Please use this identifier to cite or link to this item: http://bura.brunel.ac.uk/handle/2438/22256
Title: A multi-objective approach for improving real-time audio peak reduction and speech clarity in a dental drill noise reduction device
Authors: Jiang, P
Atherton, MA
Keywords: optimisation techniques;speech and audio signal processing;optimisation techniques;speech processing techniques
Issue Date: 2-May-2021
Publisher: Institution of Engineering and Technology (IET)
Citation: Jiang, P. and Atherton, M.A. (2021) 'A multi-objective approach for improving real-time audio peak reduction and speech clarity in a dental drill noise reduction device', Journal of Engineering, 2021 (7), pp. 380–393. doi: 10.1049/tje2.12043.
Abstract: Audio signals typically comprise several characteristics to be improved by signal processing and in practice, each of these characteristics has a unique relationship to the controllable system parameters. Quantifying these relationships in a multi-objective (MO) approach will enable an improved system setup. This paper determines two novel objective functions of a complex audio signal for the real-time simultaneous improvement of audio peak reduction and speech clarity in a dental drill noise reduction (DDNR) device. The influence of the DDNR system parameters on the outcome of peak reduction and speech clarity is determined by combining response surface methodology and a desirability function to enable MO optimisation. The results show an average improvement of nearly 30% over the original DDNR device performance. The approach described provides an effective means for addressing MO optimisation of other real-time audio signal processing applications where the signal has similar peak reduction and speech clarity objectives to be processed, particularly where the physical outcome is not easy to evaluate in a virtual environment.
URI: https://bura.brunel.ac.uk/handle/2438/22256
DOI: https://doi.org/10.1049/tje2.12043
Other Identifiers: ORCiD: Pingfei Jiang https://orcid.org/0000-0001-6163-2632
ORCiD: Mark A. Atherton https://orcid.org/0000-0002-3293-4241
Appears in Collections:Department of Mechanical and Aerospace Engineering Research Papers

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