...
首页> 外文期刊>Advances in Science, Technology and Engineering Systems >Experimental Investigation of Human Gait Recognition Database using Wearable Sensors
【24h】

Experimental Investigation of Human Gait Recognition Database using Wearable Sensors

机译:使用可穿戴传感器的步态识别数据库的实验研究

获取原文
           

摘要

In this research human gait database is collected using different possible methods such as Wearable sensors, Smartphone and Cameras. For a gait recognition accelerometer data from wearable shimmer modules and smartphone are used. Data from different sensors location is compared to know which sensor location have better recognition rate. Different walking scenarios like slow, normal and fast walk were investigated. Wearable sensors and smartphone data are compared to know whether mobile phones can be used for gait recognition or not. Also effects of age, height, weight on gait recognition are also studied. The obtained results of gait biometric matrices like Genuine Recognition Rate (GRR), Total Recognition Rate (TRR) and Equal Error Rate (EER) showed better results. EER in different walking scenarios ranged from 0.17% to 2.27% for the five wearable sensors at different locations, whereas EER results of smartphone data ranged from 1.23% to 4.07%. For sensors located at leg, pocket and hand the average GRR value falls with increase in age group, while for sensors located at upper pocket and bag, the GRR value doesn’t follow any trend. Moreover GRR results on all sensors show no significance regarding height or weight variations.
机译:在这项研究中,使用不同的可能方法(如可穿戴传感器,智能手机和相机)收集了人的步态数据库。为了进行步态识别,使用了来自可穿戴闪光模块和智能手机的加速度计数据。比较来自不同传感器位置的数据,以了解哪个传感器位置具有更好的识别率。研究了慢速,正常和快速行走等不同的行走场景。比较可穿戴传感器和智能手机数据,以了解手机是否可用于步态识别。还研究了年龄,身高,体重对步态识别的影响。步态生物识别矩阵(如真实识别率(GRR),总识别率(TRR)和均等错误率(EER))的结果显示出更好的结果。五个可穿戴传感器在不同位置的不同步行场景下的EER范围从0.17%到2.27%,而智能手机数据的EER结果范围从1.23%到4.07%。位于腿部,口袋和手部的传感器的平均GRR值随年龄组的增加而下降,而位于上部口袋和袋子的传感器的GRR值没有任何趋势。此外,所有传感器上的GRR结果对于身高或体重变化均无意义。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号