华中科技大学学报(自然科学版)2017,Vol.45Issue(10):105-110,6.DOI:10.13245/j.hust.171020
基于无线穿戴式传感系统的智能步态检测研究
Research on intelligent gait detection based on wireless wearable sensor system
摘要
Abstract
In order to achieve accurate human gait detection and real-time feedback to the robot sys-tem ,a wireless sensor node was designed based on inertial sensors .On this basis ,a set of wireless wearable sensing system was developed .Based on the human lower limb model ,a reliable step length and direction detection algorithm was proposed .By using five independently designed low-cost inertial sensor nodes fixed to the lower limbs and waist of the human body ,relatively accurate gait measure-ment was achieved .To further improve the measurement accuracy ,the echo state network was used to correct the whole system measurement error .After correction ,the step length measurement error is less than 3 .5 cm ,and the step direction measurement error is less than 4 .5° .The experimental re-sults show that the proposed system and method can achieve high-precision gait detection .关键词
无线传感器系统/步态检测/穿戴式/姿态角/回声状态网络Key words
wireless sensor system/gait detection/wearable/attitude angle/echo state network分类
信息技术与安全科学引用本文复制引用
黄剑,余晓强,陶春静..基于无线穿戴式传感系统的智能步态检测研究[J].华中科技大学学报(自然科学版),2017,45(10):105-110,6.基金项目
国家自然科学基金资助项目 (61473130 ) (61473130 )
湖北省自然科学基金杰出青年基金资助项目(2015CFA047) (2015CFA047)
国家科技支撑计划资助项目 (2015BAI06B00) . (2015BAI06B00)