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Characterization of inertial measurement unit placement on the human body upon repeated donnings

机译:表征惯性测量单元在重复穿戴时放置在人体上

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摘要

Given projections of an increase in the number of consumers wearing sensors in the upcoming years coupled with NASA's technological roadmap for future human space exploration, there is a need to understand and appropriately incorporate the variability of humans during the use of sensors that extract human activity and diagnostics. Accurate estimations of variability in multiple donnings of sensor suites may aid algorithm development for wearable motion capture systems that make use of Inertial Measurement Units (IMUs). The accuracy of any algorithm incorporating these sensors is limited by the accuracy of the sensor to segment calibration. In this study, 22 participants self-placed IMUs on three locations and performed six prescribed motions during each of these five donnings. Placement of the IMU was quantified as distance, orientation, and rotation. For orientation of the sensors at the beginning of the prescribed motions, the bicep orientation mean was less than the forearm, which was less than the chest. No difference in sensor rotation was found between the bicep and forearm, but both locations differed from the chest location. It was found that even with a guide to assist with the starting and ending positions of a motion, the placement of the sensor on the human-body varied at the beginning and end of a motion. This study found no consistent effect of donning on placement, but did find an effect of motion on the measures. Since the placement measures did vary through a motion, the underlying assumptions of a rigid body model used by motion capture algorithms might not be appropriate. Motion capture algorithms need to be careful when using these rigid body assumptions and account for the changes in position and Euler angles due to natural human variability and calibration during multiple donnings of IMUs by non-experts. This study will aid in the development of quick don and doff sensor suites that can be reliably used by a non-expert for real-time decision making.
机译:鉴于未来几年佩戴传感器的消费者数量预计会增加,再加上NASA未来人类太空探索的技术路线图,在使用提取人类活动的传感器和使用传感器的过程中,有必要了解并适当地考虑人类的可变性。诊断。传感器套件多次磨损中的可变性的准确估计可能有助于使用惯性测量单元(IMU)的可穿戴运动捕获系统的算法开发。包含这些传感器的任何算法的精度都受到段校准的传感器精度的限制。在这项研究中,有22名参与者将IMU自动放置在三个位置,并在这五次捐赠中的每一次捐赠中执行了六个规定的动作。 IMU的位置被量化为距离,方向和旋转。对于指定运动开始时传感器的定向,二头肌定向平均值小于前臂,前臂小于前胸。在二头肌和前臂之间没有发现传感器旋转的差异,但是两个位置都与胸部位置不同。已经发现,即使有用于辅助运动的开始和结束位置的引导件,传感器在人体上的放置在运动的开始和结束时也会变化。这项研究没有发现穿用对放置的一致影响,但确实发现了运动对测量的影响。由于放置度量的确随运动而变化,因此运动捕捉算法使用的刚体模型的基本假设可能不合适。在使用这些刚体假设时,运动捕捉算法需要格外小心,并考虑到非专家多次佩戴IMU期间由于自然的人为可变性和校准导致的位置和欧拉角的变化。这项研究将有助于开发快速的Don和Doff传感器套件,这些套件可以由非专家可靠地用于实时决策。

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    Vanegas, Morris Dwight;

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  • 年度 2016
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  • 原文格式 PDF
  • 正文语种 eng
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