title: Effect of spectral change enhancement for the hearing impaired using parameter values selected with a genetic algorithm.
abstract: Chen et al. [J. Acoust. Soc. Am. 131, 2987-2998 (2012)] evaluated the effectiveness of an algorithm for enhancing spectral changes over time in improving the intelligibility of speech in background sounds for hearing-impaired subjects. The processing improved intelligibility for speech in steady speech-spectrum noise (SSN) but tended to impair intelligibility in a background of two-talker speech (TTS). Large individual differences were found. The present study assessed whether the effectiveness of the algorithm was improved when the parameters that controlled the degree and type of enhancement were chosen individually for each subject, using a genetic algorithm based on subjective preferences for speech clarity. The parameter values selected by the genetic algorithm varied markedly across subjects. Speech intelligibility was measured for unprocessed stimuli and stimuli processed using the selected parameters, with SSN and TTS maskers and two signal-to-masker ratios (SMRs) for each subject. The intelligibility of speech in the SSN masker at the lower SMR was improved about 14 percentage points by the processing. The overall improvement produced by the processing was significantly larger than the improvement observed in the previous study when the parameter values were fixed across subjects, indicating that use of the genetic algorithm was beneficial.
authors: Department of Machine Intelligence, Speech and Hearing Research Center and Key Laboratory of Machine Perception (Ministry of Education), Peking University, Beijing 100871, People's Republic of China. janechenjing@gmail.com
authors: Jing
authors: J
authors: Chen
authors: Thomas
authors: T
authors: Baer
authors: Brian C J
authors: BC
authors: Moore
mesh_terms: D000161:Acoustic Stimulation; D000368:Aged; D000465:Algorithms; D001309:Auditory Threshold; D012048:Correction of Hearing Impairment / Q000295:instrumentation*; D004867:Equipment Design; D006310:Hearing Aids; D006801:Humans; D008875:Middle Aged; D009622:Noise / Q000009:adverse effects; D017060:Patient Satisfaction; D010470:Perceptual Masking; D019986:Persons with Hearing Disabilities / Q000523:psychology / Q000534:rehabilitation*; D012815:Signal Processing, Computer-Assisted; D013018:Sound Spectrography; D013065:Speech Intelligibility; D013067:Speech Perception; D013069:Speech Reception Threshold Test; D013997:Time Factors