An Adaptive Step Detection Algorithm Based on the State Machine

被引:3
|
作者
Zhao, Fang [1 ]
Li, Xinran [1 ]
Yin, Jiabao [1 ]
Luo, Haiyong [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing 100088, Peoples R China
[2] Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
来源
关键词
Step detection; Accelerometer; State machine; Mobile phone;
D O I
10.1007/978-3-662-46981-1_62
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper addresses an adaptive step detection algorithm using inertial sensors commonly found on commodity mobile phone. After analyzing the acceleration data collected by the accelerometer in mobile phone, the step detection is completed by using the state machine combined with other subsidiary conditions. This step detection algorithm can also dynamically change the thresholds based on the acceleration data features to achieve the goal of detecting the steps adaptively. The experimental results show that this step detection algorithm not only has high accuracy, but also solid robustness. It can eliminate the error count caused by the shaking and flipping.
引用
收藏
页码:663 / 672
页数:10
相关论文
共 50 条
  • [31] Airport detection algorithm based on support vector machine
    Qu, Yanyun
    Zheng, Nanning
    Li, Cuihua
    [J]. Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2006, 40 (06): : 709 - 713
  • [32] Machine Learning Fault Detection Algorithm Based On Resampling
    Dong, Mianmian
    He, Mimi
    Zhao, Yihan
    Wang, Peng
    Di, Ruohai
    Wu, Jiao
    [J]. 2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 3158 - 3163
  • [33] An Adaptive Threshold Algorithm Based on Wavelet in QRS Detection
    Zhou, Xiaojun
    Ma, Xiuli
    Li, Yang
    [J]. 2014 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP), VOLS 1-2, 2014, : 858 - 862
  • [34] ADT: Object Tracking Algorithm Based on Adaptive Detection
    Ming, Yue
    Zhang, Yashu
    [J]. IEEE ACCESS, 2020, 8 (08): : 56666 - 56679
  • [35] Fault detection algorithm for wheel based on adaptive observer
    Ma, Lei
    Wang, Xinsheng
    [J]. Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2009, 37 (SUPPL. 1): : 201 - 203
  • [36] An Adaptive Edge Detection Algorithm Based on Improved Canny
    Yang, Aolei
    Jiang, Weiwei
    Chen, Ling
    [J]. ADVANCED COMPUTATIONAL METHODS IN LIFE SYSTEM MODELING AND SIMULATION, LSMS 2017, PT I, 2017, 761 : 566 - 575
  • [37] Blind Adaptive Multiuser Detection Based on FIAPI Algorithm
    XIAO Wenshuai
    RU Guobao
    GAN Liangcai
    [J]. Wuhan University Journal of Natural Sciences, 2020, 25 (01) : 59 - 64
  • [38] A QoS-based adaptive failure detection algorithm
    Wei, Lin
    Zhang, Longtao
    Shi, Lei
    Tao, Yongcai
    Cao, Yangjie
    [J]. Journal of Computational Information Systems, 2013, 9 (16): : 6487 - 6494
  • [39] APF current detection based on RLS adaptive algorithm
    Li, Ping
    Liu, Xiao-He
    [J]. Dianli Zidonghua Shebei / Electric Power Automation Equipment, 2007, 27 (07): : 46 - 48
  • [40] Adaptive stereo matching algorithm based on edge detection
    Wang, K
    [J]. ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, 2004, : 1345 - 1348