DocumentCode :
22423
Title :
Low Complexity Formant Estimation Adaptive Feedback Cancellation for Hearing Aids Using Pitch Based Processing
Author :
Yi FanChiang ; Cheng-Wen Wei ; Yi-Le Meng ; Yu-Wen Lin ; Shyh-Jye Jou ; Tian-Sheuan Chang
Author_Institution :
Dept. of Electron. Eng. & Inst. of Electron., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Volume :
22
Issue :
8
fYear :
2014
fDate :
Aug. 2014
Firstpage :
1248
Lastpage :
1259
Abstract :
This paper proposes a novel algorithm and architecture for the adaptive feedback cancellation (AFC) based on the pitch and the formant information for hearing aid (HA) applications. The proposed method, named as Pitch based Formant Estimation (PFE-AFC), has significantly low complexity compared to Prediction Error Method AFC (PEM-AFC). The proposed PFE-AFC consists of a forward and a backward path processing. The forward path processing includes a low complexity pitch based formant estimator for decorrelation filter coefficients update and a pitch based voice activity detector for speech detection, which facilitates the feedback cancellation filter in the backward path to reduce feedback component and maintain speech quality. From system point of view, the PFE-AFC has low complexity overhead since it is easy to share computation resource with other components in the HA system, such as noise reduction and auditory compensation. In addition, the PFE-AFC is suitable for hardware implementation owing to its regular structure. Complexity evaluations show that the PFE-AFC has four orders lower complexity than the PEM-AFC. Simulation results show that the PFE-AFC and the PEM-AFC can achieve similar PESQ (perceptual evaluation speech quality) and ASG (added stable gain). Moreover, the proposed PFE-AFC can outperform the conventional AFC.
Keywords :
feedback; filtering theory; hearing; hearing aids; medical signal detection; medical signal processing; speech processing; ASG; HA system; PESQ; PFE-AFC; added stable gain; auditory compensation; decorrelation filter coefficients; feedback component; forward path processing; hardware implementation; hearing aids; low-complexity formant estimation adaptive feedback cancellation; noise reduction; perceptual evaluation speech quality; pitch based processing; pitch-based formant estimation; prediction error method AFC; regular structure; speech detection; speech quality; voice activity detector; Complexity theory; Decorrelation; Finite impulse response filters; Frequency control; Frequency modulation; Harmonic analysis; Speech; Adaptive feedback cancellation; hearing aid application; voice activity detection;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE/ACM Transactions on
Publisher :
ieee
ISSN :
2329-9290
Type :
jour
DOI :
10.1109/TASLP.2014.2327300
Filename :
6822517
Link To Document :
بازگشت