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DOI: 10.1371/journal.pone.0161940
论文题名:
On the Orientation Error of IMU: Investigating Static and Dynamic Accuracy Targeting Human Motion
作者: Luca Ricci; Fabrizio Taffoni; Domenico Formica
刊名: PLOS ONE
ISSN: 1932-6203
出版年: 2016
发表日期: 2016-9-9
卷: 11, 期:9
语种: 英语
英文关键词: Algorithms ; Robotics ; Robots ; Motion ; Magnetic fields ; Velocity ; Bandwidth (signal processing) ; Perturbation (geology)
英文摘要: The accuracy in orientation tracking attainable by using inertial measurement units (IMU) when measuring human motion is still an open issue. This study presents a systematic quantification of the accuracy under static conditions and typical human dynamics, simulated by means of a robotic arm. Two sensor fusion algorithms, selected from the classes of the stochastic and complementary methods, are considered. The proposed protocol implements controlled and repeatable experimental conditions and validates accuracy for an extensive set of dynamic movements, that differ in frequency and amplitude of the movement. We found that dynamic performance of the tracking is only slightly dependent on the sensor fusion algorithm. Instead, it is dependent on the amplitude and frequency of the movement and a major contribution to the error derives from the orientation of the rotation axis w.r.t. the gravity vector. Absolute and relative errors upper bounds are found respectively in the range [0.7° ÷ 8.2°] and [1.0° ÷ 10.3°]. Alongside dynamic, static accuracy is thoroughly investigated, also with an emphasis on convergence behavior of the different algorithms. Reported results emphasize critical issues associated with the use of this technology and provide a baseline level of performance for the human motion related application.
URL: http://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0161940&type=printable
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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/25545
Appears in Collections:过去全球变化的重建
影响、适应和脆弱性
科学计划与规划
气候变化与战略
全球变化的国际研究计划
气候减缓与适应
气候变化事实与影响

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作者单位: Unit of Biomedical Robotics and Biomicrosystems, Department of Engineering, Università Campus Bio-Medico di Roma, via Àlvaro del Portillo 21, 00128 Rome, Italy;Unit of Biomedical Robotics and Biomicrosystems, Department of Engineering, Università Campus Bio-Medico di Roma, via Àlvaro del Portillo 21, 00128 Rome, Italy;Unit of Biomedical Robotics and Biomicrosystems, Department of Engineering, Università Campus Bio-Medico di Roma, via Àlvaro del Portillo 21, 00128 Rome, Italy

Recommended Citation:
Luca Ricci,Fabrizio Taffoni,Domenico Formica. On the Orientation Error of IMU: Investigating Static and Dynamic Accuracy Targeting Human Motion[J]. PLOS ONE,2016-01-01,11(9)
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