Human activity recognition algorithms for manual material handling activities DOI Creative Commons

Andreas Sochopoulos,

Tommaso Poliero, Jamil Ahmad

и другие.

Scientific Reports, Год журнала: 2025, Номер 15(1)

Опубликована: Март 31, 2025

Human Activity Recognition (HAR) using wearable sensors has prompted substantial interest in recent years due to the availability and low cost of Inertial Measurement Units (IMUs). HAR IMUs can aid both ergonomic evaluation performed activities and, more recently, with development exoskeleton technologies, assist selection precisely tailored assisting strategies. However, there needs be research regarding identification diverse lifting styles, which requires appropriate datasets proper hyperparameters for employed classification algorithms. This paper offers insight into effect sensor placement, number sensors, time window, classifier complexity, IMU data types used styles. The analyzed classifiers are feedforward neural networks, 1-D convolutional recurrent standard architectures series but offer different capabilities computational complexity. is utmost importance when inference expected occur an embedded platform such as occupational exoskeleton. It shown that accurate style detection multiple sufficiently long windows, able leverage temporal nature since differences subtle from a kinematic point view significantly impact possibility injuries.

Язык: Английский

Exoskeletons: Contribution to Occupational Health and Safety DOI Creative Commons
Omar Flor-Unda,

Bregith Casa,

Mauricio Fuentes

и другие.

Bioengineering, Год журнала: 2023, Номер 10(9), С. 1039 - 1039

Опубликована: Сен. 4, 2023

This review aims to characterize the current landscape of exoskeletons designed promote medical care and occupational safety in industrial settings. Extensive exploration scientific databases spanning industries, health, medicine informs classification according their distinctive attributes specific footholds on human physique. Within scope this review, a comprehensive analysis is presented, contextualizing integration based different work activities. The reviewers extracted most relevant articles published between 2008 2023 from IEEE, Proquest, PubMed, Science Direct, Scopus, Web Science, other databases. In PRISMA-ScR checklist was used, Cohen’s kappa coefficient 0.642 applied, implying moderate agreement among reviewers; 75 primary studies were total 344. future contributing health will depend continued collaboration researchers, designers, healthcare professionals, industries. With development technologies an increasing understanding how these devices interact with body, likely remain valuable for improving working conditions various environments.

Язык: Английский

Процитировано

14

Equivalent weight: Application of the assessment method on real task conducted by railway workers wearing a back support exoskeleton DOI Creative Commons
Christian Di Natali, Giorgio Buratti,

L Dellera

и другие.

Applied Ergonomics, Год журнала: 2024, Номер 118, С. 104278 - 104278

Опубликована: Апрель 15, 2024

Commonly used risk indexes, such as the NIOSH Lifting Index, do not capture effect of exoskeletons. This makes it difficult for Health and Safety professionals to rigorously assess benefit devices. The community requires a simple method effectiveness back-support exoskeleton's (BSE) in possibly reducing ergonomic risk. introduced this work is termed "Equivalent Weight" (EqW) proposes an interpretation built on delivered through reduced activation erector spinae (ES). manifests itself apparent reduction lifted load perceived by wearer. presents pilot study where practical application EqW manual material handling (MMH) when using back support exoskeleton (StreamEXO). results are assessed combining observational measurements from on-site testing with five different workers quantitative measures muscle activity achieved during laboratory evaluation ten workers. These will show that lifting, lowering, carrying 19 kg StreamEXO can reduce up two levels (from "high" "low") target sub-tasks. index (LI) was 64% examining specific sub-tasks worker's movement conduction.

Язык: Английский

Процитировано

5

Short-term effects of the Auxivo LiftSuit during lifting and static leaning DOI Creative Commons
Maja Goršič, Yu Song, Boyi Dai

и другие.

Applied Ergonomics, Год журнала: 2022, Номер 102, С. 103765 - 103765

Опубликована: Апрель 8, 2022

Язык: Английский

Процитировано

19

Trends in Robotics Research in Occupational Safety and Health: A Scientometric Analysis and Review DOI Open Access
Ci-Jyun Liang, Marvin H. Cheng

International Journal of Environmental Research and Public Health, Год журнала: 2023, Номер 20(10), С. 5904 - 5904

Опубликована: Май 21, 2023

Robots have been deployed in workplaces to assist, work alongside, or collaborate with human workers on various tasks, which introduces new occupational safety and health hazards requires research efforts address these issues. This study investigated the trends for robotic applications health. The scientometric method was applied quantitatively analyze relationships between robotics literature. keywords “robot”, “occupational health”, their variants were used find relevant articles. A total of 137 articles published during 2012–2022 collected from Scopus database this analysis. Keyword co-occurrence, cluster, bibliographic coupling, co-citation analyses conducted using VOSviewer determine major topics, keywords, co-authorship, key publications. Robot safety, exoskeletons work-related musculoskeletal disorders, human–robot collaboration, monitoring four popular topics field. Finally, gaps future directions identified based analysis results, including additional regarding warehousing, agriculture, mining, construction robots research; personal protective equipment; multi-robot collaboration. contributions include identifying current application discipline providing pathways discipline.

Язык: Английский

Процитировано

12

Evaluating adaptiveness of an active back exosuit for dynamic lifting and maximum range of motion DOI
D. Adam Quirk,

Jinwon Chung,

Megan E. Applegate

и другие.

Ergonomics, Год журнала: 2023, Номер 67(5), С. 660 - 673

Опубликована: Июль 23, 2023

AbstractBack exosuits deliver mechanical assistance to reduce the risk of back injury, however, minimising restriction is critical for adoption. We developed adaptive impedance controller minimise while maintaining by modulating based on user's movement direction and nonlinear sine curves. The objective this study was compare active assistance, delivered a exosuit via our controller, three levels from passive elastics. Fifteen participants completed five experimental blocks (4 1 no-suit) consisting maximum flexion constrained lifting task. While higher stiffness elastic reduced extensor muscle activity 13%, it restricted range motion (RoM) 13°. approach did not restrict RoM reducing 15%, when lifting. This highlights an might improve usability circumventing assistance-restriction trade-off inherent approaches.Practitioner summary: demonstrates soft that delivers with can provide reductions in overall without impacts or perception discomfort.Keywords: Low painelectromyographybiomechanicsexosuitwearable robotics AcknowledgementsWe would like thank who volunteered as well Sarah Sullivan Wyss Institute Clinical Research team.Author contributionsConceptualisation: JC, MA, CJW; Development: JC; Protocol design: DAQ, DD, LA, Data collection: MA; analysis: DAQ; Funding acquisition: Writing – original draft: JMC; review & editing: JMC, CJWDisclosure statementCJW JC are inventors at least one patent application describing components described paper have been filed U.S. Patent Office Harvard University. University has entered into licencing agreement Verve Inc., which CJW, MA equity interest CJW board position. other authors report no conflict interest.Data availability statementAll data needed support conclusions manuscript included main text Supplementary Materials. Derived supporting findings available corresponding author C.J.W request.Additional informationFundingThis work supported NIH BACPAC under grant 1UH2AR076731-01 (CJW, LA); DOD W81XWH2010609 (CJW).

Язык: Английский

Процитировано

12

A Critical Review on Factors Affecting the User Adoption of Wearable and Soft Robotics DOI Creative Commons
Benjamin W. K. Ang, Chen‐Hua Yeow, Jeong Hoon Lim

и другие.

Sensors, Год журнала: 2023, Номер 23(6), С. 3263 - 3263

Опубликована: Март 20, 2023

In recent years, the advent of soft robotics has changed landscape wearable technologies. Soft robots are highly compliant and malleable, thus ensuring safe human-machine interactions. To date, a wide variety actuation mechanisms have been studied adopted into multitude wearables for use in clinical practice, such as assistive devices rehabilitation modalities. Much research effort put improving their technical performance establishing ideal indications which rigid exoskeletons would play limited role. However, despite having achieved many feats over past decade, technologies not extensively investigated from perspective user adoption. Most scholarly reviews focused on service providers developers, manufacturers, or clinicians, but few scrutinized factors affecting adoption experience. Hence, this pose good opportunity to gain insight current practice user’s perspective. This review aims provide broad overview different types identify that hinder robotics. paper, systematic literature search using terms “soft”, “robot”, “wearable”, “exoskeleton” was conducted according PRISMA guidelines include peer-reviewed publications between 2012 2022. The were classified motor-driven tendon cables, pneumatics, hydraulics, shape memory alloys, polyvinyl chloride muscles, pros cons discussed. identified design, availability materials, durability, modeling control, artificial intelligence augmentation, standardized evaluation criteria, public perception related perceived utility, ease use, aesthetics. critical areas improvement future directions increase also highlighted.

Язык: Английский

Процитировано

11

Evaluation of U.S. Army Soldiers wearing a back exosuit during a field training exercise DOI Creative Commons
Paul Slaughter,

Katherine M. Rodzak,

Shimra Fine

и другие.

Wearable Technologies, Год журнала: 2023, Номер 4

Опубликована: Янв. 1, 2023

Abstract Back overuse injuries are a significant problem in the U.S. Army, responsible for nearly quarter of musculoskeletal injuries. exosuits wearable devices that relieve strain, make lifting easier, and could potentially reduce Soldier But published studies have not evaluated during realistic field operations to assess acceptability Soldiers. We tested back exosuit on artillery Soldiers training exercise. Afterward, completed survey quantify their satisfaction, intent use, performance impact exosuit. Feedback was overwhelmingly positive: Approximately 90% reported increased ability perform duties, 100% said if were further developed made available them, they would be likely wear it. These numerical results indicated can provide practical acceptable way assist augment physical Army without interfering with other duties.

Язык: Английский

Процитировано

11

Exoskeleton technology in nursing practice: assessing effectiveness, usability, and impact on nurses’ quality of work life, a narrative review DOI Creative Commons
Alexandre Vallée

BMC Nursing, Год журнала: 2024, Номер 23(1)

Опубликована: Март 5, 2024

Abstract The use of exoskeletons in nursing practice has gained attention as a potential solution to address the physical demands and risks associated with profession. This narrative review examines effectiveness, usability, impact exoskeleton technology on nurses’ quality work life. focuses reduction strain fatigue, improved posture body mechanics, enhanced patient care, usability acceptance factors, broader effectiveness reducing fatigue among nurses is supported by evidence showing decreased muscle activation reduced forces exerted body. are critical considerations, including device comfort fit, ease integration into workflows, user experience training, compatibility environment, feedback for iterative design improvements. implementation positively life work-related injuries, improving well-being, enhancing job satisfaction, promoting psychological psychosocial benefits. Additionally, can lead care outcomes. Challenges future directions field include cost accessibility, adaptability specialties tasks, long-term durability maintenance, personal protective equipment, ethical considerations. Addressing these challenges considering research development efforts crucial successful practice, ultimately delivery.

Язык: Английский

Процитировано

4

Exoskeletons: Enhancing the Future of Physical Work DOI Open Access
Žiga Kozinc, Karl E. Zelik

Frontiers for Young Minds, Год журнала: 2025, Номер 12

Опубликована: Янв. 17, 2025

What if you could wear a suit that instantly boosted your strength or endurance—one made lifting objects easier allowed to hold heavy tools without getting tired? It turns out can. They are called exoskeletons (exos for short). This new class of wearable technology is already used by tens thousands workers around the world do their jobs more safely and efficiently. But these exos not like robotic superhero suits in movies. In this article, we dive into science, engineering, impact real-life workplace. We explore how work—from simple spring-based devices complex motorized ones—and challenges faced designers. You will learn changing way people physical work industries manufacturing, logistics, agriculture, construction, healthcare, why may be commonplace time kids today start working.

Язык: Английский

Процитировано

0

A fatigue failure framework for the assessment of highly variable low back loading using inertial motion capture – a case study DOI
Iván Nail-Ulloa,

Michael Zabala,

Nathan Pool

и другие.

Ergonomics, Год журнала: 2025, Номер unknown, С. 1 - 17

Опубликована: Фев. 16, 2025

Workers in manufacturing settings experience highly variable musculoskeletal loading, which current risk assessment methods often fail to fully capture. This study evaluated a Fatigue Failure-Based framework for estimating continuous lumbar loading from occupational loads. Worker movements and postures were recorded using Inertial Motion Capture technologies, L5/S1 joint history was estimated through inverse dynamics. Stress cycles analysed Rainflow analysis, adjusted with Goodman's method, summed Palmgren-Miner rule estimate cumulative damage. The tested live industrial eight automotive workers across 108 trials. Logistic regression models demonstrated significant correlations between damage estimates self-reported low-back pain (OR = 2.16, 95% CI: 1.30, 3.57). provides novel method analysing exposure ergonomics, offering starting point future research potential applications assessing low back injury risks similar settings.

Язык: Английский

Процитировано

0