使用建模方法探讨钢琴表演动态的基本原理
Gabriel Jones1, Anders Friberg2
1University of Leeds, School of Music, Leeds, United Kingdom.
Frontiers in psychology
|December 27, 2023
概括
音乐动态受到乐谱特征的影响,高音更大声演奏是一个关键因素. 表演风格也影响动态,揭示了对音乐表达的洞察力.
科学领域:
- 音乐表演研究 音乐表演研究
- 计算音乐学 计算音乐学
- 声学 声学 在声学方面
背景情况:
- 动态变化在大多数乐器的音乐表演中至关重要.
- 了解影响这些变化的因素是分析音乐表达的关键.
研究的目的:
- 研究各种音乐特征对钢琴演奏中的动态变化的贡献.
- 基于与得分相关的元素来建模和预测动态变化.
主要方法:
- 来自三个风格时代的30首单音旋律由20位钢琴家在Disklavier钢琴上演奏.
- 使用支持向量的回归来预测48个与得分相关的特征的整体平均动态.
- 克伦巴赫的阿尔法被计算出来,以评估钢琴家之间的一致性.
主要成果:
- 在钢琴家中发现了高协和 (克朗巴赫的α=0.88).
- 评分特征预测了动态差异的66% (R2 = 0.66).
- 与音调相关的特征 (37.3%) 和措辞 (12.3%) 是最重要的贡献因素,高音原则是最高的单一因素.
结论:
- 音乐动态受到乐谱结构特征的显著影响,特别是音调和措辞.
- 表演动态在不同音乐风格 (例如,浪漫与巴洛克) 之间有所不同.
- 该研究成功地解开了音乐表演的原则及其与乐谱结构的关系.
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