Subjective Evaluation and Objective Analysis of Timbre Fusion of Chinese and Western Musical Instruments

Jingyu Liu, Can Ran, Yuqu Chen, Huiling Xiang, Jiayu Lin, Yongzhan Huang, Wei Jiang
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Abstract

Timbre fusion is the theoretical basis for the study of musical instrument acoustics and orchestration acoustics. At present, most of the research on timbre fusion is carried out on Western musical instruments. There are very few studies on the timbre fusion of Chinese musical instruments. The studies done are mainly studied from a qualitative perspective. Quantitative research on the timbre fusion of Chinese musical instruments will provide important theoretical support for the symphony research of the Chinese orchestra. Taking Chinese and Western musical instruments as research object, this paper constructs a Chinese and Western musical instrument fusion timbre database; a subjective experiment on timbre fusion is designed and implemented based on this database; 45-dimensional objective acoustic parameters are extracted from the database. We use multiple linear regression, random forest, and multi-layer perceptron to correlate subjective and objective data and eventually construct a fusion model of Chinese and Western musical instruments. The accuracy of the models is tested, which shows that the model can predict the fusion of Chinese and Western musical instruments well. This study also found that the contribution rate of each objective acoustic parameter to fusion is different, and there are also differences between the timbre fusion models of Chinese musical instruments and Western musical instruments.
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中西乐器音色融合的主观评价与客观分析
音色融合是乐器声学和管弦乐声学研究的理论基础。目前,对音色融合的研究大多是在西方乐器上进行的。对中国乐器音色融合的研究很少。所做的研究主要是从定性的角度来研究的。对中国乐器音色融合的定量研究将为中国交响乐团的交响乐研究提供重要的理论支持。本文以中西乐器为研究对象,构建了中西乐器融合音色数据库;在此基础上设计并实现了一个音色融合主观实验;从数据库中提取45维目标声学参数。我们使用多元线性回归、随机森林和多层感知器将主客观数据关联起来,最终构建中西乐器融合模型。对模型的准确性进行了测试,结果表明该模型能较好地预测中西乐器的融合。本研究还发现,各客观声学参数对融合的贡献率不同,中国乐器与西方乐器的音色融合模型也存在差异。
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