An Adaptive Noise Cancellation System Based on Linear and Widely Linear Complex Valued Least Mean Square Algorithms for Removing Electrooculography Artifacts from Electroencephalography Signals
Journal Title: Gazi Üniversitesi Fen Bilimleri Dergisi Part C: Tasarım ve Teknoloji - Year 2018, Vol 6, Issue 1
Abstract
In this study, an adaptive noise cancellation (ANC) system based on linear and widely linear (WL) complex valued least mean square (LMS) algorithms is designed for removing electrooculography (EOG) artifacts from electroencephalography (EEG) signals. The real valued EOG and EEG signals (Fp1 and Fp2) given in dataset are primarily expressed as a complex valued signal in the complex domain. Then, using the proposed ANC system, the EOG artifacts are eliminated in the complex domain from the EEG signals. Expression of these signals in the complex domain allows us to remove EOG artifacts from two EEG channels simultaneously. Moreover, in this study, it has been shown that the complex valued EEG signal exhibits noncircular behavior, and in the case, the WL-CLMS algorithm enhances the performance of the ANC system compared to real-valued LMS and CLMS algorithms. Simulation results support the proposed approach.
Authors and Affiliations
Engin Cemal MENGÜÇ, Salim ÇINAR, Nurettin ACIR
Keywords
Related Articles
- EP ID EP489678
- DOI 10.29109/http-gujsc-gazi-edu-tr.335575
- Views 104
- Downloads 0
Comparison of Drum-type and Disc-type Magnetorheological Brakes by Computational Methods
This paper presents a comparison between drum-type and disc-type magnetorheological brakes, based on torque density and efficiency. Magnetic simulations of the parametric brake designs are carried out in FEMM finite elem...
Design, Manufacturing and Performance Test of Direct Solar Powered Heat Pump of Evaporator
In this study, the heat pump set-up was designed and manufactured by using principle of a vapor compression refrigeration cycle and its componenets. R404a was used as refrigerant and 1,71 m2-solar collector, instead of e...
Electrostatic Charge Discharge: An Investigation on the Effects of the Electronic Manufacturing Sector and the Protective Measures Taken
Electrostatic Discharge is an issue to be alerted, which might cause fatal or economical impacts. In this article, the factors yielding Electrostatic Discharge are briefly summarized, the impacts of such phenomena on the...
Analysis of Long-Term Global Solar Radiation, Sunshine Duration and Air Temperature Data of Ankara and Modeling with Curve Fitting Methods
The information about solar parameters is important in the installation of photovoltaic energy systems that are reliable, environmentally friendly and sustainable. In this study, initially, long-term global solar radiati...
The Investigation of viscosity values of Aluminum Powder Reinforced Polypropylene.
In this study, aluminum (Al) powder reinforced polypropylene based composites were produced and viscosity changes were investigated for the determination of flow properties of composites. Experiments have been carried ou...