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QUANTIFYING THE ACCURACY OF A MOTION DETECTING NEURAL PROSTHESIS

机译:量化检测神经假体的运动的准确性

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The neural prosthesis under development is designed to improve gait in people with muscle weakness. The strategy is to augment impaired or damaged neural connections between the brain and the muscles that control walking. This third-generation neural prosthesis contains triaxial inertial measurement units (IMUs - accelerometers, gyroscopes, and processing chip) to measure body segment position and force sensitive resistors placed under the feet to detect ground contact. A study was conducted to compare the accuracy of the neural prosthesis using a traditional camera motion capture system as a reference. The IMUs were found to accurately represent the amplitude of the gait cycle components and generally track the motion. However, there are some differences in phase, with the IMUs lagging the actual motion. Phase lagged by about 10 degrees in the ankle and by about 5 degrees in the knee. Error of the neural prosthesis varied over the gait cycle. The average error for the ankle, knee and hip were 6°, 8°, and 9°, respectively. Testing showed that the neural prosthesis was able to capture the general shape of the joint angle curves when compared to a commercial camera motion capture system. In the future, measures will be taken to reduce lag in the gyroscope and reduce jitter in the accelerometer so that data from both sensors can be combination to obtain more accurate readings.
机译:开发的神经假体旨在改善肌肉弱点的人的步态。该策略是在脑和控制行走的肌肉之间增强损害或损坏的神经连接。该第三代神经假体含有三轴惯性测量单元(IMUS - 加速度计,陀螺仪和加工芯片),以测量体段位置和放置在脚下的力敏感电阻以检测接地接触。进行了一项研究以比较使用传统的相机运动捕获系统作为参考的神经假体的准确性。发现IMU可以精确地表示步态循环组件的幅度,并且通常跟踪运动。然而,阶段存在一些差异,IMUS滞后实际运动。在脚踝中滞后约10度,膝盖约5度。神经假体的误差在步态周期上变化。脚踝,膝关节和臀部的平均误差分别为6°,8°和9°。测试表明,与商业摄像机运动捕获系统相比,神经假体能够捕获关节角曲线的一般形状。将来,将采取措施减少陀螺仪中的滞后,减少加速度计中的抖动,以便来自两个传感器的数据可以组合以获得更准确的读数。

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