@article {Schasse1605_2015, year = {2015}, author = {Schasse, Alexander and Gerkmann, Timo and Martin, Rainer and Sorgel, Wolfgang and Pilgrim, Thomas and Puder, Henning}, title = {Two-Stage Filter-Bank System for Improved Single-Channel Noise Reduction in Hearing Aids}, journal = {IEEE Trans. Aud. Sp. Lang. Proc.}, volume = {23}, number = {2}, DOI = {10.1109/TASLP.2014.2365992}, ISSN = { 2329-9290 }, abstract = { The filter-bank system implemented in hearing aids has to fulfill various constraints such as low latency and high stop-band attenuation, usually at the cost of low frequency resolution. In the context of frequency-domain noise-reduction algorithms, insufficient frequency resolution may lead to annoying residual noise artifacts since the spectral harmonics of the speech cannot properly be resolved. Especially in case of female speech signals, the noise between the spectral harmonics causes a distinct roughness of the processed signals. Therefore, this work proposes a two-stage filter-bank system, such that the frequency resolution can be improved for the purpose of noise reduction, while the original first-stage hearing-aid filter-bank system can still be used for compression and amplification. We also propose methods to implement the second filter-bank stage with little additional algorithmic delay. Furthermore, the computational complexity is an important design criterion. This finally leads to an application of the second filter-bank stage to lower frequency bands only, resulting in the ability to resolve the harmonics of speech. The paper presents a systematic description of the second filter-bank stage, discusses its influence on the processed signals in detail and further presents the results of a listening test which indicates the improved performance compared to the original single-stage filter-bank system. } }