INVESTIGATION AND COMPARISON OF SOME MODELS FOR REMOVING OCULAR ARTIFACTS FROM EEG SIGNALS .1. REVIEW OF MODELS AND DATA-ANALYSIS

被引:5
作者
IFEACHOR, EC
JERVIS, BW
ALLEN, EM
MORRIS, EL
WRIGHT, DE
HUDSON, NR
机构
[1] FREEDOM FIELDS HOSP,DEPT NEUROSCI,PLYMOUTH,DEVON,ENGLAND
[2] PLYMOUTH GEN HOSP,DEPT CLIN NEUROPHYSIOL,PLYMOUTH,DEVON,ENGLAND
[3] PLYMOUTH POLYTECH,DEPT MATH & STAT,PLYMOUTH PL4 8AA,DEVON,ENGLAND
[4] SHEFFIELD CITY POLYTECH,DEPT ELECT & ELECTR ENGN,SHEFFIELD S1 1WB,S YORKSHIRE,ENGLAND
[5] UNIV EXETER,DEPT ENGN SCI,EXETER EX4 4QD,DEVON,ENGLAND
关键词
Data Processing--Medical Applications - Vision--Eye Movements;
D O I
10.1007/BF02447495
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
An investigation of ocular artefacts (OAs) in the human electroencephalogram (EEG) to quantify the effectiveness of OA removal and to find the most effective model for removing OAs online is described. The models used in the investigation are described and the data analyzed. The analysis showed that the 'true' EEG exhibited a high degree of serial correlation and so the ordinary least-squares (OLS) method employed to remove OA was inefficient. Efficient alternative methods based on autoregressive models of the 'true' EEG are discussed. It is also shown that the electro-oculograms (EOGs) are linearly dependent making some of them redundant.
引用
收藏
页码:584 / 590
页数:7
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