声音签名:你喜欢什么类型的音乐?
Brandon James Carone1, Pablo Ripollés1
1Department of Psychology, New York University, Music and Audio Research Laboratory (MARL), NYU, Center for Language Music and Emotion (CLaME), NYU, New York, New York.
概括
SoundSignature使用人工智能和音乐信息检索来分析歌曲,提供个性化的音乐见解和教育内容. 这个创新的应用程序使所有用户都能使用先进的音乐分析工具.
科学领域:
- 音乐信息检索 (MIR) 是一种音乐信息检索技术.
- 人工智能 (AI) 是一种人工智能.
- 人与计算机的交互 (HCI)
背景情况:
- 音乐分析通常需要专门的知识和工具.
- 用户越来越多地寻求个性化的音乐洞察力.
- 将AI与MIR集成可以提高音乐理解.
研究的目的:
- 介绍SoundSignature,一个结合MIR和AI进行音乐分析的应用程序.
- 探索交互式音乐分析的教育潜力.
- 为了评估SoundSignature应用程序的有效性和可用性.
主要方法:
- 使用最先进的MIR Python包来进行特征提取.
- 集成了一个定制的OpenAI助理,用于组合分析.
- 集成的开源工具,如CREMA,DEMUCS和基本的音调.
- 利用语义音频和声音互联网 (IoS) 原则.
主要成果:
- SoundSignature为歌曲声学和艺术家信息提供了个性化的洞察力.
- 该应用程序作为音乐特征和理论的教育平台.
- 试点用户研究表明该应用程序的有效性和可用性.
- 允许非编码人员通过聊天机器人交互访问先进的音乐处理算法.
结论:
- SoundSignature为音乐分析和教育提供了一种新的方法.
- 整合MIR和AI增强了用户与音乐的互动.
- 该应用程序显示了对普通用户和音乐家的巨大潜力.
相关概念视频
Perception of Sound Waves
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The human ear is not equally sensitive to all frequencies in the audible range. It may perceive sound waves with the same pressure but different frequencies as having different loudness. Moreover, the perception of sound waves depends on the health of an individual's ears, which decays with age. The health of one's ears may also be affected by regular exposure to loud noises.
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same...
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same...
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Beats
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The study of music provides many examples of the superposition of waves and the constructive and destructive interference that occurs. Very few examples of music being performed consist of a single source playing a single frequency for an extended period of time. A single frequency of sound for an extended period might be monotonous to the point of irritation, similar to the unwanted drone of an aircraft engine or a loud fan. Music is pleasant and exciting due to mixing the changing frequencies...
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Sound Waves
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Sound waves can be thought of as fluctuations in the pressure of a medium through which they propagate. Since the pressure also makes the medium's particles vibrate along its direction of motion, the waves can be modeled as the displacement of the medium's particles from their mean position.
Sound waves are longitudinal in most fluids because fluids cannot sustain any lateral pressure. In solids, however, shear forces help in propagating the disturbance in the lateral direction as well....
Sound waves are longitudinal in most fluids because fluids cannot sustain any lateral pressure. In solids, however, shear forces help in propagating the disturbance in the lateral direction as well....
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Intensity and Pressure of Sound Waves
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The intensity of sound waves can be related to displacement and pressure amplitudes by using their wave expressions and the definition of intensity. The critical step to achieve this is to write the power delivered by the particles on the wave as the product of force and velocity and simplify the force per unit area as the pressure. The velocity of the medium's particles can be derived from the displacement.
Unlike the time average of a sinusoidal term, which is zero since it is positive...
Unlike the time average of a sinusoidal term, which is zero since it is positive...
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Sound Intensity
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The loudness of a sound source is related to how energetically the source is vibrating, consequently making the molecules of the propagation medium vibrate. To measure the loudness of a source, the physical quantity of interest is the intensity. This is defined as the energy emitted per unit of time per unit of area perpendicular to the sound wave's propagation direction. Since the total energy is greater if the source vibrates for a longer duration and over a larger area, dividing the...
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Sound Intensity Level
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Humans perceive sound by hearing. The human ear helps sound waves reach the brain, which then interprets the waves and creates the perception of hearing. The loudness of the environment in which a person is located determines whether they can distinguish between different sound sources.
The human ear can perceive an extensive range of sound intensity, necessitating the use of the logarithmic scale to define a physical quantity—the intensity level. It is a ratio of two intensities and...
The human ear can perceive an extensive range of sound intensity, necessitating the use of the logarithmic scale to define a physical quantity—the intensity level. It is a ratio of two intensities and...
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