Redirigiendo al acceso original de articulo en 19 segundos...
ARTÍCULO
TITULO

Application Specific Reconfigurable Processor for Eyeblink Detection from Dual-Channel EOG Signal

Diba Das    
Mehdi Hasan Chowdhury    
Aditta Chowdhury    
Kamrul Hasan    
Quazi Delwar Hossain and Ray C. C. Cheung    

Resumen

The electrooculogram (EOG) is one of the most significant signals carrying eye movement information, such as blinks and saccades. There are many human?computer interface (HCI) applications based on eye blinks. For example, the detection of eye blinks can be useful for paralyzed people in controlling wheelchairs. Eye blink features from EOG signals can be useful in drowsiness detection. In some applications of electroencephalograms (EEGs), eye blinks are considered noise. The accurate detection of eye blinks can help achieve denoised EEG signals. In this paper, we aimed to design an application-specific reconfigurable binary EOG signal processor to classify blinks and saccades. This work used dual-channel EOG signals containing horizontal and vertical EOG signals. At first, the EOG signals were preprocessed, and then, by extracting only two features, the root mean square (RMS) and standard deviation (STD), blink and saccades were classified. In the classification stage, 97.5% accuracy was obtained using a support vector machine (SVM) at the simulation level. Further, we implemented the system on Xilinx Zynq-7000 FPGAs by hardware/software co-design. The processing was entirely carried out using a hybrid serial?parallel technique for low-power hardware optimization. The overall hardware accuracy for detecting blinks was 95%. The on-chip power consumption for this design was 0.8 watts, whereas the dynamic power was 0.684 watts (86%), and the static power was 0.116 watts (14%).

 Artículos similares

       
 
Dimitris C. Gkikas, Marios C. Gkikas and John A. Theodorou    
The specific application of this work involves the development of an intelligent system for diagnosing and treating fish diseases in Greek fish farming. The project aims to enhance the competitiveness of Greek fish farming by addressing the increasing mo... ver más
Revista: Applied Sciences

 
Felipe Coelho de Abreu Pinna, Victor Takashi Hayashi, João Carlos Néto, Rosangela de Fátima Pereira Marquesone, Maísa Cristina Duarte, Rodrigo Suzuki Okada and Wilson Vicente Ruggiero    
Complex and long interactions (e.g., a change of topic during a conversation) justify the use of dialog systems to develop task-oriented chatbots and intelligent virtual assistants. The development of dialog systems requires considerable effort and takes... ver más
Revista: Applied Sciences

 
Srdan ?ivkovic, Nenad Stojkovic, Dragana Turnic, Marko Milo?evic and Marija Spasojevic ?urdilovic    
Welded structural hollow sections are becoming increasingly used in contemporary civil engineering buildings. More specific design techniques are needed for connections in steel structures with welded structural hollow sections than for traditional conne... ver más
Revista: Applied Sciences

 
Keno Jann Büscher, Jan Philipp Degel and Jan Oellerich    
This paper provides a comprehensive overview of approaches to the determination of isocontours and isosurfaces from given data sets. Different algorithms are reported in the literature for this purpose, which originate from various application areas, suc... ver más
Revista: Algorithms

 
Suhee Jo, Ryeonggu Kwon and Gihwon Kwon    
GitHub serves as a platform for collaborative software development, where contributors engage, evolve projects, and shape the community. This study presents a novel approach to analyzing GitHub activity that departs from traditional methods. Using Discre... ver más
Revista: Applied Sciences