Date of Award
2007
Degree Type
Thesis
Degree Name
Master of Engineering Science
Program
Electrical and Computer Engineering
Abstract
The advent and widespread use of mobile communication devices have signifi cantly increased the need for reliable speech communication in acoustically diverse environments. The speech communication applications involving digital hearing aids, mobile phones, hands-free telephones, and speech recognition systems are often used in noisy outdoor environments such as noisy streets, restaurants, subway stations, air ports, or in moving vehicles. Since the quality and intelligibility of speech drastically degrades in the presence of background noise, speecli enhancement systems form a vital front-end to improve the performance of these modern communication devices in noisy environments. This thesis contributes to the development of novel methods of subband adaptive filtering applied to a dual channel speech enhancement system. A new subband Crosstalk Resistant Adaptive Noise Canceller structure based on an improved fixed step-size affine projection algorithm is proposed (FSS-Sub-CRANC). This research work is further extended to demonstrate the advantage of employing variable step size adaptive filters over the fixed step-size adaptive filters using a variable step-size Sub-CRANC (VSS-Sub-CRANC). The proposed Sub-CRANC structures consist of a built-in Voice Activity Detector (VAD) which sequentially detects the speecli activity in each subband and two other adaptive filters connected in a feedback loop to cancel the background noise and crosstalk. An objective measurement technique called the Perceptual Evaluation of Speech Quality (PESQ) Mean-Opinion Score (MOS) is used to evaluate the performance of the proposed Sub-CRANC structures with existing schemes. The proposed Sub-CRANC schemes were evaluated with simulated and experimental data collected from hearing aids. Results show that the proposed architectures exhibit better performance than conventional techniques.
Recommended Citation
Sukumaran, Sujay, "Dual Channel Speech Enhancement Using Subband Adaptive Filters" (2007). Digitized Theses. 5077.
https://ir.lib.uwo.ca/digitizedtheses/5077