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Effect of the soft tissue artifact on marker measurements and on the calculation of the helical axis of the knee during a squat movement: A study on the CAMS-Knee dataset. Med Eng Phys 2022; 110:103915. [PMID: 36564140 PMCID: PMC9771824 DOI: 10.1016/j.medengphy.2022.103915] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 10/19/2022] [Accepted: 10/25/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Marker-based motion capture recordings of human body segments are often affected by soft tissue artifact (STA). The undesired and uncontrolled motion of the skin may introduce errors in the estimation of motion and position of body segments and, consequently, in the calculation of the relative functional quantities. METHODS This study exploited a recently published dataset consisting of six adult subjects that underwent a total knee arthroplasty. The subject performed squat tasks while the motion was concurrently recorded by passive markers attached to the skin of the lower limbs, an optoelectronic system, and a fluoroscope. The STA of shank and thigh was decomposed in local deformation and rigid motion. Additionally, we studied how the instantaneous helical axis (IHA) calculation is affected by STA. FINDINGS The cluster most affected by STA rigid motion was the thigh. The largest estimated effects were about 7 deg. and about 20 mm. The largest effect of local deformation was about 25 mm, and it was observed on the thigh cluster. INTERPRETATION The STA made the estimation of the IHA unreliable for both position and direction. The choice of the reference configuration influenced the results of the STA analysis.
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Ancillao A, Aertbeliën E, De Schutter J. Effect of the soft tissue artifact on marker measurements and on the calculation of the helical axis of the knee during a gait cycle: A study on the CAMS-Knee data set. Hum Mov Sci 2021; 80:102866. [PMID: 34509901 PMCID: PMC8631460 DOI: 10.1016/j.humov.2021.102866] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 08/24/2021] [Accepted: 08/31/2021] [Indexed: 11/26/2022]
Abstract
The soft tissue artifact (STA) is a phenomenon occurring when the motion of bones or anatomical segments is measured by means of skin markers: the biological tissues between the markers and the bone produce a relative motion bone-markers that leads to inaccuracies in the estimation of rigid body poses or kinematics. The aim of this study was to quantify the STA by exploiting a recently published gait analysis dataset. The dataset was composed of six adult subjects with a total knee arthroplasty who underwent gait analysis trials. The motion of the knee was concurrently recorded by means of (i) fluoroscopy imaging and (ii) an optoelectronic system and redundant markers attached to the thigh and shank. The STA was studied by comparing the results calculated on the marker sets with the results obtained from the fluoroscopy data. The stance and swing phases were considered separately. Rigid STA motion and local STA deformation were studied separately. In addition to previous studies, the instantaneous helical axis (IHA) of the knee was calculated and the effect of the STA on its calculation was assessed. The largest rigid-motion STA effect was observed on the thigh cluster (~10 deg. and ~ 18 mm). The shank cluster was mainly affected during the swing phase (~7 deg. and ~ 17 mm). The local STA deformation affected differently the markers. The largest effect was ~16 mm and the lowest was ~4 mm. The estimation of the IHA was not reliable when based only on markers, having an estimation error of ~17 deg. and ~ 25 mm. A high variability of results across subjects was observed.
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Affiliation(s)
- Andrea Ancillao
- Robotics Research Group, Dept. of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium; Flanders Make, Core Lab ROB, KU Leuven, 3001 Leuven, Belgium.
| | - Erwin Aertbeliën
- Robotics Research Group, Dept. of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium; Flanders Make, Core Lab ROB, KU Leuven, 3001 Leuven, Belgium
| | - Joris De Schutter
- Robotics Research Group, Dept. of Mechanical Engineering, KU Leuven, 3001 Leuven, Belgium; Flanders Make, Core Lab ROB, KU Leuven, 3001 Leuven, Belgium
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Abstract
A prototype portable device that allows for simultaneous hand and fingers motion and precise force measurements has been. Wireless microelectromechanical systems based on inertial and force sensors are suitable for tracking bodily measurements. In particular, they can be used for hand interaction with computer applications. Our interest is to design a multimodal wireless hand grip device that measures and evaluates this activity for ludic or medical rehabilitation purposes. The accuracy and reliability of the proposed device has been evaluated against two different commercial dynamometers (Takei model 5101 TKK, Constant 14192-709E). We introduce a testing application to provide visual feedback of all device signals. The combination of interaction forces and movements makes it possible to simulate the dynamic characteristics of the handling of a virtual object by fingers and palm in rehabilitation applications or some serious games. The combination of these above mentioned technologies and open and portable software are very useful in the design of applications for assistance and rehabilitation purposes that is the main objective of the device.
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Estimating the Instantaneous Screw Axis and the Screw Axis Invariant Descriptor of Motion by Means of Inertial Sensors: An Experimental Study with a Mechanical Hinge Joint and Comparison to the Optoelectronic System. SENSORS 2019; 20:s20010049. [PMID: 31861798 PMCID: PMC6982850 DOI: 10.3390/s20010049] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Revised: 12/10/2019] [Accepted: 12/16/2019] [Indexed: 11/19/2022]
Abstract
The motion of a rigid body can be represented by the instantaneous screw axis (ISA, also known as the helical axis). Recently, an invariant representation of motion based on the ISA, namely, the screw axis invariant descriptor (SAID), was proposed in the literature. The SAID consists of six scalar features that are independent from the coordinate system chosen to represent the motion. This method proved its usefulness in robotics; however, a high sensitivity to noise was observed. This paper aims to explore the performance of inertial sensors for the estimation of the ISA and the SAID for a simple experimental setup based on a hinge joint. The free swing motion of the mechanical hinge was concurrently recorded by a marker-based optoelectronic system (OS) and two magnetic inertial measurement units (MIMUs). The ISA estimated by the MIMU was more precise, while the OS was more accurate. The mean angular error was ≈2.2° for the OS and was ≈4.4° for the MIMU, while the mean standard deviation was ≈2.3° for the OS and was ≈0.2° for the MIMU. The SAID features based on angular velocity were better estimated by the MIMU, while the features based on translational velocity were better estimated by the OS. Therefore, a combination of both measurements systems is recommended to accurately estimate the complete SAID.
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Stride and Step Length Obtained with Inertial Measurement Units during Maximal Sprint Acceleration. Sports (Basel) 2019; 7:sports7090202. [PMID: 31480457 PMCID: PMC6784208 DOI: 10.3390/sports7090202] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2019] [Revised: 08/27/2019] [Accepted: 08/29/2019] [Indexed: 11/24/2022] Open
Abstract
During sprint acceleration, step length, step rate, ground contact, and airtime are key variables for coaches to guide the training process and technical development of their athletes. In the field, three of these variables are easily obtained with inertial measurement units (IMUs), but, unfortunately, valid estimates of step length with IMUs currently are limited to low speeds (<50% max). A simple method is proposed here to derive step length during maximal sprint acceleration, using IMUs on both feet and two timing gates only. Mono-exponential velocity-time functions are fitted to the 30-m (split) and 60-m times, which in combination with IMU-derived step durations yield estimates of step length. To validate this approach, sixteen well-trained athletes with IMUs on the insteps of both feet executed two 60-m maximal sprints, starting from a three-point position. As a reference, step lengths were determined from video data. The reference step lengths combined with IMU-derived step durations yielded a time series of step velocity that confirmed the appropriateness of a mono-exponential increase of step velocity (R2 ≥ 0.96). The comparison of estimated step lengths to reference measurements showed no significant difference (p > 0.05) and acceptable agreement (root mean square error, RMSE = 8.0 cm, bias ± Limits of Agreement = −0.15 ± 16 cm). Step length estimations further improved (RMSE = 5.7 cm, −0.16 ± 11 cm) after smoothing the original estimated step lengths with a third order polynomial function (R2 = 0.94 ± 0.04). In conclusion, during maximal sprint acceleration, acceptable estimates of stride and step length were obtained from IMU-derived step times and 30-m (split) and 60-m sprint times.
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Ancillao A. An experimental analysis of the sources of inaccuracy occurring in hip strength measurements conducted by hand held dynamometry. EUROPEAN JOURNAL OF PHYSIOTHERAPY 2019. [DOI: 10.1080/21679169.2019.1646802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Andrea Ancillao
- Department of Mechanical and Aerospace Engineering, Sapienza University of Rome, Roma, Italy
- Robotics Research Group, Department of Mechanical Engineering, KU-Leuven, Leuven, Belgium
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Galli M, Cimolin V, Stella G, De Pandis MF, Ancillao A, Condoluci C. Quantitative assessment of drawing tests in children with dyslexia and dysgraphia. Hum Mov Sci 2018; 65:S0167-9457(18)30017-4. [PMID: 29748041 DOI: 10.1016/j.humov.2018.05.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Revised: 03/03/2018] [Accepted: 05/01/2018] [Indexed: 11/17/2022]
Abstract
Drawing tests in children diagnosed with dyslexia and dysgraphia were quantitatively compared. Fourteen children with dysgraphia, 19 with dyslexia and 13 normally developing were asked to copy 3 figures: a circle, a square and a cross. An optoelectronic system allowed the acquisition of the drawing track in three-dimensions. The participants' head position and upper limb movements were measured as well. A set of parameters including movement duration, velocity, length of the trace, Range of Motion of the upper limb, was computed and compared among the 3 groups. Children with dyslexia traced the circle faster than the other groups. In the cross test, dyslexic participants showed a reduced execution time and increased velocity while drawing the horizontal line. Children with dyslexia were also faster in drawing certain sides of square with respect to the other groups.
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Affiliation(s)
- Manuela Galli
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milano, Italy.
| | - Veronica Cimolin
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Milano, Italy
| | - Giacomo Stella
- Department of Education and Human Sciences University of Modena and Reggio Emilia, Italy
| | | | - Andrea Ancillao
- Dept. of Mechanical and Aerospace Engineering, "Sapienza" University of Rome, Italy
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Massaroni C, Senesi G, Schena E, Silvestri S. Analysis of breathing via optoelectronic systems: comparison of four methods for computing breathing volumes and thoraco-abdominal motion pattern. Comput Methods Biomech Biomed Engin 2017; 20:1678-1689. [PMID: 29164909 DOI: 10.1080/10255842.2017.1406081] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Breathing parameters can be measured by motion capture systems by placing photo-reflective markers on the chest wall. A computational model is mandatory to compute the breathing volume and to calculate temporal and kinematical features by the gathered markers trajectories. Despite different methods based on different geometrical approaches can be adopted to compute volumes, no information about their differences in the respiratory evaluation are available. This study investigated the performances of four methods (conventional, prism-based, convex hull with boundary condition, based on Delaunay triangulation) using an optoelectronic motion capture system, on twelve healthy participants during 30 s of breathing. Temporal trends of volume traces, tidal volume values, and breathing durations were compared between methods and spirometry (used as reference instrument). Additionally, thoraco-abdominal motion patterns were compared between methods by analysing the compartmental contributions and their variability. Results shows comparable similarities between the volume traces obtained using spirometry, prism-based and conventional methods. Prism-based and convex hull with boundary condition methods show lower bias in tidal volumes estimation up to 0.06 L, compared to the conventional and Delaunay triangulation methods. Prism-based method shows maximum differences of 30 mL in the comparison of compartmental contributions to the total volume, by resulting in a maximum deviation of 1.6% in the percentage contribution analysis. In conclusion, our finding demonstrated the accuracy of the non-invasive MoCap-based breathing analysis with the prism-based method tested. Data provided in this study will lead researchers and clinicians in the computational method choice for temporal and volumetric breathing analysis.
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Affiliation(s)
- Carlo Massaroni
- a Unit of Measurements and Biomedical Instrumentation, Departmental Faculty of Engineering , Università Campus Bio-Medico di Roma , Rome , Italy
| | - Guglielmo Senesi
- a Unit of Measurements and Biomedical Instrumentation, Departmental Faculty of Engineering , Università Campus Bio-Medico di Roma , Rome , Italy
| | - Emiliano Schena
- a Unit of Measurements and Biomedical Instrumentation, Departmental Faculty of Engineering , Università Campus Bio-Medico di Roma , Rome , Italy
| | - Sergio Silvestri
- a Unit of Measurements and Biomedical Instrumentation, Departmental Faculty of Engineering , Università Campus Bio-Medico di Roma , Rome , Italy
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Ancillao A, Savastano B, Galli M, Albertini G. Three dimensional motion capture applied to violin playing: A study on feasibility and characterization of the motor strategy. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2017; 149:19-27. [PMID: 28802327 DOI: 10.1016/j.cmpb.2017.07.005] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Revised: 06/27/2017] [Accepted: 07/18/2017] [Indexed: 06/07/2023]
Abstract
BACKGROUND AND OBJECTIVE Playing string instruments requires advanced motor skills and a long training that is often spent in uncomfortable postures that may lead to injuries or musculoskeletal disorders. Thus, it is interesting to objectively characterize the motor strategy adopted by the players. In this work, we implemented a method for the quantitative analysis of the motor performance of a violin player. METHODS The proposed protocol takes advantage of an optoelectronic system and some infra-red reflecting markers in order to track player's motion. The method was tested on a professional violin player performing a legato bowing task. The biomechanical strategy of the upper limb and bow positioning were described by means of quantitative parameters and motion profiles. Measured quantities were: bow trajectory, angles, tracks, velocity, acceleration and jerk. RESULTS A good repeatability of the bowing motion (CV < 2%) and high smoothness (jerk < 5 m/s3) were observed. Motion profiles of shoulder, elbow and wrist were repeatable (CV < 7%) and comparable to the curves observed in other studies. Jerk and acceleration profiles demonstrated high smoothness in the ascending and descending phases of bowing. High variability was instead observed for the neck angle (CV ∼56%). CONCLUSIONS "Quantitative" measurements, instead of "qualitative" observation, can support the diagnosis of motor disorders and the accurate evaluation of musicians' skills. The proposed protocol is a powerful tool for the description of musician's performance, that may be useful to document improvements in playing abilities and to adjust training strategies.
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Affiliation(s)
- Andrea Ancillao
- Department of Mechanical and Aerospace Engineering, "Sapienza" University of Rome, Via Eudossiana 18, 00184 Rome, Italy.
| | | | - Manuela Galli
- Department of Electronics, Information and Bioengineering, "Politecnico di Milano" University of Milan, Italy; IRCCS "San Raffaele Pisana", San Raffaele SPA, Rome, Italy
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Mayyas M, Mellish R. A method for the automatic generation of inverse kinematic maps in modular robotic systems. INT J ADV ROBOT SYST 2016. [DOI: 10.1177/1729881416662790] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Flexible manufacturing based on rapidly reconfigurable robotic systems will enable factories to meet time-sensitive and fast-changing industrial demands. However, with the rise of modular systems there is also the need to quickly and easily determine which configuration is optimal for performing a certain task. In this article, we present a path-based ad hoc technique for determining the inverse and forward kinematics map based on relative joint space variable to reduce the computational complexity. The proposed technique is nonsingular and suits kinematic analysis and optimization of robotic systems with undetermined configuration, and it can be extended to solve generalized inverse kinematic of robotics system involving large number of joint variable.
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Affiliation(s)
- Mohammad Mayyas
- Department of Engineering Technologies, Bowling Green State University, Bowling Green, OH, USA
| | - Rochelle Mellish
- Department of Aeronautical and Astronautical Engineering, Purdue University, West Lafayette, IN, USA
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C M, E S, F B, A S, P S, G L, F B, S A S, S S. Development of a bio-inspired mechatronic chest wall simulator for evaluating the performances of opto-electronic plethysmography. Open Biomed Eng J 2015; 8:120-30. [PMID: 25624954 PMCID: PMC4302486 DOI: 10.2174/1874120701408010120] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2014] [Revised: 10/29/2014] [Accepted: 10/31/2014] [Indexed: 11/22/2022] Open
Abstract
Instrumented gait analysis based on optoelectronic systems is an expensive technique used to objectively measure the human movement features and it is generally considered as the gold standard. Opto-electronic plethysmography (OEP) is a particular motion analysis system able to: (i) determine chest wall kinematic via the evaluation of marker displacements placed on the thorax and (ii) compute respiratory volumes during breathing.
The aim of this work is to describe the performances of a custom made, bio-inspired, mechatronic chest wall simulator (CWS), specifically designed to assess the metrological performances of the OEP system. The design of the simulator is based on the chest wall kinematic analysis of three healthy subjects previously determined.
Two sets of experiments were carried out: (i) to investigate the CWS dynamic response using different target displacements (1 - 12 mm), and (ii) to assess the CWS accuracy and precision in simulating quite breathing, covering the physiological range of respiratory frequency and tidal volume.
Results show that the CWS allows simulating respiratory frequency up to ~ 60 bpm. The difference between the actual displacement and the set one is always < 9 μm. The precision error, expressed as the ratio between measurement uncertainty and the actual displacement, is lower than 0.32 %.
The observed good performances permit to consider the CWS prototype feasible to be employed for assessing the performances of OEP system in periodical validation routines.
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Affiliation(s)
- Massaroni C
- Unit of Measurements and Biomedical Instrumentation, Center for Integrated Research, Università Campus Bio-Medico di Roma, Via Álvaro del Portillo, 21, 00128 Rome, Italy
| | - Schena E
- Unit of Measurements and Biomedical Instrumentation, Center for Integrated Research, Università Campus Bio-Medico di Roma, Via Álvaro del Portillo, 21, 00128 Rome, Italy
| | - Bastianini F
- Department of Engineering, University of ROMA TRE, Via della Vasca Navale 79/81, Roma, Italy
| | - Scorza A
- Department of Engineering, University of ROMA TRE, Via della Vasca Navale 79/81, Roma, Italy
| | - Saccomandi P
- Unit of Measurements and Biomedical Instrumentation, Center for Integrated Research, Università Campus Bio-Medico di Roma, Via Álvaro del Portillo, 21, 00128 Rome, Italy
| | - Lupi G
- Department of Engineering, University of ROMA TRE, Via della Vasca Navale 79/81, Roma, Italy
| | - Botta F
- Department of Engineering, University of ROMA TRE, Via della Vasca Navale 79/81, Roma, Italy
| | - Sciuto S A
- Department of Engineering, University of ROMA TRE, Via della Vasca Navale 79/81, Roma, Italy
| | - Silvestri S
- Unit of Measurements and Biomedical Instrumentation, Center for Integrated Research, Università Campus Bio-Medico di Roma, Via Álvaro del Portillo, 21, 00128 Rome, Italy
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Lin CH, Chou LW, Wei SH, Lieu FK, Chiang SL, Sung WH. Validity and reliability of a novel device for bilateral upper extremity functional measurements. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2014; 114:315-323. [PMID: 24690377 DOI: 10.1016/j.cmpb.2014.02.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2013] [Revised: 02/07/2014] [Accepted: 02/20/2014] [Indexed: 06/03/2023]
Abstract
BACKGROUND AND OBJECTIVE This study was designed to establish the validity and reliability of a new device that measures bilateral shoulder and elbow range of motion (ROM) and grip force performance in vivo. A further aim was to investigate the control of inter-limb grip force coordination during isometric force-maintenance tasks. Validity of the ROM and grip force measurements was examined using a validated clinical goniometer and standard weights. SUBJECTS Twenty-one healthy adults (six female, 15 male; mean±standard deviation age=23.05±3.51) were recruited for this study. DESIGN All subjects were asked to perform tests to evaluate the validity and reliability of ROM, grip force maximum voluntary contraction (MVC) and coordination control measurements. RESULTS The ROM and grip force measurements were linearly correlated with criterion standards. For reliability testing, all of the intraclass correlation coefficient values were >0.99. The inter-limb grip force coordination control task showed that the force modulation timing during dominant-to-non-dominant hand transition was longer than the non-dominant-to-dominant hand transition (p<0.05). CONCLUSIONS These results demonstrate that this device is valid and reliable when used to measure shoulder and elbow ROM and grip force of both hands. Isometric force-maintenance tasks also indicated changes in inter-limb grip force control.
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Affiliation(s)
- Chueh-Ho Lin
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan; Department of Physical Therapy, Hung-Kung University, Taichung, Taiwan
| | - Li-Wei Chou
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan
| | - Shun-Hwa Wei
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan
| | | | | | - Wen-Hsu Sung
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan.
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Barre A, Armand S. Biomechanical ToolKit: Open-source framework to visualize and process biomechanical data. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2014; 114:80-7. [PMID: 24548899 DOI: 10.1016/j.cmpb.2014.01.012] [Citation(s) in RCA: 124] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2013] [Revised: 01/10/2014] [Accepted: 01/13/2014] [Indexed: 05/05/2023]
Abstract
C3D file format is widely used in the biomechanical field by companies and laboratories to store motion capture systems data. However, few software packages can visualize and modify the integrality of the data in the C3D file. Our objective was to develop an open-source and multi-platform framework to read, write, modify and visualize data from any motion analysis systems using standard (C3D) and proprietary file formats (used by many companies producing motion capture systems). The Biomechanical ToolKit (BTK) was developed to provide cost-effective and efficient tools for the biomechanical community to easily deal with motion analysis data. A large panel of operations is available to read, modify and process data through C++ API, bindings for high-level languages (Matlab, Octave, and Python), and standalone application (Mokka). All these tools are open-source and cross-platform and run on all major operating systems (Windows, Linux, MacOS X).
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Affiliation(s)
- Arnaud Barre
- Laboratory of Movement Analysis and Measurement (LMAM), EPFL, Lausanne, Switzerland
| | - Stéphane Armand
- Willy Taillard Laboratory of Kinesiology, Geneva University Hospitals and Geneva University, Geneva, Switzerland.
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