Title :
Using ERPs for assessing the (sub) conscious perception of noise
Author :
Porbadnigk, Anne K. ; Antons, Jan N. ; Blankertz, Benjamin ; Treder, Matthias S. ; Schleicher, Robert ; Möller, Sebastian ; Curio, Gabriel
Author_Institution :
Machine Learning Lab., Berlin Inst. of Technol., Berlin, Germany
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
In this paper, we investigate the use of event-related potentials (ERPs) as a quantitative measure for quality assessment of disturbed audio signals. For this purpose, we ran an EEG study (N=11) using an oddball paradigm, during which subjects were presented with the phoneme /a/, superimposed with varying degrees of signal-correlated noise. Based on this data set, we address the question to which degree the degradation of the auditory stimuli is reflected on a neural level, even if the disturbance is below the threshold of conscious perception. For those stimuli that are consciously recognized as being disturbed, we suggest the use of the amplitude and latency of the P300 component for assessing the level of disturbance. For disturbed stimuli for which the noise is not perceived consciously, we show for two subjects that a classifier based on shrinkage LDA can be applied successfully to single out stimuli, for which the noise was presumably processed subconsciously.
Keywords :
acoustic noise; bioelectric potentials; electroencephalography; hearing; medical signal processing; neurophysiology; EEG; ERP; P300 component; auditory stimuli; conscious noise perception; disturbance level; event-related potentials; oddball paradigm; shrinkage LDA; signal-correlated noise; subconscious noise perception; Degradation; Electroencephalography; Noise; Noise measurement; Pattern recognition; Presses; Training; Adult; Area Under Curve; Brain; Computer Simulation; Electroencephalography; Event-Related Potentials, P300; Evoked Potentials; Humans; Neurons; Noise; ROC Curve; Signal Processing, Computer-Assisted; Time Factors; Unconscious (Psychology); User-Computer Interface;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626549