基于工具尖敲探测的材料聚类的触觉声音分析
Kriti Datta1, Amit Bhardwaj1, Manish Narwaria1
1Department of Electrical Engineering, 231955Indian Institute of Technology, Jodhpur, Rajasthan, India.
Multisensory research
|February 2, 2026
概括
这项研究探讨了敲击表面的声音和触觉信号如何帮助识别物体. 整合两种信号可以改善纹理评估,声音信息可以在不同物体类型中以不同的方式补充触觉数据.
科学领域:
- 多模态感官感知多模态感官感知
- 机器人和人工智能 机器人和人工智能
- 材料科学与工程 材料科学与工程
背景情况:
- 触摸表面会产生听觉 (声音) 和触觉 (触觉) 的反.
- 了解这些信号是如何被感知和集成的,对于对象识别等任务至关重要.
研究的目的:
- 调查声音和加速度信号如何单独对表面质感评估做出贡献.
- 确定将声音和触觉模式整合到纹理评估上的影响.
- 探索不同物体类型的声音和触觉信号特征之间的关系.
主要方法:
- 纹理评估被视为无监督学习问题.
- 基于韦伯定律的感知过器银行设计,用于声音和触觉模式.
- 开发一个对称的基于KL分歧的度量来比较声音和触觉信号的相似性.
- 使用排列测试来分析声音和触觉信息的互补性.
主要成果:
- 对象类型之间的近距离在声音和触觉模式中被保留.
- 相似度指标表明对象属性在传感输入中具有一致的表示性.
- 声音信息与触觉信息的互补性是对象依赖的,正如换测试所示.
结论:
- 声音和触觉信号都为个人表面评估提供了有价值的信息.
- 声音和触觉信息的整合增强了纹理评估能力.
- 该研究强调了不同物体类型的听觉和触觉信息之间不同程度的互补性.
相关概念视频
Hearing
When we hear a sound, our nervous system is detecting sound waves—pressure waves of mechanical energy traveling through a medium. The frequency of the wave is perceived as pitch, while the amplitude is perceived as loudness.
Cluster Sampling Method
Appropriate sampling methods ensure that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
Perception of Sound Waves
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 frequency...
The pitch of a sound depends on the frequency and the pressure amplitude of the source. Two sounds of the same frequency...
Sound Intensity
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 emitted...
Sound Intensity Level
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 hence a...
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 hence a...
Sound as Pressure Waves
Sound waves, which are longitudinal waves, can be modeled as the displacement amplitude varying as a function of the spatial and temporal coordinates. As a column of the medium is displaced, its successive columns are also displaced. As the successive displacements differ relatively, a pressure difference with the surrounding pressure is created. The gauge pressure varies across the medium.
The pressure fluctuation depends on the difference in displacements between the successive points in the...
The pressure fluctuation depends on the difference in displacements between the successive points in the...


