level Set Method for Finite Element Model of Geometrically Evolving Electromagnetic Systems

An Approach for Regularization Parameter Optimization in Electrical Impedance Tomography

An Approach to 3-D EIT Based on Generalized Back-Projection Method via Node Analysis

An Effective Method of Solving Anisotropic Nonlinear Periodic Electric Field in Oil-Paper Insulation under the AC-DC Hybrid Voltage

An Efficient Calculation for the Temperature of Dry Air-Core Reactor Based on Coupled Multi-Physics Model

An Image Reconstruction Algorithm Based on RBF Neural Network for Electrical Capacitance Tomography

Analysis and Design in Extra High Voltage Circuit Breakers Employing Shunted Capacitors

Analysis and Study of Skewed Slot Tooth Distance on Low Electromagnetic Noise of Three-Phase Induction Motor with Squirrel Cage Rotor

Analysis of Asymmetry Permanent Magnetic Actuators Using Finite Element Method

Analysis of Double Eight-Figure Coil for Transcranial Magnetic Stimulation Based on Realistic Head Model

Analysis of End Force and Optimization Design for Linear Permanent Magnet Brushless DC Motor

Analysis of Flux-Weakening Performances of Dual Three-Phase PM Brushless AC Motors with Alternate Winding Connections

Analysis of Single Side Axial Flux Brushless DC Motor with Two Different Stator Geometries

Analysis of the Electromagnetic Force in Asynchronous Motor Using Time-Stepping Finite Element Method

Analysis of the Optimal Slots and Poles Combination for Reducing Cogging Force in Permanent Magnet Linear Motor

Analysis on MIT System Parameters Based on the Three-Dimension Electromagnetic Simulation

Applicability of the Standard Impedance Boundary Condition in the Calculation of 3D Eddy Current Loss in Conductors

Application of Overlapping Domain Decomposition Method to 3D Eddy Current Field Analysis in Laminated Core

Artificial Searching Swarm Algorithm for Electromagnetic Devices Optimization

Assembly Process's Simulation of High-Field Permanent-Magnet Flux Source Based on Vector Magnetic Hysteresis Model

Back-Projection Reconstruction Algorithm for Magnetic Induction Tomography Based on Magnetic Field Lines Distribution

Bilinear Transform Implementation of the Higher-Order PML

Boundary Image Reconstruction Based on Trust Region Method for Electrical Impedance Tomography

Brain Evoked Potentials under Magnetic Stimulation at Acupuncture Point and at Mock Point

Calculation of Dynamic Capacitances in High Frequency Transformer

Calculation of Shielding Failure Rates for Transmission Lines in Complex Mountainous Areas

Calculation of Transmission Parameter of the Rectangle Defected Ground Structure Using the Parallel FDTD with the Region Segmentation Scheme

Calculation on the Rotor Slot Leakage Reactance of Line-Start Permanent Magnet Synchronous Motor

Characteristics Analysis of Claw-Pole PM Stepping Motor Considering Magnetic Saturation and Leakage Flux

Design of Exciting Coil Integrating Electromagnetically Induced Acoustic Emission with Electromagnetic Ultrasonic Testing

Detent Torque Estimation of Permanent Magnet Motors Using Stress Dependent Hysteresis Model

Development of Electromagnetic Environment of Three Phase Power Lines for Bio-Effects Evaluation

Discussion on Distributed Conductivity for Modeling Stress Corrosion Crack in Eddy Current Testing

Eddy Current and Structure Optimization of High Frequency Coaxial Transformers Using the Numerical Computation Method

Electromagnetic Modeling and Analysis of Droplet Shape and Actuation in Suspended Pipe System

Electromagnetic Scattering by Large Inhomogeneous 3D Targets Utilizing Finite Element Tearing and Interconnecting Method

EMI Principle and Suppression Method in Vehicle Ignition System

Evaluation of Features for Electrode Location Robustness in Brain-Computer Interface (BCI)

Experimental Analysis on Wireless Energy Transfer System Based on Resonant Coupling

Experimental and Theoretical Study of Coupling Effect of Electromagnetic Pulse on Shielded Cable

Experimental Study on Electromagnetic Transient Interference Characteristics in the Secondary Side of UHV Fixed Series Capacitors

Experiments of Frequency Characteristic in Nanocrystalline Material

FEM-Actual Charge Method for Open Boundary Electrostatic Fields

Finite Element Analysis of Induction Motor Core Considering Rotating Magnetization in Electrical Steel Sheets

Finite Element Analysis of Mechanical and Electric Properties of Electric Connector in Electric Vehicle

Fluid-Thermal Field Coupled Analysis of Air Core Power Reactor

Flux Absorber for Flux Control in Permanent-Magnet Machine Using Axial-Directional Mechanical Movement

Forward Problem Model of Human Thorax during Breath in Electrical Impedance Tomography

Improvement of Thermal Equivalent Circuit Network and Prediction on Heat Characteristic of Motor by Calculation of Convection Heat Transfer Coefficient

Influence of Different Magnetic Materials on Magnetizing Current and Speed Characteristic of Permanent Magnetic Actuator

Influence of Stator Ventilation Channel Cutting Length on the Multi-Physics in Air-Cooled Hydro-Generator

Influence of Vector Hysteretic Property of Non-Oriented Silicon Steel Sheet on Three-Phase Induction Motor Model

Influences of Rotor Bar Design on the Starting Performance of Line-Start Permanent Magnet Synchronous Motor

Investigation on Harmonics Suppression of Saturable Magnetically Controlled Reactor Using Nonlinear Magnetic Field Analysis

Iron Loss of 50 W, 100000 rpm Permanent-Magnet Machine in Micro Gas Turbine

Large-Scale Magnetostatic Domain Decomposition Analysis Based on the Minimal Residual Method

Low Frequency Eddy Current Method for Internal Defect Inspection of Steel Structure

Magnetic Actuator Design Using 2-D Genetic Algorithms and the Improved ON/OFF Method

Magnetic Property Modelling of Laminated Silicon Steel Sheets under DC-Biasing Magnetization

Magneto-Structural Coupling Field Analysis on the End Winding of an Multi-Phase Induction Machine

Matching Characteristics of Driving Coil Turns and Armature Velocity for Electromagnetic Inductive Coil Launcher

Minimization of Cogging Torque in Fractional-Slot Axial Flux Permanent Magnet Synchronous Machine with Conventional Structure

Mitigation of Electromagnetic Influence on the Buried Metal Pipeline near Overhead AC Transmission Line

Modeling and Prediction of Overvoltage Induced by Spark-Gap-Triggering in 500 kV Fixed Series Capacitors

Modeling Method of Broadband Equivalent Circuit for Motor

Modeling of Non-Linear Analysis of Dynamic Characteristics of Linear Compressor

Moment-Based Reliability Optimization for TEAM Workshop Problem 22 Using Multiplicative Decomposition Method

Motor Imagery BCI Research Based on Sample Entropy and SVM

No-Load Voltage Waveform Optimization and Rotor Heat Reduction of Tubular Hydro-Generator

Numerical Analysis for Transient Electromagnetic Field of Permanent Magnet Brushless DC Motor

Numerical Analysis of Vibration Due to Magnetostriction of Three Phase Transformer Core

Numerical Analysis of Winding Temperature Field for Dry Type Transformer

Numerical Modeling and Analysis of Nuclear Power, Solar Photovoltaic Power and Wind Power

On 2D Simulation Study of EIE Based on Sensitivity Matrix Algorithm

On the Design of Ultra-Fast Electromechanical Actuators: A Comprehensive Multi-Physical Simulation Model

Optimal Design of Dielectric Embedded Electronically Switchable Multiple Beam Antenna Array for MIMO Wireless Communications

Optimal Design of Interior PM Synchronous Machines Using Randomly Guided Mesh Adaptive Direct Search Algorithm

Optimal Parameter Analysis of Limited Angle Permanent Magnet Brushless DC Motor Operating Mechanism

Optimization Design of Electromagnetic Relay Based on Population Disappearance Particle Swarm Optimization Algorithm

Optimization of Transposition in Stator Bars of Hydro-Generators

Optimum Design of Dry-Type Air-Gapped Iron-Core Reactor Based on Dynamic Programming and Circular Traversing Algorithm

Physics-Based Optimization of EMI Performance in Frequency Modulated Switch Mode Power Converters

Planar Octagon Monopole Antenna for UWB Applications

Position Control of Low Cost Brushless DC Motor Using Hall Sensor

Precise Mutual-Inductance Analysis of a Novel Clasp Rogowski Coil with Symmetrical Double-Printed Imprints

Prediction of Magnetic Signatures of Ship's Induced Vertical Magnetization

Pulsed Eddy Current Testing Based on Gradient Magnetic Field Measurement

Quadrangular Shell Element for Simplified Magnetostatic Modeling of Thin Ferromagnetic Objects

Quantitative Analyses of Magnetic Field Distributions for Buildings of Steel Structure

Reconstruction of Stress Corrosion Cracks Based on Pulsed Eddy Current Signals

Regularization Parameter Optimum Based on Quasi-Optimum Criterion for Image Reconstruction of Electrical Capacitance Tomography

Reliability Evaluation of the Electromagnetic Device Based on the Second Order Sensitivity Analysis

Research on Axial Length Match between Stator and Rotor of Superconducting Synchronous Motor

Research on Design and Modeling on Low Cost Flux Switching Reluctance Machine

Research on Digital-Analog Hybrid Control in Adaptive Interference Cancellation System

Research on Electromagnetic Vibration Behavior of Direct Current Motors

Research on Electromagnetically Acoustic Emission Signals Using Sample Entropy

Research on Simulation and Experiment of the Electromagnetically Induced Acoustic Emission Based on High-Current Loading

Research on Viscosity of Magnetic Fluid and Dynamic Model of Pressure Sensor with Magnetic Fluid

Resonant Frequency Calculation of Witricity Using Equivalent Circuit Model Combined with Finite Element Method

RF Power Amplifier Design for Wireless Power Transfer Using Method of Moment

Shape Optimization for Interior Permanent Magnet Motor Based on Hybrid Optimization Algorithm

Simulation and Analysis for New Bridge-Type High Temperature Superconducting Fault Current Limiter

Simulation and Experiment Study of Characteristics for Amorphous Soft Magnetic Alloy

Simulation and Optimization of Electromagnetic Compatibility Problems Using Computational Electromagnetics and High Performance Computing: A Cloud Computing Based System

Simulation and Research of Transient Recovery Voltage

Simulation of Very Fast Transient Overvoltage on UHV 1000kV GIS Test Circuit

Simulation on Electromagnetic Radiation of High Voltage Converter Station Valves

Simulations and Experiments on Cubic Film Resonator for Wireless Energy Transfer System

Stability Analysis Based on Transient Magnetic-Circuit Coupled Method for DC-Biased Transformer

Structural Optimization Design of Heavy Protective Current Transformers

Studies on Application of Support Vector Machine in Diagnose of Coronary Heart Disease

Study on Hyperthermia with Magnetic Fluids

Study on Temperature Rise Scaling Relationships of Gas Insulated Busbar

Study on the Coupling Characteristic of Flat Winding Transformer in CPS System for High Speed Transportation

Study on the Lightning Withstand Ability of Transmission Line Considering Surge Corona

Taguchi Robust Design of Back Electromotive Force Considering the Manufacturing Tolerances in IPMSM

Tensor Magnetic Reluctivity Properties of Soft Magnetic Composite Materials

The Angle Control of Switched Reluctance Generator for Maximum Output Power

The Circulation Calculation and Analysis of the UHV-HGIS System with the Three-Dimensional Magnetic Field Model

The Excitation Control System Based on Extended State Observer for the Generator System Used on Aviation

The Propagation of Horizontal Static Dipole Electromagnetic Field in Shallow Sea

The Research on Spacecraft TT&CUnwanted Emission Suppression

The Simulink Model of Motor System for HEV Using HILS (Hardware-In-the-Loop)

The Study on the Deployment Regions of Magnetic Sensors in the Closed Loop Degaussing System for Double Hull Submarines

Theoretical and Experimental Study on Resonant Frequency Drifting in Wireless Power Transfer

Thermal Problems in Gas-Insulated Transmission Lines Solved by the Finite-Element Method

Three-Dimensional Magneto-Thermal Fields Analysis and Test of 1100kV GIS Disconnector

Tissue Detection in MR Images Based on an Improved SVM

Topology Optimization of Magnetic Actuator Using the Improved ON/OFF Method

Unbalance Analysis of 15KW, 120krpm, Ultra High Speed Permanent Magnet Synchronous Motor

Unbalanced Magnetic Force Calculation for Rotor and Stator Assembly in Permanent Magnet Motor with Large Diameter

Ventilation Structure Improvement of Large Motors Using 3-D Multi-Physical Coupled-Field Finite-Element Analysis

Motor Imagery BCI Research Based on Sample Entropy and SVM

Content Provider	IEEE Xplore Digital Library
Author	Lei Wang Guizhi Xu Shuo Yang Miaomiao Guo Weili Yan Jiang Wang
Copyright Year	2012
Abstract	Brain Computer Interface (BCI) is a system that provides an artificial communication between the human brain and the external world. It may give disabled people direct control over a neuro-prosthesis by their intentions that are reflected in their brain signals. In this paper, brain electric field data (EEG) was recorded though 28 electrodes placed on the scalp. According to the fact that EEG is non-stationary and non-linear; a non-linear dynamic method called Sample Entropy (SampEn) was applied to extract the features of EEG. A Support Vector Machine (SVM) classifier was structured for pattern classification. The final results show that SampEn is an effective method to extract the feature of different brain states.
Starting Page	1
Ending Page	4
File Size	706238
Page Count	4
File Format	PDF
ISBN	9781467313339
e-ISBN	9781467313353
DOI	10.1109/ICEF.2012.6310370
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-06-19
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Support vector machines Accuracy Time series analysis Feature extraction Electroencephalography Entropy Vectors
Content Type	Text
Resource Type	Article

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