Applied Mathematics and Nonlinear Sciences
Journal license

Journal

Applied Mathematics and Nonlinear Sciences


Volume
& Issue

Volume 10, Issue 1


Published
on

March 21, 2025


Pages


DOI

Article

A study of the influence of audio signal processing technology on the expression of music aesthetics in piano performance

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Authors

Xiting Yang Affiliation:
College of Music and Dance, Huaqiao University, Xiamen, Fujian, 361021, China.


Abstract

This paper extracts the audio signals during piano playing, and uses two main audio signal processing techniques, namely audio signal recognition and wavelet transform noise reduction, to pre-process and extract features of the piano audio, and analyzes the influence of the audio signal processing techniques in the expression of music aesthetics by combining with the simulation experiments. The wavelet analysis method used in this paper has a signal-to-noise ratio of 7.55 at decomposition layer 7, and the relative error is 0.16. The model in this paper can predict the playing instruments according to the timbre features, and the accuracy of this model for the recognition of Happy, Angry, Sad, Fear, and Neutral emotional expressions is 0.001. The model in this paper can predict the musical instruments according to the timbre characteristics, and the recognition accuracy of the model for Happy, Angry, Sad, Fear and Neutral is between 0.91 and 0.947. The sound quality of the piano performance before and after the audio signal processing technology has greatly improved, with the SNR increasing by 13dB and the THD decreasing by more than 60%. Audio signal processing technology has the potential to enhance the accuracy of audio signal recognition in piano performance, as well as enhance the sound quality effect and enhance the expression of music aesthetics.


Keywords

Audio signal recognition, Wavelet transform noise reduction, Feature extraction, Audio signal processing, Piano performance, 68M10


Citation

Yang, X. (2025). A study of the influence of audio signal processing technology on the expression of music aesthetics in piano performance. Applied Mathematics and Nonlinear Sciences, 10(1). https://doi.org/10.2478/amns-2025-0671

Published by: Engineering Journals

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