Welcome to Scholar Publishing Group

International Journal of Educational Innovation and Science, 2023, 4(1); doi: 10.38007/IJEIS.2023.040111.

Intelligent Control System Algorithm Based on Cooperation in Singing Method of Soloist


Jia Xu

Corresponding Author:
Jia Xu

Philippine Christian University, Manila, Philippines


With the continuous improvement of people's material living standards, music has become popular with the public, and plays an important role in modern society. Most people use their favorite and popular songs to express their love, sincere feelings, yearning for memories and other aspects of emotional and life experiences. In the vocal music competition, the thoughts expressed by the singer are very rich, diverse and complex and have a certain difficulty. And there's a high degree of consistency between these different things. Solo singing is an important vocal music art, but also the singer and the audience between the emotional communication and the collision of ideas the most direct, the most infectious way. In this paper, the algorithm of cooperative intelligent control system is applied to the singing method of soloist, and the algorithm of cooperative intelligent control system and the different training methods of soloist singing method are analyzed. Through the experimental test of different soloists, it is found that the application of intelligent control system algorithm in the singing method of soloists makes the performance achieve the best effect, and the audience's satisfaction is improved, and the satisfaction score is increased by 12.3%.


Song Singing, Solo Singer, Intelligent Control System Algorithm, Synergistic cooperation

Cite This Paper

Jia Xu. Intelligent Control System Algorithm Based on Cooperation in Singing Method of Soloist. International Journal of Educational Innovation and Science (2023), Vol. 4, Issue 1: 128-135. https://doi.org/10.38007/IJEIS.2023.040111.


[1] Molchanova, Violetta S., Svetlana F. Artemova, and Leonid L. Balaniuk. "Teaching Singinginthe Russian Empire Educational Institutions: Importanceand Results." European Journal of Contemporary Education 7.1(2018): 220-225.

[2] Dai Jiajie and Simon Dixon. "Singing together: Pitch accuracy and interaction in unaccompanied unison and duet singing." The Journal of the Acoustical Society of America 145. 2(2019):663-675.

[3] Yehia, Enas Fares and Walaa Mohamed Abdelhakim."Solo Singing Etiquette for Womenin Ancient and Modern Egypt." Athens Journal of History 7.1(2021):41-70.

[4] D' Orazio Dario. "Anechoic recordings of Italian opera played by orchestra, choir, and soloists." The Journal of the Acoustical Society of America 147.2(2020):EL157-EL163.

[5] Palmer, Tim and David Baker. "Classical soloists ’life histories and the music conservatoire." International Journal of Music Education 39.2(2021):167-186.

[6] Haddar, Maroua. "Intelligent PD controller design for active suspension system based on robust model-free control strategy." Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science 233.14 (2019): 4863-4880. https://doi.org/10.1177/0954406219836443

[7] Chen, Tim. "An intelligent algorithm optimum for building design of fuzzy structures." Iranian Journal of Science and Technology, Transactions of Civil Engineering 44.2 (2020): 523-531. https://doi.org/10.1007/s40996-019-00251-5

[8] Yazdani, Amir Mehdi. "Intelligent speed control of hybrid stepper motor considering model uncertainty using brain emotional learning." Canadian Journal of Electrical and Computer Engineering 41.2 (2018): 95-104. https://doi.org/10.1109/CJECE.2018.2849357

[9] Ovcharenko, Nataliya. "Innovative Technologies in Vocal Training: Technological Culture Formation of Future Musical Art Teachers." Journal of History Culture and Art Research 9.3 (2020): 115-126. https://doi.org/10.7596/taksad.v9i3.2729 

[10] Doganyigit, Sati, and Omer Faruk Islim. "Virtual reality in vocal training: A case study." Music Education Research 23.3 (2021): 391-401. https://doi.org/10.1080/14613808.2021.1879035

[11] Kang, Jing, Austin Scholp, and Jack J. Jiang. "A review of the physiological effects and mechanisms of singing." Journal of Voice 32.4 (2018): 390-395. https://doi.org/10.1016/j.jvoice.2017.07.008 

[12] Sielska-Badurek, Ewelina M. "Contemporary commercial music singing students-voice quality and vocal function at the beginning of singing training." Journal of Voice 32.6 (2018): 668-672. https://doi.org/10.1016/j.jvoice.2017.08.027 

[13] Dai J, Dixon S. Singing together: Pitch accuracy and interaction in unaccompanied unison and duet singing. Journal of the Acoustical Society of America 145.2 (2019):663-675. https://doi.org/10.1121/1.5087817

[14] Zhu J. Scientific approaches and pedagogical principles providing the formation of Primary School students' solo singing skills. Scientific bulletin of South Ukrainian National Pedagogical University named after K D Ushynsky 128.3 (2019):159-163. https://doi.org/10.24195/2617-6688-2019-3-22 

[15] Soloviev S V. Justification of the choice of the method and criterion of clustering for intelligent analysis in flight control spacecraft. Spacecrafts & Technologies 4.3 (2020):151-160. https://doi.org/10.26732/j.st.2020.3.03