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Regularized Dfa To Study The Gaze Position Of An Airline Pilot
- Source :
- EUSIPCO 2020-28th European Signal Processing Conference, EUSIPCO 2020-28th European Signal Processing Conference, Aug 2020, Amsterdam / Virtual, Netherlands, EUSIPCO
- Publication Year :
- 2020
-
Abstract
- International audience; To estimate the Hurst exponent of a mono-fractal process, the detrended fluctuation analysis (DFA) is based on the estimation of the trend of the integrated process. The latter is subtracted from the integrated process. The power of the residual is then computed and corresponds to the square of the fluctuation function. Its logarithm is proportional to the Hurst exponent. In the last few years, a few variants of this method have been proposed and differ in the way of estimating the trend. Our contribution in this paper is threefold. First, we introduce a new variant of the DFA, based on a regularized least-square criterion to estimate the trend. Then, the influence of the regularization parameter on the fluctuation function is analyzed in two cases: when the process is wide sense stationary and when it is not. Finally, an application is presented in the field of aeronautics to characterize an attentional impairment: the visual tunneling.
- Subjects :
- Hurst exponent
Stationary process
Logarithm
Filter
Hurst
Interpretation
020206 networking & telecommunications
02 engineering and technology
Function (mathematics)
Residual
Square (algebra)
DFA
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
0202 electrical engineering, electronic engineering, information engineering
Detrended fluctuation analysis
Applied mathematics
020201 artificial intelligence & image processing
Time series
Mathematics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- EUSIPCO 2020-28th European Signal Processing Conference, EUSIPCO 2020-28th European Signal Processing Conference, Aug 2020, Amsterdam / Virtual, Netherlands, EUSIPCO
- Accession number :
- edsair.doi.dedup.....349a9fd0a3523cd3e43657643b5c1390