Perceptual Attribute Analysis of Objective Acoustic Parameters of Musical Instrument Timbre

Jingyu Liu, Yuqu Chen, Can Ran, Yongzhan Huang, Wei Jiang
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Abstract

The timbre attributes are affected by multiple factors such as the time domain, frequency domain, time-frequency domain, and harmonic structure of the sound signal, and there is a certain degree of correlation and redundancy among the objective acoustic parameters. Analyzing the perception of the objective acoustic parameters of the timbre Attributes is of great significance to the study of timbre perception. In order to achieve the above goals, this paper constructs a timbre database of Chinese and Western musical monophonic instruments, and extracts 45 timbre objective acoustic parameters based on this database. through factor analysis of these acoustic parameters, it shows that the Information of 45 timbre objective acoustic parameters can be condensed into 6 factors, and each factor has a clear timbre perception attribute. Based on this result, we use the multi-dimensional scale analysis method to verify the six factors, and the verification results are basically consistent with the factor analysis results. The 6 factors constructed can explain the time-frequency domain distribution, structure and energy distribution of acoustic parameters, and provide a theoretical basis for constructing an interpretable model based on audio objective acoustic parameters.
乐器音色客观声学参数的感性属性分析
音色属性受声信号的时域、频域、时频域、谐波结构等多种因素的影响,客观声学参数之间存在一定程度的相关性和冗余性。分析客观声学参数对音色属性的感知,对音色感知的研究具有重要意义。为实现上述目标,本文构建了中西单声乐器音色数据库,并在此基础上提取了45个音色目标声学参数。通过对这些声学参数进行因子分析,可以将45个音色客观声学参数的信息浓缩为6个因子,每个因子都具有明确的音色感知属性。在此结果的基础上,我们采用多维尺度分析方法对六个因素进行了验证,验证结果与因子分析结果基本一致。构建的6个因子可以解释声学参数的时频域分布、结构和能量分布,为构建基于音频客观声学参数的可解释模型提供理论依据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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