期刊
SENSORS
卷 19, 期 5, 页码 -出版社
MDPI
DOI: 10.3390/s19050984
关键词
insole; pressure sensors; algorithms; step count; accuracy; healthy participant
资金
- Center for Interdisciplinary Research in Rehabilitation and Social Integration
- consortium MEDTEQ-MITACS, Quebec, Canada
Despite the accessibility of several step count measurement systems, count accuracy in real environments remains a major challenge. Microelectromechanical systems and pressure sensors seem to present a potential solution for step count accuracy. The purpose of this study was to equip an insole with pressure sensors and to test a novel and potentially more accurate method of detecting steps. Methods: Five force-sensitive resistors (FSR) were integrated under the heel, the first, third, and fifth metatarsal heads and the great toe. This system was tested with twelve healthy participants at self-selected and maximal walking speeds in indoor and outdoor settings. Step counts were computed based on previously reported calculation methods, individual and averaged FSR-signals, and a new method: cumulative sum of all FSR-signals. These data were compared to a direct visual step count for accuracy analysis. Results: This system accurately detected steps with success rates ranging from 95.5 +/- 3.5% to 98.5 +/- 2.1% (indoor) and from 96.5 +/- 3.9% to 98.0 +/- 2.3% (outdoor) for self-selected walking speeds and from 98.1 +/- 2.7% to 99.0 +/- 0.7% (indoor) and 97.0 +/- 6.2% to 99.4 +/- 0.7% (outdoor) for maximal walking speeds. Cumulative sum of pressure signals during the stance phase showed high step detection accuracy (99.5 +/- 0.7%-99.6 +/- 0.4%) and appeared to be a valid method of step counting. Conclusions: The accuracy of step counts varied according to the calculation methods, with cumulative sum-based method being highly accurate.
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