A wearable real-time kinetic measurement sensor setup for human locomotion. (11th April 2023)
- Record Type:
- Journal Article
- Title:
- A wearable real-time kinetic measurement sensor setup for human locomotion. (11th April 2023)
- Main Title:
- A wearable real-time kinetic measurement sensor setup for human locomotion
- Authors:
- Wang, Huawei
Basu, Akash
Durandau, Guillaume
Sartori, Massimo - Abstract:
- Abstract: Current laboratory-based setups (optical marker cameras + force plates) for human motion measurement require participants to stay in a constrained capture region which forbids rich movement types. This study established a fully wearable system, based on commercially available sensors (inertial measurement units + pressure insoles), that can measure both kinematic and kinetic motion data simultaneously and support wireless frame-by-frame streaming. In addition, its capability and accuracy were tested against a conventional laboratory-based setup. An experiment was conducted, with 9 participants wearing the wearable measurement system and performing 13 daily motion activities, from slow walking to fast running, together with vertical jump, squat, lunge, and single-leg landing, inside the capture space of the laboratory-based motion capture system. The recorded sensor data were post-processed to obtain joint angles, ground reaction forces (GRFs), and joint torques (via multi-body inverse dynamics). Compared to the laboratory-based system, the established wearable measurement system can measure accurate information of all lower limb joint angles (Pearson's r = 0.929), vertical GRFs (Pearson's r = 0.954), and ankle joint torques (Pearson's r = 0.917). Center of pressure (CoP) in the anterior–posterior direction and knee joint torques were fairly matched (Pearson's r = 0.683 and 0.612, respectively). Calculated hip joint torques and measured medial–lateral CoP didAbstract: Current laboratory-based setups (optical marker cameras + force plates) for human motion measurement require participants to stay in a constrained capture region which forbids rich movement types. This study established a fully wearable system, based on commercially available sensors (inertial measurement units + pressure insoles), that can measure both kinematic and kinetic motion data simultaneously and support wireless frame-by-frame streaming. In addition, its capability and accuracy were tested against a conventional laboratory-based setup. An experiment was conducted, with 9 participants wearing the wearable measurement system and performing 13 daily motion activities, from slow walking to fast running, together with vertical jump, squat, lunge, and single-leg landing, inside the capture space of the laboratory-based motion capture system. The recorded sensor data were post-processed to obtain joint angles, ground reaction forces (GRFs), and joint torques (via multi-body inverse dynamics). Compared to the laboratory-based system, the established wearable measurement system can measure accurate information of all lower limb joint angles (Pearson's r = 0.929), vertical GRFs (Pearson's r = 0.954), and ankle joint torques (Pearson's r = 0.917). Center of pressure (CoP) in the anterior–posterior direction and knee joint torques were fairly matched (Pearson's r = 0.683 and 0.612, respectively). Calculated hip joint torques and measured medial–lateral CoP did not match with the laboratory-based system (Pearson's r = 0.21 and 0.47, respectively). Furthermore, both raw and processed datasets are openly accessible (https://doi.org/10.5281/zenodo.6457662 ). Documentation, data processing codes, and guidelines to establish the real-time wearable kinetic measurement system are also shared (https://github.com/HuaweiWang/WearableMeasurementSystem ). … (more)
- Is Part Of:
- Wearable technologies. Volume 4(2023)
- Journal:
- Wearable technologies
- Issue:
- Volume 4(2023)
- Issue Display:
- Volume 4, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 4
- Issue:
- 2023
- Issue Sort Value:
- 2023-0004-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-04-11
- Subjects:
- biomechanics -- biomechatronics -- monitors -- sensors
Wearable technology -- Periodicals
Robotics in medicine -- Periodicals
610.28 - Journal URLs:
- https://www.cambridge.org/core/journals/wearable-technologies# ↗
- DOI:
- 10.1017/wtc.2023.7 ↗
- Languages:
- English
- ISSNs:
- 2631-7176
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 26821.xml