Title :
Comparison of Time-Variant Coherence Algorithms in Single-Trial: A Dynamic Analysis
Author :
Pérez, Daniel ; Helbig, Marko ; Kirlangic, Mehmet E. ; Ivanova, Galina
Author_Institution :
Inst. of Biomed. Eng. & Informatics, Technische Univ. Ilmenau
Abstract :
Synchronization in the electroencephalogram, which can be quantified by time-variant coherence measures, reveals a communication between brain regions reflecting different functions (e.g. learning or memory). Aim of this work is to compare three time-variant coherence algorithms in single-trial. The first algorithm is based on the short-time Fourier transform, the second one on the adaptive discrete Fourier transform, whereas the third algorithm is based on a recursive smoothed pseudo Wigner-distribution. Parameters which describe the dynamic properties of the algorithms were calculated and compared on simulated data. Differences were observed in the estimation performance of the algorithms. Based on the obtained results, the algorithms are discussed for their utilization in future applications
Keywords :
Fourier transforms; Wigner distribution; electroencephalography; medical signal processing; smoothing methods; synchronisation; adaptive discrete Fourier transform; brain; electroencephalogram; learning; memory; recursive smoothed pseudo Wigner-distribution; short-time Fourier transform; synchronization; time-variant coherence algorithms; Algorithm design and analysis; Biomedical engineering; Biomedical informatics; Biomedical measurements; Discrete Fourier transforms; Fourier transforms; Frequency estimation; Frequency synchronization; Spectral analysis; Testing; Time-variant coherence; adaptive discrete Fourier transform; pseudo Wigner-distribution; short-time Fourier transform;
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1615767