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Adaptive hybrid ANFIS-PSO and ANFIS-GA approach for occupational risk prediction. 职业风险预测的自适应混合anfiss - pso和anfiss - ga方法。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-20 DOI: 10.1080/10803548.2024.2444807
Mourad Achouri, Youcef Zennir, Cherif Tolba

This study attempted to optimize the adaptive neuro-fuzzy inference system (ANFIS) using particle swarm optimization (PSO) and a genetic algorithm (GA) for calculating occupational risk. Numerous studies have shown that the ANFIS is a good approach for predicting engineering problems. However, it is not well investigated in the area of risk assessment. The proposed techniques were evaluated using various statistical indices, i.e., mean absolute error (MAE) and root mean square error (rmse), to characterize their performance. To test the prediction performance of the proposed technique, a comparison with three well-known machine learning approaches, i.e., artificial neural network (ANN), logistic regression (LR) and support vector machine (SVM), was conducted. The obtained results indicate that ANFIS-PSO achieved better prediction performance for both the training and testing phases. Furthermore, the comparative analysis showed that the proposed model is competitive and suitable for occupational risk prediction.

本研究尝试利用粒子群优化(PSO)和遗传算法(GA)对自适应神经模糊推理系统(ANFIS)进行职业风险计算优化。大量的研究表明,ANFIS是预测工程问题的一种很好的方法。然而,在风险评估领域并没有得到很好的调查。使用各种统计指标,即平均绝对误差(MAE)和均方根误差(rmse)来评估所提出的技术,以表征其性能。为了测试该技术的预测性能,将其与三种著名的机器学习方法,即人工神经网络(ANN)、逻辑回归(LR)和支持向量机(SVM)进行了比较。结果表明,该算法在训练阶段和测试阶段都取得了较好的预测效果。对比分析表明,该模型具有较强的竞争力,适合于职业风险预测。
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引用次数: 0
Task loading of soldering workers in small-scale manufacturing units. 小型制造单位焊接工人的任务负荷。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-20 DOI: 10.1080/10803548.2024.2445978
Arunachalam Muthiah, Janhavi Kulkarni, Manasi Lele, Seul Chan Lee

Soldering is common in electrical product manufacturing, but the task load in small units is unquantified. Therefore, this study aimed to establish the occurrence of task load due to soldering work, analyzing the effects of age and sex among workers in small manufacturing units. The task load of 102 soldering workers from four small-scale manufacturing units was assessed using the National Aeronautics and Space Administration task load index (NASA-TLX) questionnaire, covering six dimensions: physical demand, mental demand, temporal demand, effort, performance and frustration. Statistical analyses were performed using the Mann-Whitney U test, the Kruskal-Wallis test and ordinal regression, considering age, sex and work characteristics as independent variables. Age and work characteristics significantly influenced task loading, with a high prevalence of physical, mental and temporal demands and effort among soldering workers. These findings could lead to interventions in terms of the workstation design.

焊接在电气产品制造中是常见的,但在小单位的任务负荷是无法量化的。因此,本研究旨在确定小型制造单位工人因焊接工作而产生的任务负荷,并分析年龄和性别对工作负荷的影响。采用美国国家航空航天局任务负荷指数(NASA-TLX)问卷,对来自4家小型制造单位的102名焊接工人的任务负荷进行了评估,包括体力需求、精神需求、时间需求、努力、绩效和挫败感6个维度。统计分析采用Mann-Whitney U检验、Kruskal-Wallis检验和有序回归,以年龄、性别和工作特征为自变量。年龄和工作特征显著影响任务负荷,在焊接工人中,身体、精神和时间需求和努力的发生率很高。这些发现可能导致工作站设计方面的干预措施。
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引用次数: 0
A quantification method of dynamic miscommunication based on the Markov process within subway teams. 基于马尔可夫过程的地铁团队动态误传量化方法。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-13 DOI: 10.1080/10803548.2024.2440268
Pei Wang, Wang Jie, Zhou Jie-Qiong

A qualitative analysis of the communication process of subway teams was performed from the perspective of cognitive psychology in this study. The findings revealed that the communication process exhibited characteristics consistent with a Markov process, and then a model was approved to calculate the probability of miscommunication based on Markov processes. As communication within subway teams is a two-way process, a model for the dynamic probability of miscommunication based on the Markov two-way communication mode was derived. The model was subsequently validated through a case study involving a screen door fault event. The research results indicate that the actual cognitive communication process yields a significantly lower probability of miscommunication compared to the values obtained from the technique for human error rate prediction (THERP) manual. This demonstrates the effectiveness of dynamic two-way communication as a means of reducing miscommunication and confirms the feasibility and effectiveness of the proposed calculation model.

本研究从认知心理学的角度对地铁团队的沟通过程进行定性分析。研究结果表明,沟通过程具有马尔可夫过程的特征,并建立了基于马尔可夫过程的沟通失误概率计算模型。针对地铁团队内部沟通是双向的过程,建立了基于马尔可夫双向沟通模型的动态沟通失误概率模型。该模型随后通过涉及纱门故障事件的案例研究进行了验证。研究结果表明,与人类误差率预测技术(THERP)手册获得的值相比,实际认知沟通过程产生的错误沟通概率显着降低。这证明了动态双向通信作为一种减少错误通信的手段的有效性,并证实了所提出的计算模型的可行性和有效性。
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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 : 2025-01-13 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
The effect of fatigue on seafarers' ship-boarding process: jet lag disorder. 疲劳对海员登船过程的影响:时差障碍。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-13 DOI: 10.1080/10803548.2024.2444125
Ersan Başar, Orhun Nuri Yavuzer, İshak Altinpinar

Objectives. In parallel with the rising world population, consumption is increasing. Seafarers work intensively for the continuity of consumption. Vessel crew work under contract for specific periods. When the contract ends, new personnel join the ship while others leave. Personnel are transferred to the ship's location by plane for the change. During this flight, seafarers are exposed to rapid time zone changes that affect their circadian rhythms. This situation causes jet lag disorder, which is a sub-factor of fatigue. It is known that ship personnel sometimes board vessels without giving them a rest period when they arrive at the destination port by plane and quickly start operations under their duties and responsibilities. Seafarers can participate in risky operations without realizing that they are under the effect of jet lag. Methods. In this study, data were obtained by applying a survey to 114 seafarers. A jet lag disorder that may occur while the seafarers' join the ship was analyzed with an independent-sample t test using SPSS version 23. Results and Conclusion. There was a positive relationship between the seafarers' work performance at the time they joined the ship and the duration they stayed at the hotel.

目标。随着世界人口的增长,消费也在增加。海员为维持消费而密集工作。船员根据合同在特定时期内工作。当合同结束时,新员工上船,而其他人离开。人员由飞机转移到船舶所在地进行变更。在飞行过程中,海员们面临着快速的时区变化,这影响了他们的昼夜节律。这种情况会导致时差障碍,这是疲劳的一个子因素。据了解,船舶人员乘坐飞机到达目的港后,不给休息时间就上船,迅速开展本职工作的情况时有发生。海员可以在没有意识到时差影响的情况下参与危险操作。方法。在这项研究中,数据是通过对114名海员进行调查获得的。采用SPSS version 23进行独立样本t检验,分析海员上船后可能出现的时差障碍。结果与结论。海员入船时的工作表现与他们在酒店停留的时间之间存在正相关关系。
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引用次数: 0
The dual effects of the air gap on thermal aging and thermal protection of firefighting suits exposed to wildland fires. 气隙对暴露在野外火灾中的消防服热老化和热防护的双重作用。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-13 DOI: 10.1080/10803548.2024.2439717
Miao Tian, Xinru Ren, Ye Han, Yun Su, Fei Xue, Tong Li

In wildland firefighting, the air gap (AG) between clothing and the human body can effectively decrease heat transferred to skin but has a negative impact on thermal aging of clothing. Heat transfer to skin from a fire source can led to burn injuries and heat is transmitted between adjacent AGs parallel to the skin surface. An open AG simulator was developed to explore the dual effects of the AG on fabric thermal aging and skin thermal protection. Results indicated that thermal aging of fabrics was affected by the size and boundary form of the AG. Open and closed AGs increased second-degree burn times by 37.2-232.9 and 32.4-160.3%, respectively. The 12-mm and 18-mm open AGs decreased thermal aging of the fabric while maintaining good thermal protection compared to other AG conditions. The findings indicate that an appropriate AG design can balance thermal aging and thermal protection of firefighter suits.

在野外灭火中,服装与人体之间的气隙(air gap, AG)可以有效减少传递给皮肤的热量,但对服装的热老化有负面影响。火源对皮肤的热量传递可导致烧伤,热量在平行于皮肤表面的相邻AGs之间传递。为了探索AG对织物热老化和皮肤热防护的双重作用,开发了开放式AG模拟器。结果表明,AG的尺寸和边界形式影响织物的热老化。打开和关闭AGs分别使二度烧伤次数增加37.2-232.9和32.4-160.3%。与其他AG条件相比,12mm和18mm的开放式AG减少了织物的热老化,同时保持了良好的热防护。研究结果表明,适当的AG设计可以平衡消防服的热老化和热防护。
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引用次数: 0
Effects of pace on productivity and physical and mental workloads in a human-cobot collaboration. 在人机协作中,速度对生产力和身心负荷的影响。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-13 DOI: 10.1080/10803548.2024.2440265
K Bouillet, S Lemonnier, F Clanche, G Gauchard

Objectives. Musculoskeletal disorders (MSDs) represent a prevalent global occupational health concern, primarily associated with high biomechanical solicitations, mental workload and work pace. Although cobots have shown promise in reducing risks of MSDs, a question of interest still persists as to how the pace in hybrid human-machine collaboration will affect the operator, in terms of both physical and cognitive health and the production.Methods. This study aimed to analyse the impact of pace on productivity, operators' posture and mental workload in a human-cobot collaboration. The study, involving 20 participants engaged in a collaborative task with a cobot under three cobot-led paces, assessed productivity rapid upper limb assessment (RULA) scores (posture), dual task performance (cognitive resources) and NASA task load index (NASA-TLX) scores (workload).Results. The findings revealed that an excessively high pace had counterproductive effects, leading to reduced efficiency and increased susceptibility to MSDs, both in terms of physical and mental workloads.Conclusion. In the context of a human-cobot collaboration, it is imperative to adapt the pace to operators' abilities in order to ensure optimal productivity while preserving their health, emphasizing the need for a balanced approach to pace management in such collaborative work scenarios.

目标。肌肉骨骼疾病(MSDs)是全球普遍存在的职业健康问题,主要与高生物力学要求、精神工作量和工作节奏有关。尽管协作机器人在降低msd风险方面表现出了希望,但一个令人感兴趣的问题仍然存在,即混合人机协作的步伐将如何影响操作员的身体和认知健康以及生产方法。本研究旨在分析人机协作中速度对生产率、操作员姿势和心理工作量的影响。在这项研究中,20名参与者与协作机器人在三种协作机器人主导的速度下进行协作任务,评估生产力快速上肢评估(RULA)分数(姿势)、双重任务表现(认知资源)和NASA任务负荷指数(NASA- tlx)分数(工作量)。研究结果表明,过高的速度会产生适得其反的效果,导致工作效率降低,并增加对MSDs的易感性,无论是在身体上还是在精神上。在人机协作的背景下,必须根据操作员的能力调整速度,以确保最佳生产力,同时保持操作员的健康,强调在这种协作工作场景中需要一种平衡的速度管理方法。
{"title":"Effects of pace on productivity and physical and mental workloads in a human-cobot collaboration.","authors":"K Bouillet, S Lemonnier, F Clanche, G Gauchard","doi":"10.1080/10803548.2024.2440265","DOIUrl":"https://doi.org/10.1080/10803548.2024.2440265","url":null,"abstract":"<p><p><i>Objectives</i>. Musculoskeletal disorders (MSDs) represent a prevalent global occupational health concern, primarily associated with high biomechanical solicitations, mental workload and work pace. Although cobots have shown promise in reducing risks of MSDs, a question of interest still persists as to how the pace in hybrid human-machine collaboration will affect the operator, in terms of both physical and cognitive health and the production.<i>Methods</i>. This study aimed to analyse the impact of pace on productivity, operators' posture and mental workload in a human-cobot collaboration. The study, involving 20 participants engaged in a collaborative task with a cobot under three cobot-led paces, assessed productivity rapid upper limb assessment (RULA) scores (posture), dual task performance (cognitive resources) and NASA task load index (NASA-TLX) scores (workload).<i>Results</i>. The findings revealed that an excessively high pace had counterproductive effects, leading to reduced efficiency and increased susceptibility to MSDs, both in terms of physical and mental workloads.<i>Conclusion</i>. In the context of a human-cobot collaboration, it is imperative to adapt the pace to operators' abilities in order to ensure optimal productivity while preserving their health, emphasizing the need for a balanced approach to pace management in such collaborative work scenarios.</p>","PeriodicalId":47704,"journal":{"name":"International Journal of Occupational Safety and Ergonomics","volume":" ","pages":"1-9"},"PeriodicalIF":1.6,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142972602","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Work-related collisions involving paramedics in Quebec, Canada: an analysis of contributing factors. 加拿大魁北克省涉及护理人员的与工作有关的碰撞:促成因素分析。
IF 1.6 4区 医学 Q3 ERGONOMICS Pub Date : 2025-01-02 DOI: 10.1080/10803548.2024.2438559
Milad Delavary, Mathieu Tremblay, Martin Lavallière

Objectives. This research aimed to describe the distribution and occurrence of work-related collisions involving paramedics across Quebec and compare these results with collisions of general vehicles. Methods. This retrospective study spanned 11 years of data (2010-2020) extracted from Société de l'assurance automobile du Québec (SAAQ) road safety statistics. Statistical tests including a paired t test and the Mann-Kendall test were used for temporal analysis of aggregated numbers of injury and non-injury collisions in 17 regions of Quebec. A descriptive analysis and logit regression were used to compare the various factors, e.g., crash and environmental characteristics associated with ambulance and general vehicle collisions. Results. A higher percentage of ambulance collisions occurred at intersections (43.32%), in 50 km/h speed limit zones (48.29%), in commercial areas (48.29%) and on all types of two-way roads (62.05%). Logit models indicate that there is a significant association (p < 0.05) between collision severity and a variety of factors, including asphalt conditions, collision types and locations. Conclusion. The study results are consistent with prior research showing that Quebec paramedics have comparable incidents and collision causes related to environmental, weather and road factors. Our findings suggest several specific areas for policymakers to focus on regarding ambulance collision reduction.

目标。本研究旨在描述分布和发生的工作相关的碰撞涉及整个魁北克省的护理人员,并比较这些结果与碰撞的一般车辆。方法。本回顾性研究跨越了11年(2010-2020年)的数据,提取自SAAQ的道路安全统计数据。统计检验包括配对t检验和Mann-Kendall检验用于魁北克省17个地区的伤害和非伤害碰撞总数的时间分析。描述性分析和logit回归用于比较各种因素,例如,与救护车和一般车辆碰撞相关的碰撞和环境特征。结果。救护车碰撞发生在十字路口(43.32%)、50公里/小时限速区(48.29%)、商业区(48.29%)和所有类型的双向道路(62.05%)的比例较高。Logit模型表明存在显著相关性(p结论。研究结果与先前的研究结果一致,表明魁北克护理人员的事故和碰撞原因与环境、天气和道路因素有关。我们的研究结果为政策制定者提出了几个关于减少救护车碰撞的具体领域。
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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 : 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 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 : 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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