An improved step counting algorithm using classification and double autocorrelation

The objective of this paper was to develop an end-to-end algorithm that would improve the step counting accuracy in regular walking/running data and also meet the ANSI/CTA-2056 standards. The ANSI/...

[1]  Baoqi Huang,et al.  A Novel Walking Detection and Step Counting Algorithm Using Unconstrained Smartphones , 2018, Sensors.

[2]  D. Bassett,et al.  Evaluation of the Omron HJ-720ITC pedometer under free-living conditions. , 2011, Medicine and science in sports and exercise.

[3]  Heidi Steendam,et al.  A Feature Ranking and Selection Algorithm for Machine Learning-Based Step Counters , 2018, IEEE Sensors Journal.

[4]  Terence Dwyer,et al.  Cardiometabolic risk in younger and older adults across an index of ambulatory activity. , 2009, American journal of preventive medicine.

[5]  Dinesh John,et al.  Validity of Activity Monitor Step Detection Is Related to Movement Patterns. , 2016, Journal of physical activity & health.

[6]  Scott E. Crouter,et al.  Step Counting: A Review of Measurement Considerations and Health-Related Applications , 2016, Sports Medicine.

[7]  Dinesh John,et al.  Validation and comparison of ActiGraph activity monitors. , 2011, Journal of science and medicine in sport.

[8]  Scott E Crouter,et al.  Validity of 10 electronic pedometers for measuring steps, distance, and energy cost. , 2003, Medicine and science in sports and exercise.

[9]  Kun-Chan Lan,et al.  Using smart-phones and floor plans for indoor location tracking , 2014, IEEE Transactions on Human-Machine Systems.

[10]  Gert R. G. Lanckriet,et al.  Hip and Wrist Accelerometer Algorithms for Free-Living Behavior Classification. , 2016, Medicine and science in sports and exercise.

[11]  John Staudenmayer,et al.  Validity of the Omron HJ-112 pedometer during treadmill walking. , 2009, Medicine and science in sports and exercise.

[12]  Thea J. M. Kooiman,et al.  Reliability and Validity of Ten Consumer Activity Trackers Depend on Walking Speed , 2017, Medicine and science in sports and exercise.

[13]  D. Bassett,et al.  Comparison of four ActiGraph accelerometers during walking and running. , 2010, Medicine and science in sports and exercise.

[14]  Myeong-jin Lee,et al.  Step Detection Robust against the Dynamics of Smartphones , 2015, Sensors.

[15]  C. Ozemek,et al.  A comparison of the Actigraph GT1M and GT3X accelerometers under standardized and free-living conditions , 2012, Physiological measurement.

[16]  Hyungmin Kim,et al.  An Implantable Wireless Neural Interface System for Simultaneous Recording and Stimulation of Peripheral Nerve with a Single Cuff Electrode , 2017, Sensors.

[17]  David R. Bassett,et al.  Step Count Filters in Wearable Step Counters: 1355 Board #30 June 1 9 , 2017 .

[18]  M. N. Nyan,et al.  Classification of gait patterns in the time-frequency domain. , 2006, Journal of biomechanics.

[19]  C. Tudor-Locke,et al.  How Many Steps/Day Are Enough? , 2004, Sports medicine.

[20]  Friedrich Keller,et al.  Development of a step counter based on artificial neural networks , 2016, J. Locat. Based Serv..