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Plantar Pressure Measurement System With Improved Isolated Drive Feedback Circuit and ANN: Development and Characterization

机译:Plantar压力测量系统,具有改进的孤立的驱动反馈电路和ANN:开发和表征

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摘要

The use and development of plantar pressure measurement systems (PPMs) have increased in recent years, in order to understand and objectively evaluate the interaction between the feet and the support surfaces. The PPMs are mainly made with resistive sensor arrays, which have problems associated with crosstalk reading errors. Several circuits aimed at reducing the crosstalk effect have been investigated; however, none of these circuits were evaluated in large-area matrices or practical applications. Thus, in this work, we explain the development and characterization of the LiebScan system, which is a stationary PPMs with 2304 sensels based on the improved isolated drive feedback circuit for crosstalk control. The commercial equipment recommended for PPM linearization and characterization of a large-area matrix is a high-cost pneumatic device. In this sense, we propose a characterization by areas using a universal testing machine and an artificial neural network, since each sensel has an individual and unique response. Although the LiebScan system supports pressures up to 300 kPa, it presents competitive characteristics when compared with commercial equipment, in terms of accuracy, hysteresis, creep, crosstalk, and center of pressure processing. The most remarkable feature among these cited before is the low crosstalk effect, with a mean error of 0.23%. The pressures measured because of this crosstalk error are below the pressure threshold, thus, the crosstalk effect is practically null. This work describes the design, development, characterization and detailed evaluation of a PPMs with commercial features.
机译:近年来,Purtharar压力测量系统(PPMS)的使用和开发增加,以便理解和客观地评估脚和支撑表面之间的相互作用。 PPM主要采用电阻传感器阵列制成,具有与串扰读取误差相关的问题。已经研究了旨在减少串扰效应的几个电路;但是,这些电路都没有在大面积矩阵或实际应用中进行评估。因此,在这项工作中,我们解释了LieBSCAN系统的开发和表征,该系统是一种具有2304个感觉的静止PPM,基于用于串扰控制的改进的隔离驱动反馈电路。推荐用于PPM线性化和大面积矩阵的表征的商业设备是一种高成本的气动装置。从这个意义上讲,我们提出了使用通用测试机器和人工神经网络的领域的表征,因为每个感觉器具有个体和独特的响应。虽然LieBSCAN系统支持高达300 KPA的压力,但在准确性,滞后,蠕变,串扰和压力加工中心相比,与商业设备相比,竞争特性。之前引用的最显着的特征是低串扰效应,平均误差为0.23%。由于这种串扰误差而测量的压力低于压力阈值,因此,串扰效应实际上是无效的。这项工作描述了具有商业特征的PPM的设计,开发,表征和详细评估。

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  • 来源
    《Sensors Journal, IEEE》 |2020年第19期|11034-11043|共10页
  • 作者单位

    Postgraduate Program in Electrical Engineering UNESP - São Paulo State University Ilha Solteira Campus Ilha Solteira Brazil;

    Postgraduate Program in Electrical Engineering UNESP - São Paulo State University Ilha Solteira Campus Ilha Solteira Brazil;

    Postgraduate Program in Electrical Engineering UNESP - São Paulo State University Ilha Solteira Campus Ilha Solteira Brazil;

    Postgraduate Program in Electrical Engineering UNESP - São Paulo State University Ilha Solteira Campus Ilha Solteira Brazil;

    Postgraduate Program in Electrical Engineering UNESP - São Paulo State University Ilha Solteira Campus Ilha Solteira Brazil;

    Postgraduate Program in Electrical Engineering UNESP - São Paulo State University Ilha Solteira Campus Ilha Solteira Brazil;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Sensor phenomena and characterization; Crosstalk; Sensor arrays; Pressure measurement; Creep; Temperature sensors;

    机译:传感器现象和表征;串扰;传感器阵列;压力测量;蠕变;温度传感器;

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