Title :
Multi-Channel Wiener Filtering Based Auditory Steady-State Response Detection
Author :
Van Dun, Bram ; Wouters, Jan ; Moonen, Marc
Author_Institution :
Dept. of Neurosci., Katholieke Univ., Leuven
Abstract :
The detection of auditory steady-state responses (ASSRs) provides an objective and frequency specific technique to assess reliable hearing thresholds at audiometric frequencies. Unfortunately, the duration of ASSR measurements can be long, which is unpractical for wide scale clinical application. Therefore, we propose a multi-channel Wiener filtering (MWF) based technique with a priori knowledge through LQ factorisation as a tool to improve the ASSR detection in recorded multi-channel electroencephalogram (EEG) data obtained at intensities above hearing threshold. We conclude that this technique is able to reduce measurement duration significantly. For a multi-channel data set and implementation, near-optimal performance is obtained with five-channel recordings.
Keywords :
Wiener filters; channel bank filters; electroencephalography; hearing; LQ factorisation; audiometric frequencies; auditory steady-state response detection; five-channel recordings; frequency specific technique; multichannel Wiener filtering; multichannel electroencephalogram; scale clinical application; Auditory system; Electroencephalography; Frequency modulation; Hearing aids; Independent component analysis; Pediatrics; Performance evaluation; Signal to noise ratio; Steady-state; Wiener filter; auditory steady-state response; electroencephalogram; hearing threshold estimation; multi-channel Wiener filtering;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2007.366389