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A wearable indoor navigation system for blind and visually impaired individuals.

机译:面向盲人和视障人士的可穿戴室内导航系统。

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摘要

Indoor positioning and navigation for blind and visually impaired individuals has become an active field of research. The development of a reliable positioning and navigational system will reduce the suffering of the people with visual disabilities, help them live more independently, and promote their employment opportunities.;In this work, a coarse-to-fine multi-resolution model is proposed for indoor navigation in hallway environments based on the use of a wearable computer called the eButton. This self-constructed device contains multiple sensors which are used for indoor positioning and localization in three layers of resolution: a global positioning system (GPS) layer for building identification; a Wi-Fi - barometer layer for rough position localization; and a digital camera - motion sensor layer for precise localization. In this multi-resolution model, a new theoretical framework is developed which uses the change of atmospheric pressure to determine the floor number in a multistory building. The digital camera and motion sensors within the eButton acquire both pictorial and motion data as a person with a normal vision walks along a hallway to establish a database. Precise indoor positioning and localization information is provided to the visually impaired individual based on a Kalman filter fusion algorithm and an automatic matching algorithm between the acquired images and those in the pre-established database. Motion calculation is based on the data from motion sensors is used to refine the localization result. Experiments were conducted to evaluate the performance of the algorithms. Our results show that the new device and algorithms can precisely determine the floor level and indoor location along hallways in multistory buildings, providing a powerful and unobtrusive navigational tool for blind and visually impaired individuals.
机译:盲人和视力障碍者的室内定位和导航已成为一个活跃的研究领域。可靠的定位和导航系统的开发将减轻视觉障碍者的痛苦,帮助他们更独立地生活,并促进他们的就业机会。基于使用称为eButton的可穿戴计算机的走廊环境中的室内导航。这种自行构造的设备包含多个传感器,可用于三层分辨率的室内定位和定位:用于建筑物识别的全球定位系统(GPS)层; Wi-Fi-气压计层,用于粗略定位位置;以及数码相机-用于精确定位的运动传感器层。在此多分辨率模型中,开发了一个新的理论框架,该框架使用大气压力的变化来确定多层建筑物的层数。当具有正常视力的人沿着走廊走来建立数据库时,eButton中的数码相机和运动传感器会同时获取图形和运动数据。基于卡尔曼滤波器融合算法以及所获取的图像与预先建立的数据库中的图像之间的自动匹配算法,向视障人士提供准确的室内定位和定位信息。运动计算基于来自运动传感器的数据,用于完善定位结果。进行实验以评估算法的性能。我们的结果表明,新的设备和算法可以精确确定多层建筑物中走廊沿线的楼层水平和室内位置,从而为盲人和视障人士提供了功能强大且通俗易懂的导航工具。

著录项

  • 作者

    Bai, Yicheng.;

  • 作者单位

    University of Pittsburgh.;

  • 授予单位 University of Pittsburgh.;
  • 学科 Electrical engineering.;Computer engineering.
  • 学位 Ph.D.
  • 年度 2014
  • 页码 183 p.
  • 总页数 183
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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