Multi sensor system for pedestrian tracking and activity recognition in indoor environments

被引:13
作者
Marron, Juan Jose [1 ]
Labrador, Miguel A. [1 ]
Menendez-Valle, Adrian [1 ]
Fernandez-Lanvin, Daniel [2 ]
Gonzalez-Rodriguez, Martin [2 ]
机构
[1] Univ S Florida, Dept Comp Sci & Engn, Tampa, FL 33620 USA
[2] Univ Oviedo, Dept Comp Sci, Oviedo 33007, Spain
关键词
smartphones; sensor fusion; pedestrian tracking; activity recognition; inertial navigation; indoor localisation; ubiquitous computing; POSITIONING SYSTEMS;
D O I
10.1504/IJAHUC.2016.078480
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The widespread use of mobile devices and the rise of global navigation satellite systems (GNSS) have allowed mobile tracking applications to become very valuable in outdoor environments. However, tracking pedestrians in indoor environments is still a very challenging topic. This paper presents a system for pedestrian tracking and activity recognition in indoor environments using exclusively common off-the-shelf sensors embedded in smartphones. The proposed system combines the detection of biomechanical patterns of the human body while accomplishing basic activities along with identifiable signatures that certain indoor locations introduce on sensing data. The system was implemented and tested on Android-based mobile phones. The system detects and counts steps on a flat surface or stairs, tracks users' changes of direction and altitude, and recognises the proposed human activities with accuracy. All combined this leads to a total tracking accuracy of 91.06% in common human motion indoor displacements.
引用
收藏
页码:3 / 23
页数:21
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