With the rapid advancement of artificial intelligence,AI music generation technology has become a new engine for musical innovation and cultural heritage.Through interdisciplinary theoretical analysis,the research reveals the role of technological progress in shaping cultural forms and the influence of cultural values in guiding technological development.A deep learning-based AI music generation model is constructed,incorporating strategies such as data augmentation,loss function design,regularization techniques,and learning rate adjustment to optimize the model's capability in learning and generating red culture music.Additionally,multimodal feature fusion and attention mechanisms are proposed to enhance the model's focus on and expression of key musical elements.A combined quantitative and qualitative evaluation method is used to comprehensively assess the quality of the generated music,ensuring its artistic and cultural value.This study not only provides innovative technical means for the dissemination of red culture but also offers new research directions and applica-tion scenarios for AI music generation technology.
关键词
AI音乐生成技术/红色文化/文化传承/深度学习/跨学科研究
Key words
AI music generation technology/red culture/cultural heritage/deep learning/interdisciplinary research