Varol Huseyin Atakan, Sup Frank, Goldfarb Michael
Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN 37235 USA.
IEEE Int Conf Rehabil Robot. 2009;5209582:645-651. doi: 10.1109/ICORR.2009.5209582.
This work extends the three level powered knee and ankle prosthesis control framework previously developed by the authors by adding sitting mode. A middle level finite state based impedance controller is designed to accommodate sitting, sit-to-stand and stand-to-sit transitions. Moreover, a high level Gaussian Mixture Model based intent recognizer is developed to distinguish between standing and sitting modes and switch the middle level controllers accordingly. Experimental results with unilateral transfemoral amputee subject show that sitting down and standing up intent can be inferred from the prosthesis sensor signals by the intent recognizer. Furthermore, it is demonstrated that the prosthesis generates net active power of 50 W during standing up and dissipates up to 50 W of power during stand-to-sit transition at the knee joint.
这项工作通过增加坐姿模式扩展了作者之前开发的三级动力膝关节和踝关节假体控制框架。设计了一种基于有限状态的中级阻抗控制器,以适应坐姿、从坐到站和从站到坐的转换。此外,还开发了一种基于高斯混合模型的高级意图识别器,以区分站立和坐姿模式,并相应地切换中级控制器。对单侧经股骨截肢患者的实验结果表明,意图识别器可以从假体传感器信号中推断出坐下和站立的意图。此外,还证明了假体在站立时产生50瓦的净有功功率,在膝关节从站到坐的转换过程中消耗高达50瓦的功率。