Title :
An algorithm for fractal dimension calculation based on Renyi entropy for short time signal analysis
Author :
Kith, Kimcheng ; Sourina, Olga ; Kulish, Vladimir ; Khoa, Nguyen Minh
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Among the approaches used to analyze biomedical signals, e.g. electroencephalogram, there are methods based on fractal dimension (FD) calculation. One of the main drawbacks of these methods is the requirement for long duration of the analyzed signal. To analyze events of brief duration in real-time mode and to apply the results obtained directly in the time domain, thus providing an easier interpretation of FD behavior; in this work we present a fast algorithm to calculate the FD of the signal. It is derived from the generalized entropy, namely Renyi entropy.
Keywords :
entropy; fractals; Renyi entropy; analyzed signal; biomedical signals; electroencephalogram; fractal dimension calculation; generalized entropy; short time signal analysis; time domain; Algorithm design and analysis; Biomedical engineering; Biomedical measurements; Brain; Entropy; Fractals; Signal analysis; Size measurement; Sun; Visualization; Fractal; Renyi entropy; Weierstrass signal; entropy; fractal dimension;
Conference_Titel :
Information, Communications and Signal Processing, 2009. ICICS 2009. 7th International Conference on
Conference_Location :
Macau
Print_ISBN :
978-1-4244-4656-8
Electronic_ISBN :
978-1-4244-4657-5
DOI :
10.1109/ICICS.2009.5397510