Exploring the role of room acoustic environments in the perception of musical blending.

IF 2.3 2区 物理与天体物理 Q2 ACOUSTICS Journal of the Acoustical Society of America Pub Date : 2025-02-01 DOI:10.1121/10.0035563
Jithin Thilakan, Balamurali B T, Otavio Colella Gomes, Jer-Ming Chen, Malte Kob
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Abstract

Assessing blending of instruments is important in music performance and perception research, but remains underexplored due to its complex multi-dimensional nature. Despite extensive research on source-level blending, the influence of room acoustics on this process is rarely examined. This study proposes a computational modelling approach to evaluate the perceived overall blending between instruments examining the blending at the source-level and its alteration brought by room acoustics. Three audio stimuli, each showcasing different degrees of source-level blending between two violins, were auralized in 25 simulated room acoustic environments, with expert listeners assessing their overall perceived blending. The correlation analysis of room acoustic parameters revealed that their influence on overall blending is contingent upon source-level blending. A random forest regression model is proposed to predict perceived overall blending ratings using source-level blending ratings and room acoustic parameters. Its viability was confirmed through twofold evaluation, including Leave-one-out-cross-validation and separate training and test data, with a mean absolute error of 6% in each case. Feature importance analysis revealed that source-level blending contributes 60%, while room acoustics contribute 40% of the overall perceived blending ratings, with perceived reverberance being the primary contributor. Overall, this investigation contributes to a more holistic understanding of blending perception.

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探索室内声学环境在音乐混合感知中的作用。
评估乐器的混合在音乐表演和感知研究中很重要,但由于其复杂的多维性,仍然没有得到充分的探索。尽管对声源级混合进行了广泛的研究,但室内声学对这一过程的影响很少被研究。本研究提出了一种计算建模方法来评估仪器之间感知的整体混合,检查源级的混合及其由室内声学带来的改变。在25个模拟的室内声学环境中,有三种音频刺激,每一种都展示了两把小提琴之间不同程度的声源级混合,由专家听众评估他们的整体感知混合。室内声学参数的相关分析表明,它们对整体混频的影响取决于声源级混频。提出了一种随机森林回归模型,利用源级混合等级和房间声学参数来预测感知的总体混合等级。通过“留一出来”交叉验证和单独训练和测试数据的双重评估,确定了其可行性,每次的平均绝对误差为6%。特征重要性分析显示,源级混合贡献了60%,而房间声学贡献了40%的整体感知混合评级,感知混响是主要贡献者。总的来说,这项调查有助于对混合感知的更全面的理解。
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来源期刊
CiteScore
4.60
自引率
16.70%
发文量
1433
审稿时长
4.7 months
期刊介绍: Since 1929 The Journal of the Acoustical Society of America has been the leading source of theoretical and experimental research results in the broad interdisciplinary study of sound. Subject coverage includes: linear and nonlinear acoustics; aeroacoustics, underwater sound and acoustical oceanography; ultrasonics and quantum acoustics; architectural and structural acoustics and vibration; speech, music and noise; psychology and physiology of hearing; engineering acoustics, transduction; bioacoustics, animal bioacoustics.
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