Dai Rui, Sonenblum Sharon Eve, Sprigle Stephen
Rehabilitation Engineering and Applied Research Laboratory (REAR Lab), Georgia Institute of Technology, 490 10th St., NW, Atlanta, GA 30318, USA.
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:6107-10. doi: 10.1109/EMBC.2012.6347387.
It is essential to prevent pressure ulcers for people with spinal cord injuries (SCI). Pressure ulcer is likely to develop when there is excessive pressure on the body tissue for lengthy durations. Therefore, persons with SCI, who usually spend long time sitting in wheelchairs, are advised to perform regular pressure reliefs in their daily lives. This paper proposes a system for the monitoring of wheelchair users' pressure relief behaviors. The system utilizes piezo resistive sensors beneath a wheelchair cushion to monitor pressure, and employs supervised learning techniques to classify a wheelchair user's pressure relief status. Key features of the system include robustness and not interfering with cushion performance or the daily activities of wheelchair users. The system works well on different types of cushions, and achieves 91% sensitivity and 89% specificity based on tests on different wheelchair users.
对于脊髓损伤(SCI)患者来说,预防压疮至关重要。当身体组织长时间承受过大压力时,就容易发生压疮。因此,建议通常长时间坐在轮椅上的SCI患者在日常生活中定期进行减压。本文提出了一种用于监测轮椅使用者减压行为的系统。该系统利用轮椅坐垫下方的压阻式传感器来监测压力,并采用监督学习技术对轮椅使用者的减压状态进行分类。该系统的关键特性包括鲁棒性以及不干扰坐垫性能或轮椅使用者的日常活动。该系统在不同类型的坐垫上都能良好运行,并且基于对不同轮椅使用者的测试,灵敏度达到91%,特异性达到89%。