IMU-based sensor-to-segment multiple calibration for upper limb joint angle measurement-a proof of concept

被引:16
作者
Zabat, Mahdi [1 ]
Ababou, Amina [1 ]
Ababou, Noureddine [1 ]
Dumas, Raphael [2 ]
机构
[1] Univ Sci & Technol Houari Boumediene, Lab Instrumentat, BP 32 El Alia, Bab Ezzouar Algiers 16111, Algeria
[2] Univ Claude Bernard Lyon 1, Univ Lyon, IFSTTAR, LBMC UMR T9406, 43 Blvd,11 Novembre 1918, F-69622 Villeurbanne, France
关键词
Joint angle; IMU measurement; Posture; Calibration; Soft tissue artifact; SOFT-TISSUE ARTIFACT; HUMAN MOVEMENT ANALYSIS; ANATOMICAL LANDMARK CALIBRATION; INERTIAL MEASUREMENT UNITS; AMBULATORY MEASUREMENT; MOTION CAPTURE; KINEMATICS; MODEL; ELBOW; REPEATABILITY;
D O I
10.1007/s11517-019-02033-7
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A lot of attention has been paid to wearable inertial sensors regarded as an alternative solution for outdoor human motion tracking. Relevant joint angles can only be calculated from anatomical orientations, but they are negatively impacted by soft tissue artifact (STA) defined as skin motion with respect to the underlying bone; the accuracy of measured joint angle during movement is affected by the ongoing misalignment of the sensor. In this work, a new sensor-to-segment calibration using inertial measurement units is proposed. Inspired by the multiple calibration for a cluster of skin markers, it consists in performing first multiple static postures of the upper limb in all anatomical planes. The movements that affect sensor alignment are identified then alignment differences between sensors and segment frames are calculated for each posture and linearly interpolated. Experimental measurements were carried out on a mechanical model and on a subject who performed different movements of right elbow and shoulder. Multiple calibration showed significant improvement in joint angle measurement on the mechanical model as well as on human joint angle comparing to those obtained from attached sensors after technical calibration. During shoulder internal-external rotation, the maximal error value decreased more than 50% after correction.
引用
收藏
页码:2449 / 2460
页数:12
相关论文
共 45 条
[1]   Upper limb joint angle measurement in occupational health [J].
Alvarez, Diego ;
Alvarez, Juan C. ;
Gonzalez, Rafael C. ;
Lopez, Antonio M. .
COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING, 2016, 19 (02) :159-170
[2]   A linear soft tissue artefact model for human movement analysis: Proof of concept using in vivo data [J].
Andersen, Michael S. ;
Damsgaard, Michael ;
Rasmussen, John ;
Ramsey, Dan K. ;
Benoit, Daniel L. .
GAIT & POSTURE, 2012, 35 (04) :606-611
[3]   Assessment of the lower limb soft tissue artefact at marker-cluster level with a high-density marker set during walking [J].
Barre, Arnaud ;
Aissaoui, Rachid ;
Aminian, Kamiar ;
Dumas, Raphael .
JOURNAL OF BIOMECHANICS, 2017, 62 :21-26
[4]   Multibody Kinematics Optimization for the Estimation of Upper and Lower Limb Human Joint Kinematics: A Systematized Methodological Review [J].
Begon, Mickael ;
Andersen, Michael Skipper ;
Dumas, Raphael .
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 2018, 140 (03)
[5]   Main component of soft tissue artifact of the upper-limbs with respect to different functional, daily life and sports movements [J].
Blache, Y. ;
Dumas, R. ;
Lundberg, A. ;
Begon, M. .
JOURNAL OF BIOMECHANICS, 2017, 62 :39-46
[6]   Validity of an inertial measurement unit to assess pelvic orientation angles during gait, sit-stand transfers and step-up transfers: Comparison with an optoelectronic motion capture system [J].
Bolink, S. A. A. N. ;
Naisas, H. ;
Senden, R. ;
Essers, H. ;
Heyligers, I. C. ;
Meijer, K. ;
Grimm, B. .
MEDICAL ENGINEERING & PHYSICS, 2016, 38 (03) :225-231
[7]   A soft tissue artefact model driven by proximal and distal joint kinematics [J].
Bonci, Tecla ;
Camomilla, Valentina ;
Dumas, Raphael ;
Cheze, Laurence ;
Cappozzo, Aurelio .
JOURNAL OF BIOMECHANICS, 2014, 47 (10) :2354-2361
[8]   Joint kinematics estimation using a multi-body kinematics optimisation and an extended Kalman filter, and embedding a soft tissue artefact model [J].
Bonnet, Vincent ;
Richard, Vincent ;
Camomilla, Valentina ;
Venture, Gentiane ;
Cappozzo, Aurelio ;
Dumas, Raphael .
JOURNAL OF BIOMECHANICS, 2017, 62 :148-155
[9]  
Bosch Sensortech, 2016, DAT BNO055 INT 9 AX
[10]   Upper Limb Kinematics Using Inertial and Magnetic Sensors: Comparison of Sensor-to-Segment Calibrations [J].
Bouvier, Brice ;
Duprey, Sonia ;
Claudon, Laurent ;
Dumas, Raphael ;
Savescu, Adriana .
SENSORS, 2015, 15 (08) :18813-18833