Splining raw kinematic data of standing-bending-lifting movement
Spline functions and digital filtering are two numerical methods normally used by the researchers in the field of biomechanics to perform data smoothing and time differentiation. The objective of this study is to perform data smoothing on the raw kinematic data of a subject performing standing-bendi...
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Published in | AIP conference proceedings Vol. 2905; no. 1 |
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Main Authors | , , , |
Format | Journal Article Conference Proceeding |
Language | English |
Published |
Melville
American Institute of Physics
05.01.2024
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ISSN | 0094-243X 1551-7616 |
DOI | 10.1063/5.0172431 |
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Abstract | Spline functions and digital filtering are two numerical methods normally used by the researchers in the field of biomechanics to perform data smoothing and time differentiation. The objective of this study is to perform data smoothing on the raw kinematic data of a subject performing standing-bending-lifting activity using spline function, and to calculate time differentiation from the kinematic data. Raw data on standing-bending-lifting movement was recorded in Biomechanics Lab, UniMAP. Next, quintic spline function was used to smooth the data and calculate the angular velocity and angular acceleration at L5, L3, L1, MAI and T2. When calculated for one trial, the error estimation between smooth and raw data at L5, L3, L1, MAI, and T2 are 0.008°, 0.003°, 0.003°, 0.004°, and 0.008°, respectively. When calculating for five trials, the average error estimation between smooth and raw data at L5, L3, L1, MAI, and T2 are 0.007°, 0.009°, 0.011°, 0.012°, and 0.012°, respectively. The result shows that the quintic spline is able to produce satisfactory output in data smoothing. |
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AbstractList | Spline functions and digital filtering are two numerical methods normally used by the researchers in the field of biomechanics to perform data smoothing and time differentiation. The objective of this study is to perform data smoothing on the raw kinematic data of a subject performing standing-bending-lifting activity using spline function, and to calculate time differentiation from the kinematic data. Raw data on standing-bending-lifting movement was recorded in Biomechanics Lab, UniMAP. Next, quintic spline function was used to smooth the data and calculate the angular velocity and angular acceleration at L5, L3, L1, MAI and T2. When calculated for one trial, the error estimation between smooth and raw data at L5, L3, L1, MAI, and T2 are 0.008°, 0.003°, 0.003°, 0.004°, and 0.008°, respectively. When calculating for five trials, the average error estimation between smooth and raw data at L5, L3, L1, MAI, and T2 are 0.007°, 0.009°, 0.011°, 0.012°, and 0.012°, respectively. The result shows that the quintic spline is able to produce satisfactory output in data smoothing. |
Author | Isa, Munawwarah Solihah Muhammad Salleh, Ahmad Faizal Omar, Nurhidayah Salim, Mohammad Shahril |
Author_xml | – sequence: 1 givenname: Nurhidayah surname: Omar fullname: Omar, Nurhidayah organization: 3Faculty of Electronic Engineering Technology, Universiti Malaysia Perlis, Pauh Putra Campus, 02600 Arau, Perlis, Malaysia – sequence: 2 givenname: Munawwarah Solihah Muhammad surname: Isa fullname: Isa, Munawwarah Solihah Muhammad email: munawwarahsolihah@gmail.com organization: Institute of Engineering Mathematics, Universiti Malaysia Perlis – sequence: 3 givenname: Ahmad Faizal surname: Salleh fullname: Salleh, Ahmad Faizal email: ahmadfaizal@unimap.edu.my organization: 3Faculty of Electronic Engineering Technology, Universiti Malaysia Perlis, Pauh Putra Campus, 02600 Arau, Perlis, Malaysia – sequence: 4 givenname: Mohammad Shahril surname: Salim fullname: Salim, Mohammad Shahril email: mshahril@unimap.edu.my organization: 3Faculty of Electronic Engineering Technology, Universiti Malaysia Perlis, Pauh Putra Campus, 02600 Arau, Perlis, Malaysia |
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SubjectTerms | Angular acceleration Angular velocity Bending Biomechanics Data smoothing Differentiation Error analysis Hoisting Kinematics Mathematical analysis Numerical methods Smoothing Spline functions |
Title | Splining raw kinematic data of standing-bending-lifting movement |
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