FINGERS MOTION DETECTION BASED ON ELECTROCORTICOGRAM USING A PARAMETRIC MODEL
Journal Title: Вчені записки Таврійського національного університету імені В. І. Вернадського. Серія: Технічні науки - Year 2018, Vol 29, Issue 5
Abstract
The paper presents application of a parametric model of brain activity to detect the presence of finger motion for use in neurocomputer interfaces. The approach is based on the construction of a parametric autoregressive-moving average model with the previous choice of the main channel and the application of machine learning based on multilayer neural network, for determination of any finger motion. As a result of using the proposed approach the accuracy of the classification is 95.5%. For moments without motion, the true positive determination is 91.0%, for moments with a motion of 100%. The proposed approach is new and can be used to create brain–computer interfaces.
Authors and Affiliations
М. В. Яненко, А. О. Попов
Keywords
Related Articles
- EP ID EP580154
- DOI -
- Views 71
- Downloads 0
METHOD FOR CHECKING A LITIUM-POLYMER BATTERY FOR UNMANNED AIRCRAFT
The article deals with the main classes of unmanned aerial vehicles (UAVs) and the possibilities of their use. The basic types of power supplies of the UAV are determined. The aim of the work is to provide electric power...
DEVELOPMENT OF ENERGY STATUS ON THE BASIS OF BIOGEOTECHNOLOGIES
The basic aspects of development of modern energy are examined in the article, in particular is the use of untraditional types of fuel. These kinds did not find a wideuse in energy, although have a high enough heating va...
THE SYSTEM FOR CONTROL OF VVER-1000 FUEL PROPERTIES WHEN KEEPING THE COOLANT TEMPERATURE CONSTANT
The necessity of the development and introduction of the automated control system of nuclear fuel properties during the operation of the WWER-1000 type reactor with the constant average temperature of the heat carrier of...
METHODS TO TEST EFFICIENCY OF BALANCING STRATEGIES IN VIRTUAL CONTAINERS ORCHESTRATION SYSTEMS
The paper covers methods for testing balancing strategies in isolated environment with synthetic traffic imitation. Every existing strategy is used to solve specific distribution problem in the domain area. Thus the crit...
MAGNETIC FERRITES AS AN EFFICIENT ADSORBENT FOR THE REMOVAL Cr(III) FROM AQUEOUS SOLUTIONS
Magnetic adsorbents by the plasma method are synthesized. The process of adsorption of chromium cations (iii) ferritic adsorbents is investigated. Studied kinetics about this soo. The paper shows that the use of magnetic...