Active acoustic sensing for determining touch location on an elastic surface

IF 4.3 2区 工程技术 Q1 ACOUSTICS
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Abstract

In this paper, we describe the development and testing of an active acoustic sensing (AAS) touch interface. The interface detects subtle changes in the vibrational characteristics of an elastic panel when a user applies a small force to the surface at different locations. The system consists of a panel with an affixed force exciter and vibration sensor to monitor the panel vibrations. An automated system was used to manipulate a stylus to apply a light force to the panel at an array of known locations and the vibrational response of the panel was recorded by the affixed sensor. We employed a rectangular grid of 414 points with 10 mm spacing on a 2 mm thick acrylic panel of dimensions 18 cm by 23 cm. Features of the recordings were employed as training data for a deep neural network. The results demonstrate the viability of the AAS interface, and they show the relative performance of the system as a function of the selected features. The demonstration platform achieved a classification accuracy of 100% and a mean distance error of 0.20 mm for regression. The best-performing feature sets were those that contained sufficient spectral resolution to discriminate subtle changes in the center frequencies and amplitudes of the panel’s modal resonances in response to small changes in touch location. The AAS touch interface is a practical and inexpensive means to provide accurate touch sensing for large surfaces, such as displays, televisions, and information kiosks.

用于确定弹性表面上触摸位置的主动声学传感技术
本文介绍了主动声学传感(AAS)触摸界面的开发和测试。当用户在不同位置对弹性面板表面施加微小力时,该界面能检测到面板振动特性的细微变化。该系统包括一个面板,面板上安装有力激振器和振动传感器,用于监测面板振动。我们使用一个自动化系统来操纵一支测针,在一系列已知位置对面板施加一个轻力,面板的振动响应则由贴附的传感器记录下来。我们在一块 2 毫米厚、尺寸为 18 厘米 x 23 厘米的丙烯酸面板上使用了一个由 414 个点组成、间距为 10 毫米的矩形网格。记录的特征被用作深度神经网络的训练数据。结果证明了 AAS 界面的可行性,并显示了系统的相对性能与所选特征的函数关系。演示平台的分类准确率达到 100%,回归的平均距离误差为 0.20 毫米。表现最佳的特征集包含足够的频谱分辨率,能够区分面板模态共振的中心频率和振幅随触摸位置的微小变化而发生的细微变化。AAS 触摸界面是为显示器、电视机和信息亭等大型表面提供精确触摸感应的一种实用而廉价的方法。
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来源期刊
Journal of Sound and Vibration
Journal of Sound and Vibration 工程技术-工程:机械
CiteScore
9.10
自引率
10.60%
发文量
551
审稿时长
69 days
期刊介绍: The Journal of Sound and Vibration (JSV) is an independent journal devoted to the prompt publication of original papers, both theoretical and experimental, that provide new information on any aspect of sound or vibration. There is an emphasis on fundamental work that has potential for practical application. JSV was founded and operates on the premise that the subject of sound and vibration requires a journal that publishes papers of a high technical standard across the various subdisciplines, thus facilitating awareness of techniques and discoveries in one area that may be applicable in others.
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