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A Design of Low Power Wearable System for Pre-fall Detection

机译:低功耗可穿戴设备的跌落检测设计

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摘要

Fall in recent years have become a potential threat to elder generation. It occurs because of side effects of medication, lack of physical activities, limited vision, and poor mobility. Looking at the problems faced by people and cost of treatment after falling, it is of high importance to develop a system that will help in detecting the fall before it occurs. Over the year's, this has influenced researchers to pursue the development to automatic fall detection system. However, much of existing work achieved a hardware system to detect pre and post fall patterns, the existing systems deficient in achieving low power consumption, user-friendly hardware implementation and high precision. Growth in medical devices can be seen in recent years. Today's medical devices aim to increase the life expectancy and comfort of human being. The systems are designed to be made reliable by improving the performance, optimizing the size and minimizing the energy consumption. For wearable technologies, power consumption is an important factor to be considered during system design. High power consumption decreases the battery life, which leads to poor comfort-ability. The purpose of this research is to develop a system with low power consumption to detect human falls before they happen.;This research points towards the development of dependable and low power embedded system device with easy to wear capabilities and optimal sensor structure. In this work, we have developed a device using motion sensor to sense the subjects linear and angular velocity, communication sensor to send the fall related information to caretaker, and signal sensors to communicate and update user about device information. The designed system is triggered on interrupts from motion sensor. As soon as the system is triggered by an interrupt signal, users balanced and unbalanced states gets monitored. Once the unbalanced state is designated, the system signifies it as fall by setting a fall flag. The fall decision parameters; pitch, roll, complementary pitch, complementary roll, Signal Vector Magnitude (SVM), and Signal Magnitude Area (SMA) are layered to classify subject's different body posture. This helps the system to differentiate between activity of daily living (ADL) and fall. When the fall flag is set, the device sends important information like GPS location and fall type to caretaker. Early fall detection gives milliseconds of time to initiates the preventive measures.;The system was designed, developed, and constructed. Near 100% sensitivity, 96% accuracy, and 95% specificity for fall detection were measured. The system can detect Front, Back, Side and Stair fall with consumption of 100 muA (650muA with BLE consumption) in deep sleep mode, 6.5mA in active mode with no fall, and 14.5mA, of which 8.5 mA is consumed via the BLE when fall is declared in active mode. The power consumption was reduced because the integrated wireless communication devices consumed power only when the fall is triggered, giving the device a potential to communicate wirelessly.
机译:近年来的下降已成为对老年人的潜在威胁。它的发生是由于药物的副作用,缺乏体育活动,视力有限和行动不便。考虑到人在跌倒后所面临的问题和治疗费用,开发一种有助于在跌倒发生之前进行检测的系统非常重要。一年来,这影响了研究人员对自动跌倒检测系统的开发追求。然而,许多现有工作实现了一种硬件系统来检测跌落前后的模式,现有系统缺乏实现低功耗,用户友好的硬件实现方式和高精度的缺陷。近年来可以看到医疗设备的增长。当今的医疗设备旨在提高人们的预期寿命和舒适度。通过改善性能,优化尺寸和最小化能耗,使系统可靠。对于可穿戴技术,功耗是系统设计期间要考虑的重要因素。高功耗会缩短电池寿命,从而导致舒适性差。这项研究的目的是开发一种低功耗的系统,以在人类跌倒发生之前对其进行检测。;该研究指向了可靠,低功耗的嵌入式系统设备的开发,该设备具有易于磨损的性能和最佳的传感器结构。在这项工作中,我们开发了一种设备,该设备使用运动传感器来感测对象的线速度和角速度,使用通信传感器将与跌倒有关的信息发送给看守,并使用信号传感器来通信和更新用户有关设备信息的信息。所设计的系统在运动传感器的中断下触发。一旦系统被中断信号触发,就会监视用户的平衡和不平衡状态。一旦指定了不平衡状态,系统就会通过设置下降标志来将其表示为下降。跌落决策参数;俯仰,横滚,补充俯仰,补充横滚,信号矢量幅度(SVM)和信号幅度区域(SMA)被分层以对主体的不同身体姿势进行分类。这有助于系统区分日常生活活动(ADL)和跌倒。设置跌倒标志后,设备会将重要信息(例如GPS位置和跌倒类型)发送给看守人。早期跌倒检测可提供毫秒级的时间来采取预防措施。;系统的设计,开发和构建。测量了接近100%的灵敏度,96%的准确度和95%的跌倒检测特异性。该系统在深度睡眠模式下可以检测到前,后,侧面和楼梯的跌落,其消耗为100μA(BLE消耗为650μA),在活动模式下为6.5mA(无跌落)和14.5mA(其中8.5mA通过BLE消耗)在主动模式下声明跌倒时。降低了功耗,因为集成无线通信设备仅在触发跌倒时才消耗功率,从而使该设备具有进行无线通信的潜力。

著录项

  • 作者

    Rathi, Neeraj R.;

  • 作者单位

    Purdue University.;

  • 授予单位 Purdue University.;
  • 学科 Computer engineering.;Electrical engineering.
  • 学位 M.S.E.C.E.
  • 年度 2018
  • 页码 101 p.
  • 总页数 101
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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