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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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