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Differentiating hand gestures from forearm muscle activity using machine learning. 利用机器学习从前臂肌肉活动区分手势
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-08-14 DOI: 10.1080/10803548.2024.2383021
Ryan Cho, Sunil Puli, Jaejin Hwang

This study explored the use of forearm electromyography data to distinguish eight hand gestures. The neural network (NN) and random forest (RF) algorithms were tested on data from 10 participants. As window sizes increase from 200 ms to 1000 ms, the algorithm accuracies increased with RF from 85% to 97% due to the increased temporal resolution. It was also noticed that the RF performed better with an accuracy of 85% than the NN with accuracy 80% when the temporal resolution was smaller, indicating the RF will be efficient when quick-response time is important. As the window size increases, the NN showed higher performance, suggesting that NN will be useful when higher accuracy is required. Future studies should increase the sample size, include more hand gestures, use different feature extraction methods and test different algorithms to improve the accuracy and efficiency of the system.

本研究探索了利用前臂肌电图数据区分八种手势的方法。在 10 名参与者的数据上测试了神经网络(NN)和随机森林(RF)算法。随着窗口大小从 200 毫秒增加到 1000 毫秒,由于时间分辨率的提高,RF 算法的准确率从 85% 提高到 97%。我们还注意到,当时间分辨率较小时,RF 算法的准确率为 85%,而 NN 算法的准确率为 80%,这表明当快速反应时间很重要时,RF 算法会更有效。随着窗口大小的增加,NN 的性能更高,这表明当需要更高的准确度时,NN 将非常有用。未来的研究应增加样本量,包括更多的手势,使用不同的特征提取方法和测试不同的算法,以提高系统的准确性和效率。
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引用次数: 0
Musculoskeletal pains, eye symptoms and associated factors among office workers: a cross-sectional study from Turkey.
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2025-02-18 DOI: 10.1080/10803548.2025.2458440
İrem Medeni, Volkan Medeni, Enes Talha Yıldız, Mustafa Necmi İlhan

Objectives. This study aimed to identify potential health problems and ergonomic risks that office workers face. Methods. The cross-sectional study was conducted among Ankara Provincial Directorate of Youth and Sports office workers. The dependent variables of the study were musculoskeletal complaints and eye problems. Independent variables included gender, age, total and weekly working time, smoking, alcohol consumption, perceived health, burnout, working conditions and workplace ergonomic risks. The study successfully reached 251 office workers, achieving a response rate of 95.4%. Results. The participants spend an average of 5.79 h per day in front of their computers. The most common musculoskeletal disorders were neck pain (59.0%) and back pain (51.0%). Eye problems, such as itching, redness or watering, were reported by 45.8%. More than half of the participants reported not engaging in any form of exercise during work. Differences existed in back pain according to emotional and physical burnout, perceived health, and chair adjustability; and itching, redness and watering in the eyes according to the screen positioning at an appropriate distance. Conclusion. The findings highlight the importance of addressing musculoskeletal and eye issues among office workers. Integrating ergonomics into health and safety training can help employees mitigate hazards, promoting a healthier workplace.

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引用次数: 0
Improving the mechanical and electrostatic properties of polymer composites for personal protective equipment by incorporating graphite into a poly(vinyl chloride) polymer matrix. 将石墨掺入聚氯乙烯聚合物基体中,改善个人防护装备用高分子复合材料的力学和静电性能。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2025-01-13 DOI: 10.1080/10803548.2024.2444768
Paulina Kropidłowska, Emilia Irzmańska, Klaudia Halicka, Agnieszka Adamus-Włodarczyk, Aneta Raszkowska-Kaczor, Daniel Kaczor, Paweł Szroeder, Marek Doering

The objective of the study was to examine the mechanical and electrostatic properties of poly(vinyl chloride) intended for use in protective footwear. The poly(vinyl chloride) material was made with graphite (flake side dimensions 5 and 10 µm) additive in weight concentration variants from 0.5 to 10.0%. The influence of incorporating graphite in the polymer matrix was evaluated by testing mechanical parameters and electrostatic parameters (according to Standard No. EN ISO 20344:2021). In addition, the surface morphology, analysis of thermal properties and stability were evaluated. The results indicated the highest increase in tear resistance for the variant containing 1.5- 2.0% graphite. In terms of electrostatic parameters, the addition of graphite caused an increase in electrical resistance. Based on the obtained preliminary test results, it can be concluded that the use of graphite additive can increase the mechanical properties and find application in the production of protective footwear components.

该研究的目的是检查用于防护鞋的聚氯乙烯的机械和静电性能。聚氯乙烯材料由石墨(片状尺寸为5和10 μ m)添加剂制成,重量浓度从0.5到10.0%不等。通过测试聚合物基体的力学参数和静电参数来评价石墨对聚合物基体的影响。En iso 20344:2021)。此外,还对材料的表面形貌、热性能分析和稳定性进行了评价。结果表明,石墨含量为1.5 ~ 2.0%的变体抗撕裂性提高最高。在静电参数方面,石墨的加入引起了电阻的增加。根据得到的初步试验结果,可以得出结论,石墨添加剂的使用可以提高机械性能,并在防护鞋部件的生产中得到应用。
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引用次数: 0
Assessment of sleep quality, fatigue and its association with occupational injuries among shift workers in an electronic industrial environment. 评估电子工业环境中轮班工人的睡眠质量、疲劳度及其与工伤的关系。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-10-14 DOI: 10.1080/10803548.2024.2404326
Abdullah Malik, Azhar Ali, Muhammad Akram, Rizwan Rasheed

Objectives. This study explores the association between sleep quality, cumulative fatigue and occupational injuries among shift workers in Pakistan's manufacturing industries. Methods. The study surveyed 200 shift workers using a self-administered questionnaire. Sleep quality was assessed with the Pittsburgh sleep quality index (PSQI), and fatigue with the standard shiftwork index (SSI). Statistical analyses included t tests, χ2 tests and logistic regression. Results. Night shift employees had higher odds of occupational injuries (odds ratio [OR] 3.591, 95% confidence interval [CI] [1.079, 11.944], p = 0.037) compared to day shift workers. Cumulative fatigue (OR 3.044, 95% CI [1.145, 8.089], p = 0.026) and PSQI global score (OR 1.249, 95% CI [1.002, 1.556], p = 0.048) also indicated an increased injury risk. Conclusion. Night shift workers experienced poorer sleep quality, higher fatigue and increased injuries than day shift workers. Employers should implement artificial intelligence to detect and manage fatigue, set strategic shift schedules for maximum sleep opportunities and train workers to improve sleep quality.

研究目的本研究探讨了巴基斯坦制造业轮班工人的睡眠质量、累积性疲劳和职业伤害之间的关系。研究方法本研究使用自制问卷调查了 200 名轮班工人。睡眠质量采用匹兹堡睡眠质量指数(PSQI)进行评估,疲劳度采用标准轮班工作指数(SSI)进行评估。统计分析包括 t 检验、χ2 检验和逻辑回归。结果显示与白班工人相比,夜班工人发生工伤的几率更高(几率比 [OR] 3.591,95% 置信区间 [CI] [1.079, 11.944],P = 0.037)。累积疲劳度(OR 3.044,95% CI [1.145,8.089],p = 0.026)和 PSQI 综合评分(OR 1.249,95% CI [1.002,1.556],p = 0.048)也表明受伤风险增加。结论与白班工人相比,夜班工人的睡眠质量更差,疲劳程度更高,受伤风险也更高。雇主应采用人工智能来检测和管理疲劳,制定战略性的轮班时间表以获得最大的睡眠机会,并对工人进行培训以提高睡眠质量。
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引用次数: 0
Evaluation of success factors of occupational health and safety management systems with the analytical hierarchy process: the case of ground handling companies in Turkey. 利用层次分析法评估职业健康与安全管理系统的成功因素:土耳其地勤公司的案例。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-11-04 DOI: 10.1080/10803548.2024.2410624
Harun Karakavuz, Ender Gerede

Ground handling companies (GHCs) have the highest potential for occupational accidents in the air transportation sector. Understanding the success factors of occupational health and safety management systems (OHSMSs) implemented by GHCs ensures effective and efficient use of resources. Knowing the relative importance of success factors will enable companies to focus their energies on the most important factors. The analytic hierarchy process was used to determine the relative importance of success factors. The data of the study were obtained through a questionnaire survey of participants working as occupational safety and health (OSH) managers in GHCs operating in Turkey. According to the results of the study, the most critical success factor is 'top management support', followed by 'positive safety culture'. The differentiating result of the research from the literature is that 'OSH professionals' ranks third as an important success factor. Other success factors include 'OHSMS practices', 'stakeholder attitudes and characteristics' and 'regulations'.

在航空运输业中,地勤公司(GHC)发生职业事故的可能性最大。了解地勤公司实施职业健康与安全管理体系(OHSMS)的成功因素,可确保有效、高效地利用资源。了解成功因素的相对重要性可使公司将精力集中在最重要的因素上。本研究采用层次分析法来确定成功因素的相对重要性。研究数据是通过对在土耳其运营的全球控股公司中担任职业安全与健康(OSH)经理的参与者进行问卷调查获得的。研究结果表明,最关键的成功因素是 "最高管理层的支持",其次是 "积极的安全文化"。与文献研究不同的是,"职业安全和健康专业人员 "作为一个重要的成功因素排在第三位。其他成功因素包括 "职业健康安全管理体系实践"、"利益相关者的态度和特点 "以及 "法规"。
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引用次数: 0
The impact of leadership on workplace safety climate and employees' well-being with particular focus on transformational leadership. 领导力对工作场所安全氛围和员工福祉的影响,特别关注变革型领导力。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-12-17 DOI: 10.1080/10803548.2024.2424078
Haruna Musa Moda, Faris Omer Mahmoud, Lekha Kozhiparambath, Rasha Ali Abdelrahim

Objectives. Interest regarding the associated impact of leadership style on employee safety and well-being across organizational settings is on the rise. Transformational leadership forms part of the six leadership constructs with significant research-focused settings. On this premise, this study examines the role played by the transformational leadership style in enhancing a positive safety climate that promotes safety participation and employee well-being in organizations. Method. Data were generated using the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA). A qualitative literature review of 350 published studies between 2013 and 2023 was performed and 31 studies informed the study outcome. Results. Based on the analysis of each article, the study concluded that transformational leadership does have a positive role in the development of a strategic workplace safety climate and enhancement of employees' psychological well-being and productivity. The study also reveals existing research gaps in this context and provides useful suggestions for future research in both academia and industry. Conclusion. Further research that examines other factors that mediate the relationship between leadership behaviour and employee well-being will assist with understanding of the role of transformational leadership and the promotion of job satisfaction and performance.

目的。人们对领导风格在不同组织环境中对员工安全和福祉的相关影响的关注度正在不断上升。变革型领导是六种领导风格中的一种,具有重要的研究价值。在此前提下,本研究探讨了变革型领导风格在加强积极的安全氛围、促进组织中的安全参与和员工福利方面所发挥的作用。研究方法。采用系统综述和元分析首选报告项目(PRISMA)生成数据。对 2013 年至 2023 年间发表的 350 项研究进行了定性文献综述,其中 31 项研究为研究成果提供了信息。研究结果根据对每篇文章的分析,研究得出结论:变革型领导在发展战略性工作场所安全氛围、提高员工心理健康和工作效率方面确实发挥了积极作用。研究还揭示了这方面现有的研究空白,并为学术界和工业界今后的研究提供了有益的建议。结论。进一步研究领导行为与员工幸福感之间的其他中介因素,将有助于理解变革型领导的作用以及对工作满意度和绩效的促进作用。
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引用次数: 0
On the potential benefits of wide dynamic range compression for workers in loud environments: a scoping literature review. 大动态范围压缩对嘈杂环境下工作人员的潜在好处:范围文献综述。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-12-27 DOI: 10.1080/10803548.2024.2418688
Solenn Ollivier, Hugues Nélisse, Jeremie Voix

This literature review investigates the application of wide dynamic range compression (WDRC) to enhance hearing protection and communication among workers in a noisy environment. Given the prevalence of noise-induced hearing loss, there is a major need to provide workers, with or at risk of hearing loss, with a solution that not only protects their hearing but also facilitates effective communication. WDRC, which amplifies softer sounds while limiting louder sounds, appears a promising approach. This review explores 46 articles investigating WDRC performance on speech intelligibility and loudness perception in noise for individuals with normal hearing or mild to moderate hearing loss. The findings illustrate a complex interplay between several factors such as WDRC parameters, noise types and personal factors. Although WDRC holds promise for enhancing auditory protection and communication in noisy work settings, targeted research towards customizable and adaptive WDRC configurations is crucial for optimizing its application across industrial noise environments.

这篇文献综述探讨了宽动态范围压缩(WDRC)在嘈杂环境中提高工人听力保护和沟通的应用。鉴于噪音引起的听力损失普遍存在,我们非常需要为患有或有听力损失风险的工人提供一种解决方案,既能保护他们的听力,又能促进有效的沟通。WDRC可以放大柔和的声音,同时限制更大的声音,这似乎是一种很有前途的方法。本文回顾了46篇研究WDRC在正常听力或轻度至中度听力损失个体的语音清晰度和噪声响度感知方面的表现的文章。研究结果表明,WDRC参数、噪声类型和个人因素等多个因素之间存在复杂的相互作用。尽管WDRC有望在嘈杂的工作环境中增强听觉保护和交流,但针对可定制和自适应的WDRC配置的针对性研究对于优化其在工业噪声环境中的应用至关重要。
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引用次数: 0
The impact of safety leadership on safety behaviors of aircraft rescue and firefighting personnel during the COVID-19 pandemic. 在 COVID-19 大流行期间,安全领导力对飞机救援和消防人员安全行为的影响。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-11-11 DOI: 10.1080/10803548.2024.2414577
Charmaine Mullins-Jaime, Aurora B Le, Todd D Smith

Objectives. Facing risk of contracting COVID-19, adopting individual health and safety behaviors to prevent infection was critical for first responders to ensure personal and public safety. This study assessed direct and indirect relationships between safety leadership, safety behaviors and the effect of risk perceptions on these relationships among aircraft rescue and firefighting (ARFF) personnel during the COVID-19 pandemic. Method. A total of 127 ARFF frontline personnel participated in an online survey. COVID-19-specific constructs of safety leadership, safety behaviors and risk perceptions were assessed using a structural model with moderation and serial mediation analysis using the mixed-model method. Results. Safety leadership had significant direct effects on safety compliance and indirect effects on safety participation and mask use. ARFF personnel's perceived severity of the virus had significant direct effects on mask use and indirect effects on safety compliance and participation behaviors. The interaction of safety leadership and perceived susceptibility to the virus had significant direct effects on safety compliance behaviors and indirect effects on safety participation and mask use. Conclusion. There are practical implications to strengthen safety compliance behaviors through leadership. This study contributes to the literature on leadership and safety behaviors among ARFF personnel during exceptional circumstances and times of crisis.

目标。面对感染 COVID-19 的风险,采取个人健康和安全行为来预防感染对急救人员确保个人和公共安全至关重要。本研究评估了 COVID-19 大流行期间飞机救援和消防(ARFF)人员的安全领导力、安全行为之间的直接和间接关系,以及风险认知对这些关系的影响。方法。共有 127 名 ARFF 一线人员参与了在线调查。使用混合模型法的结构模型与调节和序列中介分析,对安全领导力、安全行为和风险认知的 COVID-19 特定结构进行了评估。结果安全领导力对安全合规性有明显的直接影响,对安全参与和面具使用有间接影响。ARFF 人员对病毒严重性的感知对面具的使用有显著的直接影响,对安全合规性和参与行为有间接影响。安全领导力和对病毒易感性的交互作用对安全合规行为有显著的直接影响,对安全参与和面具使用有间接影响。结论通过领导力加强安全合规行为具有实际意义。本研究为有关 ARFF 人员在特殊情况和危机时期的领导力和安全行为的文献做出了贡献。
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引用次数: 0
Ergonomic risk assessment of lifting operations by mud mixing operators at oil rigs. 对石油钻井平台泥浆搅拌操作员的起重操作进行人体工程学风险评估。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-12-17 DOI: 10.1080/10803548.2024.2424044
Alex Bernard, G Varaprasad

Oil rigs require mud as a drilling fluid to make boreholes into the earth for crude oil exploration. The operator movements in drilling rigs are repeated bending, lifting of sacks for mud mixing, pushing and/or pulling of sacks and working in hazardous body postures. This study adopts risk assessment tools such as rapid entire body assessment and the revised National Institute for Occupational Safety and Health lifting equation to analyse the risks in postures of the mud mixing operator. Also, the study develops a digital human model of the mud mixing operator using Jack digital human modelling for simulating selected tasks associated with mud mixing operation. Finally, lower back analysis and static strength prediction are performed using a digital human Jack model. Safety of mud mixing operators can be improved with the results obtained from the study, thereby reducing non-productive time reports in drilling operations.

石油钻塔需要泥浆作为钻井液,以便钻入地下进行原油勘探。在钻井平台上,操作人员的动作包括反复弯曲、提起麻袋进行泥浆混合、推或拉麻袋以及以危险的身体姿势工作。本研究采用快速全身评估和修订的美国职业安全与健康研究所举升方程等风险评估工具,分析泥浆搅拌作业人员的姿势风险。此外,该研究还开发了一个泥浆混合操作员的数字人体模型,使用Jack数字人体模型来模拟与泥浆混合操作相关的选定任务。最后,使用数字人杰克模型进行下背分析和静强度预测。研究结果可以提高泥浆搅拌作业人员的安全性,从而减少钻井作业中的非生产时间报告。
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引用次数: 0
The impact of occupational accidents on operating costs and occupational health and safety costs on the number of occupational accidents - an application in the aviation sector. 职业事故对业务成本的影响以及职业健康和安全成本对职业事故数量的影响——在航空部门的应用。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-03-01 Epub Date: 2024-12-27 DOI: 10.1080/10803548.2024.2436280
Muhammet Bayram Topcu, Muhammet Gul, Ali Fuat Guneri

This article examines the dual effects of occupational health and safety cost (OHSC) fluctuations due to the occupational accident number (OAN), and the impact of the OAN on operating period costs (OPCs). Initially, OHSCs, OANS and other operational data from the company were compiled to build a foundational infrastructure. Subsequently, econometric analysis using regression techniques was conducted to identify relationships between OHSCs and OANs, and between OHSCs and OPCs. Findings suggest that a 1% increase in OAN correlates with a 0.18% rise in OPC, while a 1% increase in OHSC corresponds to a 0.26% increase in OAN. The study also indicates that effective OHSCs can lead to a reduction in OAN, and without the expenditure of OHSCs in the relevant period, the likelihood of OANs occurring increases by approximately 84 times. These insights underscore the critical role of OHSCs in managing operational risks and enhancing performance.

本文考察了职业事故数量(OAN)引起的职业健康和安全成本(OHSC)波动的双重影响,以及OAN对运营期成本(OPCs)的影响。最初,ohsc、OANS和来自公司的其他运营数据被编译以构建基础设施。随后,使用回归技术进行计量经济分析,以确定OHSCs与OANs之间以及OHSCs与OPCs之间的关系。研究结果表明,OAN增加1%与OPC增加0.18%相关,而OHSC增加1%对应OAN增加0.26%。该研究还表明,有效的OHSCs可导致OAN减少,如果在相关期间没有OHSCs的支出,OAN发生的可能性将增加约84倍。这些见解强调了ohsc在管理运营风险和提高绩效方面的关键作用。
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引用次数: 0
期刊
International Journal of Occupational Safety and Ergonomics
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