<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>Many small and interactive subsystems in music creation are produced continuously in development and evolution. This paper uses the nonlinear equation statistical method for audio classification, and its principle and implementation mechanism are perfect. This method has been widely used in many audio categories. On this basis, the application of the KLR algorithm in the audio classification system is further studied. Then, this mode is applied to the audio division of similar Musical Instruments. Finally, this paper will collect the violin and cello music signal simulation experiment. Then the nonlinear equation is compared with classical Logistic regression and SVM. The results show that this method has better advantages in classification and processing.</p>
</abstract>

Many small and interactive subsystems in music creation are produced continuously in development and evolution. This paper uses the nonlinear equation statistical method for audio classification, and its principle and implementation mechanism are perfect. This method has been widely used in many audio categories. On this basis, the application of the KLR algorithm in the audio classification system is further studied. Then, this mode is applied to the audio division of similar Musical Instruments. Finally, this paper will collect the violin and cello music signal simulation experiment. Then the nonlinear equation is compared with classical Logistic regression and SVM. The results show that this method has better advantages in classification and processing.

Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

Many small and interactive subsystems in music creation are produced continuously in development and evolution. This paper uses the nonlinear equation...

Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations

Published Online: Jun 06, 2023

Page range: 1973 - 1982

Received: Jun 12, 2022

Accepted: Nov 25, 2022

DOI: https://doi.org/10.2478/amns.2023.1.00301

Keywords
Nonlinear equation, Audio classification, Feature extraction, Music, Numerical simulation

© 2023 Yin Wang, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations

Published Online: Jun 06, 2023

Page range: 1973 - 1982

Received: Jun 12, 2022

Accepted: Nov 25, 2022

DOI: https://doi.org/10.2478/amns.2023.1.00301

KeywordsNonlinear equation, Audio classification, Feature extraction, Music, Numerical simulation

© 2023 Yin Wang, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Nonlinear equation, Audio classification, Feature extraction, Music, Numerical simulation