MATEC Web of Conferences (Jan 2022)

Music emotion recognition algorithm based on BP neural network

  • Liu Xu,
  • Ge Pingxiao

DOI
https://doi.org/10.1051/matecconf/202235503021
Journal volume & issue
Vol. 355
p. 03021

Abstract

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Music plays a very important role in animation production. Because it could better express the emotion of the character, this paper uses BP neural network to identify the music emotion. This paper first introduced the structure of BP neural network. Then, the parameters and structure of the network were designed according to the category of music emotion. Finally, a three-layer BP neural network with 5 input nodes, 13 hidden layer nodes and 4 output nodes was constructed and applied to music emotion recognition. The recognition accuracy was 85.02%, which basically met the requirements of music emotion recognition and achieves the expected effect.

Keywords