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Arens P, Quirk DA, Pan W, Yacoby Y, Doshi-Velez F, Walsh CJ. Preference-based assistance optimization for lifting and lowering with a soft back exosuit. SCIENCE ADVANCES 2025; 11:eadu2099. [PMID: 40203096 PMCID: PMC11980829 DOI: 10.1126/sciadv.adu2099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Accepted: 03/05/2025] [Indexed: 04/11/2025]
Abstract
Wearable robotic devices have become increasingly prevalent in both occupational and rehabilitative settings, yet their widespread adoption remains inhibited by usability barriers related to comfort, restriction, and noticeable functional benefits. Acknowledging the importance of user perception in this context, this study explores preference-based controller optimization for a back exosuit that assists lifting. Considering the high mental and metabolic effort discrete motor tasks impose, we used a forced-choice Bayesian Optimization approach that promotes sampling efficiency by leveraging domain knowledge about just noticeable differences between assistance settings. Optimizing over two control parameters, preferred settings were consistent within and uniquely different between participants. We discovered that overall, participants preferred asymmetric parameter configurations with more lifting than lowering assistance, and that preferences were sensitive to user anthropometrics. These findings highlight the potential of perceptually guided assistance optimization for wearable robotic devices, marking a step toward more pervasive adoption of these systems in the real world.
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Affiliation(s)
- Philipp Arens
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - D. Adam Quirk
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Weiwei Pan
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Yaniv Yacoby
- Department of Computer Science, Wellesley College, Wellesley, MA, USA
| | - Finale Doshi-Velez
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Conor J. Walsh
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
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Chung J, Quirk DA, Cherin JM, Friedrich D, Kim D, Walsh CJ. The perceptual and biomechanical effects of scaling back exosuit assistance to changing task demands. Sci Rep 2025; 15:10929. [PMID: 40158010 PMCID: PMC11954937 DOI: 10.1038/s41598-025-94726-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Accepted: 03/17/2025] [Indexed: 04/01/2025] Open
Abstract
Back exoskeletons are gaining attention for preventing occupational back injuries, but they can disrupt movement, a burden that risks abandonment. Enhanced adaptability is proposed to mitigate burdens, but perceptual benefits are less known. This study investigates the perceptual and biomechanical impacts of a SLACK suit (non-assistive) controller versus three controllers with varying adaptability: a Weight-Direction-Angle adaptive (WDA-ADPT) that scales assistance based on the weight of the boxes using a chest-mounted camera and machine learning algorithm, movement direction, and trunk flexion angle, and standard Direction-Angle adaptive (DA-ADPT) and Angle adaptive (A-ADPT) controllers. Fifteen participants performed a variable weight (2, 8, 14 kg) box-transfer task. WDA-ADPT achieved the highest perceptual score (88%) across survey categories and reduced peak back extensor (BE) muscle amplitudes by 10.1%. DA-ADPT had slightly lower perceptual (76%) and peak BE reduction (8.5%). A-ADPT induced hip restriction, which could explain the lowest perceptual score (55%) despite providing the largest reductions in peak BE muscle activity (17.3%). Reduced perceptual scores achieved by DA and A-ADPT were explained by controllers providing too much or little assistance versus actual task demands. These findings underscore that scaling assistance to task demands improves biomechanical benefits and the perception of the device's suitability.
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Affiliation(s)
- Jinwon Chung
- John a. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA.
| | - D Adam Quirk
- John a. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Jason M Cherin
- John a. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Dennis Friedrich
- John a. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
| | - Daekyum Kim
- John a. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA
- School of Mechanical Engineering, Korea University, Seoul, South Korea
| | - Conor J Walsh
- John a. Paulson School of Engineering and Applied Sciences, Harvard University, Boston, MA, USA.
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Preethichandra DMG, Piyathilaka L, Sul JH, Izhar U, Samarasinghe R, Arachchige SD, de Silva LC. Passive and Active Exoskeleton Solutions: Sensors, Actuators, Applications, and Recent Trends. SENSORS (BASEL, SWITZERLAND) 2024; 24:7095. [PMID: 39517992 PMCID: PMC11548343 DOI: 10.3390/s24217095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2024] [Revised: 10/28/2024] [Accepted: 10/31/2024] [Indexed: 11/16/2024]
Abstract
Recent advancements in exoskeleton technology, both passive and active, are driven by the need to enhance human capabilities across various industries as well as the need to provide increased safety for the human worker. This review paper examines the sensors, actuators, mechanisms, design, and applications of passive and active exoskeletons, providing an in-depth analysis of various exoskeleton technologies. The main scope of this paper is to examine the recent developments in the exoskeleton developments and their applications in different fields and identify research opportunities in this field. The paper examines the exoskeletons used in various industries as well as research-level prototypes of both active and passive types. Further, it examines the commonly used sensors and actuators with their advantages and disadvantages applicable to different types of exoskeletons. Communication protocols used in different exoskeletons are also discussed with the challenges faced.
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Affiliation(s)
- D. M. G. Preethichandra
- School of Engineering and Technology, Central Queensland University, Rockhampton, QLD 4701, Australia; (L.P.); (J.-H.S.); (S.D.A.)
| | - Lasitha Piyathilaka
- School of Engineering and Technology, Central Queensland University, Rockhampton, QLD 4701, Australia; (L.P.); (J.-H.S.); (S.D.A.)
| | - Jung-Hoon Sul
- School of Engineering and Technology, Central Queensland University, Rockhampton, QLD 4701, Australia; (L.P.); (J.-H.S.); (S.D.A.)
| | - Umer Izhar
- School of Science, Technology and Engineering (SSTE), University of the Sunshine Coast, Sippy Downs, QLD 4502, Australia;
| | - Rohan Samarasinghe
- Department of ICT, Faculty of Technology, University of Colombo, Colombo 00700, Sri Lanka;
| | - Sanura Dunu Arachchige
- School of Engineering and Technology, Central Queensland University, Rockhampton, QLD 4701, Australia; (L.P.); (J.-H.S.); (S.D.A.)
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Sergazin G, Zhetenbayev N, Tursunbayeva G, Uzbekbayev A, Sarina A, Nurgizat Y, Nussibaliyeva A. Design, Simulation and Functional Testing of a Novel Ankle Exoskeleton with 3DOFs. SENSORS (BASEL, SWITZERLAND) 2024; 24:6160. [PMID: 39409200 PMCID: PMC11479133 DOI: 10.3390/s24196160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/11/2024] [Revised: 09/18/2024] [Accepted: 09/19/2024] [Indexed: 10/20/2024]
Abstract
This paper presents a study on developing a new exoskeleton for ankle joint rehabilitation with three degrees of freedom (3 DOFs). The primary attention is paid to the process of designing and modelling the device aimed at restoring the lost functions of joint mobility. The authors conducted a complex analysis of the functional requirements of the exoskeleton based on research into the potential user's needs, which allowed for the development of a conceptual model of the proposed device. In this study, a prototype of the exoskeleton is designed using modern additive technologies. The prototype underwent virtual testing in conditions maximally close to reality, which confirmed its effectiveness and comfort of use. The main results of this study indicate the promising potential of the proposed solution for application in rehabilitation practices, especially for patients with ankle joint injuries and diseases.
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Affiliation(s)
- Gani Sergazin
- Global Education & Training, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
- Department of Information Security, Eurasian National University, Astana 10000, Kazakhstan
| | - Nursultan Zhetenbayev
- LARM2: Laboratory of Robot Mechatronics, University of Rome Tor Vergata, 00173 Rome, Italy
- Department of Electronics and Robotics, Almaty University of Power Engineering and Telecommunications, Almaty 050013, Kazakhstan
| | - Gulzhamal Tursunbayeva
- Department of Information Security, Eurasian National University, Astana 10000, Kazakhstan
| | - Arman Uzbekbayev
- Research Institute of Applied Science and Technologies, Almaty 050013, Kazakhstan
| | - Aizada Sarina
- Global Education & Training, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
| | - Yerkebulan Nurgizat
- Research Institute of Applied Science and Technologies, Almaty 050013, Kazakhstan
| | - Arailym Nussibaliyeva
- Department of Electronics and Robotics, Almaty University of Power Engineering and Telecommunications, Almaty 050013, Kazakhstan
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Flor-Unda O, Casa B, Fuentes M, Solorzano S, Narvaez-Espinoza F, Acosta-Vargas P. Exoskeletons: Contribution to Occupational Health and Safety. Bioengineering (Basel) 2023; 10:1039. [PMID: 37760141 PMCID: PMC10647659 DOI: 10.3390/bioengineering10091039] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Revised: 08/24/2023] [Accepted: 08/25/2023] [Indexed: 09/29/2023] Open
Abstract
This review aims to characterize the current landscape of exoskeletons designed to promote medical care and occupational safety in industrial settings. Extensive exploration of scientific databases spanning industries, health, and medicine informs the classification of exoskeletons according to their distinctive attributes and specific footholds on the human physique. Within the scope of this review, a comprehensive analysis is presented, contextualizing the integration of exoskeletons based on different work activities. The reviewers extracted the most relevant articles published between 2008 and 2023 from IEEE, Proquest, PubMed, Science Direct, Scopus, Web of Science, and other databases. In this review, the PRISMA-ScR checklist was used, and a Cohen's kappa coefficient of 0.642 was applied, implying moderate agreement among the reviewers; 75 primary studies were extracted from a total of 344. The future of exoskeletons in contributing to occupational health and safety will depend on continued collaboration between researchers, designers, healthcare professionals, and industries. With the continued development of technologies and an increasing understanding of how these devices interact with the human body, exoskeletons will likely remain valuable for improving working conditions and safety in various work environments.
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Affiliation(s)
- Omar Flor-Unda
- Ingeniería Industrial, Facultad de Ingeniería y Ciencias Aplicadas, Universidad de Las Américas, Quito 170125, Ecuador;
| | - Bregith Casa
- Ingeniería en Diseño Industrial, Facultad de Ingeniería y Ciencias Aplicadas, Universidad Central del Ecuador, Quito 170125, Ecuador; (B.C.); (M.F.)
| | - Mauricio Fuentes
- Ingeniería en Diseño Industrial, Facultad de Ingeniería y Ciencias Aplicadas, Universidad Central del Ecuador, Quito 170125, Ecuador; (B.C.); (M.F.)
| | - Santiago Solorzano
- Unidad de Innovación Tecnológica, Universidad de Las Américas, Quito 170125, Ecuador;
| | | | - Patricia Acosta-Vargas
- Ingeniería Industrial, Facultad de Ingeniería y Ciencias Aplicadas, Universidad de Las Américas, Quito 170125, Ecuador;
- Intelligent and Interactive Systems Laboratory, Universidad de Las Américas, Quito 170125, Ecuador
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Lazzaroni M, Chini G, Draicchio F, Di Natali C, Caldwell DG, Ortiz J. Control of a Back-Support Exoskeleton to Assist Carrying Activities. IEEE Int Conf Rehabil Robot 2023; 2023:1-6. [PMID: 37941236 DOI: 10.1109/icorr58425.2023.10304691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2023]
Abstract
Back-support exoskeletons are commonly used in the workplace to reduce low back pain risk for workers performing demanding activities. However, for the assistance of tasks differing from lifting, back-support exoskeletons potential has not been exploited extensively. This work focuses on the use of an active back-support exoskeleton to assist carrying. A control strategy is designed that modulates the exoskeleton torques to comply with the task assistance requirements. In particular, two gait phase detection frameworks are exploited to adapt the exoskeleton assistance according to the legs' motion. The control strategy is assessed through an experimental analysis on ten subjects. Carrying task is performed without and with the exoskeleton assistance. Results prove the potential of the presented control in assisting the task without hindering the gait movement and improving the usability experienced by users. Moreover, the exoskeleton assistance significantly reduces the lumbar load associated with the task, demonstrating its promising use for risk mitigation in the workplace.
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Wang Q, Shi P, He C, Yu H. Design and evaluation of a parallel mechanism for wearable lumbar support exoskeleton. Work 2023; 76:637-651. [PMID: 36872816 DOI: 10.3233/wor-211381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2023] Open
Abstract
BACKGROUND Work-related musculoskeletal disorders (WMSDs) are a serious problem, and manual material handling (MMH) tasks remain common in most industries. Thus, a lightweight and active exoskeleton is needed. OBJECTIVE A facile, convenient, multifunctional, wearable lumbar support exoskeleton (WLSE) was proposed to relieve the muscular tension and fatigue especially in the way of WMSDs. METHOD Based on the screw theory and virtual power principle, the parallel structure was used as the scheme choice for selecting suitable actuators and joints. The exoskeleton, which was characterized by high adaptability and complied with human motion, included branch unit, mechanism branch units, control units and sensors. Furthermore, using surface electromyography (sEMG) signal evaluation, an experiment which contains several tests was designed to evaluate whether WLSE had effect on supporting and reliving muscular fatigue while lifting-up different weight of objects under wearing without traction (T1) and wearing with traction (T2). RESULTS Data collected were analyzed statistically by the two-way ANOVA. It showed that the RMS of sEMG was obviously reduced while carrying the heavy objects with WLSE under T2, and the MF values always performed the decreasing trend in T2/T1. CONCLUSION This paper proposed a facile, convenient, multifunctional WLSE. From the results, it was concluded that the WLSE was significantly effective in reliving the muscle tension and muscle fatigue while lifting to prevent and treat WMSDs.
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Affiliation(s)
- Qingqing Wang
- Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai, China
| | - Ping Shi
- Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai, China
| | - Chen He
- Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai, China
| | - Hongliu Yu
- Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai, China
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Heo U, Feng J, Kim SJ, Kim J. sEMG-Triggered Fast Assistance Strategy for a Pneumatic Back Support Exoskeleton. IEEE Trans Neural Syst Rehabil Eng 2022; 30:2175-2185. [PMID: 35925857 DOI: 10.1109/tnsre.2022.3196361] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
To prevent lower back pain (LBP) in the industrial workplace, various powered back support exoskeletons (BSEs) have been developed. However, conventional kinematics-triggered assistance (KA) strategies induce latency, degrading assistance efficiency. Therefore, we proposed and experimentally evaluated a surface electromyography (sEMG)-triggered assistance (EA) strategy. Nine healthy subjects participated in the lifting experiments: 1) external loads test, 2) extra latency test, and 3) repetitive lifting test. In the external loads test, subject performed lifting with four different external loads (0 kg, 7.5 kg, 15 kg, and 22.5 kg). The assistance was triggered earlier by EA compared to KA from 114 ms to 202 ms, 163 ms to 269 ms for squat and stoop lifting respectively, as external loads increased from 0 kg to 22.5 kg. In the extra latency test, the effects of extra latency (manual switch, 0 ms, 100 ms and 200 ms) in EA on muscle activities were investigated. Muscle activities were minimized in the fast assistance (0 ms and 100 ms) condition and increased with extra latency. In the repetitive lifting test, the EA strategy significantly reduced L1 muscle fatigue by 70.4% in stoop lifting, compared to KA strategy. Based on the experimental results, we concluded that fast assistance triggered by sEMG improved assistance efficiency in BSE and was particularly beneficial in heavy external loads situations. The proposed assistive strategy can be used to prevent LBP by reducing back muscle fatigue and is easily applicable to various industrial exoskeleton applications.
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