Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations
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 aud...
| Main Author: | |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2023-07-01
|
| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2023.1.00301 |
| _version_ | 1797266136359763968 |
|---|---|
| author | Wang Yin |
| author_facet | Wang Yin |
| author_sort | Wang Yin |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-07T16:18:35Z |
| format | Article |
| id | doaj.art-39f08a98cc474f259acb422685859dfc |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-04-25T00:55:53Z |
| publishDate | 2023-07-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-39f08a98cc474f259acb422685859dfc2024-03-11T10:05:46ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562023-07-01821973198210.2478/amns.2023.1.00301Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear EquationsWang Yin01Department of Public Arts, Henan College of Transportation, Zhengzhou, Henan450000, ChinaMany 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.https://doi.org/10.2478/amns.2023.1.00301nonlinear equationaudio classificationfeature extractionmusicnumerical simulation62j02 |
| spellingShingle | Wang Yin Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations Applied Mathematics and Nonlinear Sciences nonlinear equation audio classification feature extraction music numerical simulation 62j02 |
| title | Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations |
| title_full | Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations |
| title_fullStr | Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations |
| title_full_unstemmed | Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations |
| title_short | Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations |
| title_sort | numerical simulation and characteristic analysis of music based on nonlinear equations |
| topic | nonlinear equation audio classification feature extraction music numerical simulation 62j02 |
| url | https://doi.org/10.2478/amns.2023.1.00301 |
| work_keys_str_mv | AT wangyin numericalsimulationandcharacteristicanalysisofmusicbasedonnonlinearequations |