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Research on the influence and evaluation of manual operation performance of multifunctional operation panel considering interaction effect 考虑交互效应的多功能操作面板手动操作性能影响与评价研究
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-07-02 DOI: 10.1002/hfm.21047
Tianming Zhang, Jindong Ren, Mingzhe Sun, Haoyun Zheng

Manual operations remain crucial in critical human-machine interactions due to limitations in automatic control algorithms and technologies. While ergonomic analysis and evaluation techniques for interactive interfaces are advancing, recent approaches emphasize integrating graphical interface experiences with intuitive controls. Conventional methods often lack precision or overlook the interaction effect of different influencing factors, leading to inadequate assessment of essential manual operations for intricate interfaces, such as multifunctional operation panels. To address these challenges, this study aimed to investigate the interaction effects of various factors on the manual operation performance of operators when using a multifunctional operation panel and aims to develop a more comprehensive and broadly applicable evaluation model for such panels. An experiment was designed to consider the type, size, layout of controls, and operational task type as the main factors affecting manual operation performance. Multivariate analysis of variance was used to identify significant interaction effects among the operation factors. The findings underscored the importance of these interactions in evaluating manual operation performance. Multivariate linear regression further examined the influence of these factors, enhancing the evaluation methodology. The study emphasizes the critical role of understanding interaction effects in assessing the manual operation performance of multifunctional operation panels, particularly in improving the design of the panel or operation tasks.

由于自动控制算法和技术的局限性,手动操作在关键的人机交互中仍然至关重要。虽然交互界面的人体工学分析和评估技术在不断进步,但最近的方法强调将图形界面体验与直观控制相结合。传统方法往往缺乏精确性,或忽略了不同影响因素的交互效应,导致对复杂界面(如多功能操作面板)的基本手动操作评估不足。为了应对这些挑战,本研究旨在调查使用多功能操作面板时各种因素对操作员手动操作性能的交互影响,并旨在为此类面板开发一个更全面、更广泛适用的评估模型。实验将控制面板的类型、尺寸、布局和操作任务类型视为影响手动操作性能的主要因素。采用多变量方差分析来确定操作因素之间的显著交互效应。研究结果强调了这些交互作用在评估手动操作性能方面的重要性。多元线性回归进一步检验了这些因素的影响,从而改进了评估方法。这项研究强调了了解交互效应在评估多功能操作面板手动操作性能方面的关键作用,尤其是在改进面板设计或操作任务方面。
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引用次数: 0
Resources for action and organizational resilience in times of COVID-19: A study in health care COVID-19时期的行动资源和组织复原力:医疗保健研究
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-06-17 DOI: 10.1002/hfm.21045
Angela Weber Righi, Priscila Wachs, Natália Ransolin, Vanessa Becker Bertoni

The COVID-19 pandemic challenged health care organizations to cope with major disruptions, especially in the first waves. Several investigations were undertaken to understand how to support resilience during similar unexpected events. In this study, we attempted to unveil the resilient performance of health care organizations during the first waves of the COVID-19 pandemic from the viewpoint of resources for action. Thus, the research objectives are twofold: (i) to evaluate organizational resilience in facing COVID-19 by hospitals in Brazil and (ii) to evaluate the relationship between resources for action and resilient performance. Firstly, an online survey was sent to front-line health care workers, resulting in 111 responses. Then, a questerview was undertaken through online interviews with some participants of the previous phase. Resources for action were interpreted as five aspects supporting decision-making in health care organizations: information and communication; team, equipment, and tools; standard operating procedure (SOP); training; and built environment. Each resource was then unfolded based on the four potentials for resilient performance (i.e., anticipate, monitor, respond and learn). Respondents strongly agreed that their institutions are resilient (M = 4.15; standard deviation [SD] = 0.91). The potentials to learn (M = 4.23; SD = 0.96) and respond (M = 4.08; SD = 1.02) stood out, followed by monitoring (M = 3.85; SD = 1.07) and anticipating (M = 3.70; SD = 1.11). Although some differences stand out, findings corroborate with the joint performance of the resources for action to support resilience performance. Information and communication were the most present among the resources for action (M = 4.20). Making resources for action visible is a strategy for designing resilient systems, as it can be considered a bridge linking different resilience levels (micro, meso, and macro). Suggestions for future studies point out the need to promote the development and evaluation of resources for action in health care institutions.

COVID-19 大流行对医疗机构应对重大干扰提出了挑战,尤其是在第一波。为了了解如何在类似的突发事件中支持抗灾能力,我们开展了多项调查。在本研究中,我们试图从行动资源的角度揭示医疗机构在 COVID-19 大流行的第一波中的抗灾表现。因此,研究目标有两个:(i) 评估巴西医院在面对 COVID-19 时的组织复原力;(ii) 评估行动资源与复原力表现之间的关系。首先,向一线医护人员发送了一份在线调查,共收到 111 份回复。然后,通过在线访谈对前一阶段的部分参与者进行了问卷调查。行动资源被解释为支持医疗机构决策的五个方面:信息和沟通;团队、设备和工具;标准操作程序(SOP);培训;以及建筑环境。然后,根据弹性绩效的四种潜力(即预测、监测、响应和学习)对每种资源进行了展开。受访者非常认同其机构具有复原力(M = 4.15;标准差 [SD] = 0.91)。学习潜力(M = 4.23;标准差 = 0.96)和应对潜力(M = 4.08;标准差 = 1.02)最为突出,其次是监测潜力(M = 3.85;标准差 = 1.07)和预测潜力(M = 3.70;标准差 = 1.11)。尽管存在一些差异,但研究结果与支持抗灾能力的行动资源的共同表现相吻合。在行动资源中,信息和交流的作用最大(中值 = 4.20)。使行动资源可见是设计抗灾系统的一种策略,因为它可以被视为连接不同抗灾水平(微观、中观和宏观)的桥梁。对未来研究的建议指出,有必要促进医疗机构行动资源的开发和评估。
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引用次数: 0
Effect of ergonomic aspects on single- and multiproduct assembly-line balancing problems 人体工程学对单件产品和多件产品装配线平衡问题的影响
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-06-14 DOI: 10.1002/hfm.21046
Mena Puthiyaveedu Giridhar, Vinay V. Panicker

Incorporating ergonomic considerations into an assembly-line balancing problem (ALBP) enhances productivity and minimizes ergonomic concerns. The assembly process, characterized by repetitive motions and handling numerous components, can lead to worker overload. Consequently, the inclusion of ergonomic aspects results in an appropriate distribution of assembly operations and relative workloads. This study investigates a multi-objective ALBP aimed at minimizing the number of workstations, overall skill level required, and variance in workers' energy expenditure across workstations. To address the ALBP while considering the ergonomic aspects, this study proposes an approach based on the non-dominated sorting genetic algorithm II (NSGA-II) and multi-objective simulated annealing (MOSA) using Pareto optimality. A comparative analysis of the NSGA-II and MOSA is conducted in single- and multiproduct production scenarios, and a computational study involving various factors is performed to identify the dominant algorithm. The computational analysis indicates that the runtime performance of MOSA is 73.287% better than that of NSGA-II; therefore, MOSA outperforms NSGA-II. This study aims at applying scientific knowledge concerning manufacturing ergonomics to assist manufacturing industries in enhancing their productivity.

将人体工程学因素纳入装配线平衡问题(ALBP)可提高生产率,最大限度地减少人体工程学问题。装配过程的特点是重复动作和处理大量部件,可能导致工人超负荷工作。因此,考虑到人体工程学因素,可以适当分配装配操作和相对工作量。本研究探讨了一个多目标 ALBP,旨在最大限度地减少工作站的数量、所需的总体技能水平以及工人在不同工作站的能量消耗差异。为了在考虑人体工程学方面的同时解决 ALBP 问题,本研究提出了一种基于非支配排序遗传算法 II(NSGA-II)和帕累托最优多目标模拟退火(MOSA)的方法。在单产品和多产品生产场景中对 NSGA-II 和 MOSA 进行了比较分析,并对各种因素进行了计算研究,以确定主导算法。计算分析表明,MOSA 的运行时间性能比 NSGA-II 高 73.287%,因此 MOSA 优于 NSGA-II。本研究旨在应用有关制造业人体工程学的科学知识,帮助制造业提高生产率。
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引用次数: 0
Biomechanics-based study of muscle activation under different driving conditions for Chinese percentiles 基于生物力学的中国百分位数不同驾驶条件下的肌肉激活研究
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-05-29 DOI: 10.1002/hfm.21043
Mingyue Li, Biao Li, Guoying Chen, Bao Huading, Chongyue Shi, Fei Yu

In this paper, we determined the adjustment levels of the human–machine layout under the preferred driving posture for individuals with different body sizes. We also comparatively analyzed the maximum activation levels of various muscles under straight-line driving and steering conditions. To increase the accuracy of the results, AnyBody biomechanics software was used to establish a human skeletal muscle mechanics model, which we analyzed for consistency with rig test results. The results showed that people with larger body sizes preferred a driving position with the seat reclined back. Steered driving was associated with a significant (p < .05) increase in the maximum activation of the wrist extensors, serratus anterior, deltoid, and triceps brachii, which are the main force-generating muscle groups for steered driving, compared with straight driving. Moreover, the measured and simulated results of maximum muscle activation were relatively consistent, with the error between them within a 15% margin. In summary, this study explored the relationship between different driving conditions and preferred driving postures from a biomechanical perspective. A combined experimental and simulation approach was adopted to ensure the reliability of the findings. The insights from this study can inform ergonomic considerations for the comfort and health of Chinese drivers with varying physical characteristics.

本文确定了不同体型的人在首选驾驶姿势下的人机布局调整水平。我们还比较分析了直线驾驶和转向条件下各种肌肉的最大激活水平。为了提高结果的准确性,我们使用 AnyBody 生物力学软件建立了人体骨骼肌肉力学模型,并分析了该模型与钻机测试结果的一致性。结果显示,体型较大的人更喜欢座椅向后倾斜的驾驶姿势。与直线驾驶相比,转向驾驶与腕部伸肌、前锯肌、三角肌和肱三头肌的最大激活程度显著相关(p <.05),而这些肌群是转向驾驶的主要发力肌群。此外,最大肌肉激活的测量和模拟结果相对一致,两者之间的误差在 15%以内。总之,本研究从生物力学角度探讨了不同驾驶条件与首选驾驶姿势之间的关系。研究采用了实验和模拟相结合的方法,以确保研究结果的可靠性。本研究的启示可为具有不同身体特征的中国驾驶员的舒适性和健康提供人体工程学方面的参考。
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引用次数: 0
Wearing a breathable T-shirt does not affect thermoregulatory responses during exercise under hot conditions 在高温条件下运动时,穿着透气T恤不会影响体温调节反应
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-05-26 DOI: 10.1002/hfm.21044
Hanano Kato, Yumi Okamoto, Junto Otsuka, Kazuya Tajima, Atsushi Shiraishi, Ai Shiramoto, Tatsuro Amano

Sweat absorbed by clothing forms a moisture film on fabric surfaces, reducing fabric breathability and disrupting thermoregulation during exercise in a hot environment. We investigated whether T-shirts made from a newly developed fabric with hydrophobic and water-repellent fibers near the through holes could prevent sweat film formation, thereby enhancing intraclothing microclimate and thermoregulatory responses. Thirteen male runners completed 30-min treadmill sessions at moderate and high intensities while wearing either the new fabric T-shirt (Dry Aeroflow, DAF) or a polyester T-shirt (CONT) at an ambient temperature of 32°C and a relative humidity of 50% with an air velocity of 0.8 m/s. Compared with CONT, intraclothing humidity was decreased on the chest and back, and chest but not back skin temperature was decreased by 2°C in DAF. However, thermoregulatory key variables such as rectal temperature, mean skin temperature, sweat rates, and heart rate did not differ between the T-shirts. We concluded that the a T-shirt with enhanced breathability does not affect overall thermoregulatory response during exercise in the heat despite the partial improvements in intraclothing microclimate and in reducing local skin temperature.

衣物吸收的汗水会在织物表面形成一层湿膜,从而降低织物的透气性,并破坏在高温环境下运动时的体温调节功能。我们研究了一种由新开发的织物制成的 T 恤,这种织物的通孔附近含有疏水和憎水纤维,能否防止汗膜形成,从而改善衣服内部的微气候和体温调节反应。在环境温度为 32°C、相对湿度为 50%、风速为 0.8 米/秒的条件下,13 名男性跑步者分别穿着新型织物 T 恤(Dry Aeroflow,DAF)或聚酯 T 恤(CONT)完成了 30 分钟的中等强度和高强度跑步训练。与 CONT 相比,DAF 中胸部和背部的衣内湿度降低,胸部皮肤温度降低 2°C,但背部皮肤温度没有降低。然而,直肠温度、平均皮肤温度、出汗率和心率等体温调节关键变量在不同的 T 恤衫之间并无差异。我们得出的结论是,尽管透气性增强的 T 恤衫在一定程度上改善了衣服内部的微气候,降低了局部皮肤温度,但它并不会影响高温下运动时的整体体温调节反应。
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引用次数: 0
Taxonomy of performance shaping factors in manufacturing: A systematic literature review 制造业绩效塑造因素分类法:系统文献综述
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-05-13 DOI: 10.1002/hfm.21036
Prameet Ranjan Jha, Valentina Di Pasquale, Jason J. Saleem, Xiaomei Wang

Human error in manufacturing can have substantial consequences, including loss of life, injuries, productivity, and financial losses. Human reliability analysis (HRA) methods can be used to evaluate the likelihood of human error in manufacturing tasks and identify potential sources of error. Performance shaping factors (PSFs) are internal and external factors that influence human performance and can affect the likelihood of human reliability estimates in HRA methods. Understanding the impact of PSFs on human performance in manufacturing is essential for developing effective strategies to minimize the likelihood of human error and improve the safety and efficiency of manufacturing processes. This systematic review scrutinizes the literature on PSFs within manufacturing, highlighting HRA applications. Using the PRISMA protocol, studies from 2000 to 2024 across engineering and psychology were examined, culminating in the analysis of 35 pertinent works. The review identifies and contrasts various PSF taxonomies from established HRA methods like SPAR-H, HEART, CREAM, and THERP, revealing their diverse applications in different manufacturing settings. The review also uncovers a tendency to devise taxonomies through the lens of experts' domain knowledge, particularly tailored to discrete manufacturing contexts. A critical gap is observed in the lack of a uniform PSF framework, with the current literature reflecting a disparate understanding of PSFs' roles, definitions, and interrelations. This absence is further pronounced by the inadequate integration of human factors in the dialogue surrounding Industry 4.0. The analysis points to the necessity of harmonizing PSFs to better assess human reliability amid technological integration. The findings emphasize the need for an industry-specific PSF framework that aligns with the intricacies of manufacturing operations, thus enabling more accurate HRA outcomes and informing strategies for error reduction and process optimization.

制造过程中的人为失误会造成严重后果,包括生命损失、人员伤亡、生产力下降和经济损失。人为可靠性分析 (HRA) 方法可用于评估制造任务中发生人为错误的可能性,并识别潜在的错误源。性能影响因素 (PSF) 是影响人类性能的内部和外部因素,会影响 HRA 方法中人类可靠性估计的可能性。了解 PSF 对制造过程中人的表现的影响,对于制定有效策略以最大限度地减少人为错误的可能性并提高制造过程的安全性和效率至关重要。本系统性综述仔细研究了制造业中 PSF 的相关文献,重点关注 HRA 的应用。采用 PRISMA 协议,对 2000 年至 2024 年工程学和心理学方面的研究进行了审查,最终分析了 35 篇相关作品。综述从 SPAR-H、HEART、CREAM 和 THERP 等成熟的 HRA 方法中识别并对比了各种 PSF 分类法,揭示了它们在不同制造环境中的不同应用。审查还发现了一种倾向,即通过专家的领域知识来设计分类标准,特别是针对离散制造环境。缺乏统一的 PSF 框架是一个重要的缺陷,目前的文献反映了对 PSF 作用、定义和相互关系的不同理解。围绕工业 4.0 的对话中对人为因素的整合不足,进一步凸显了这种缺失。分析指出,有必要协调 PSF,以更好地评估技术整合中的人类可靠性。研究结果表明,有必要建立一个针对特定行业的 PSF 框架,使其与错综复杂的生产运营保持一致,从而实现更准确的人的可靠性评估结果,并为减少错误和优化流程的战略提供依据。
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引用次数: 0
Beyond blame: A systemic accident analysis through a neutralized human factors taxonomy 超越指责:通过中和人为因素分类法进行系统事故分析
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-04-19 DOI: 10.1002/hfm.21035
Elena Stefana, Emanuele De Paola, Carlo Simone Snaiderbaur Bono, Francesco Bianchini, Tommaso Vagheggi, Riccardo Patriarca

This paper investigates the usage of a systemic neutralized taxonomy for understanding human factors to foster a restorative culture when studying adverse events. The available studies supporting accident analysis from a system-theoretic perspective with human factors-based methods are grounded on error taxonomies and do not reinforce the non-judgemental dimension that is encouraged by modern safety science. We propose a methodology to integrate the system-theoretic accident analysis technique, Causal Analysis based on System Theory, with a neutralized taxonomy of human explanatory factors. The proposed methodology has been applied to an aviation accident involving a military aircraft and a glider. This case revealed various critical interactions among system components, which require dedicated safety recommendations that go beyond the identification of single points of failures and root causes, leading to a deeper understanding of socio-technical orchestrations. Despite the use case in aviation, the proposed methodology remains suitable for various types of safety occurrences in diverse domains and industrial settings. It also represents the basis for supporting future proactive safety-related decision-making processes.

本文研究了如何使用系统中和分类法来理解人为因素,从而在研究不良事件时培养一种恢复性文化。支持从系统理论角度用基于人为因素的方法进行事故分析的现有研究以错误分类法为基础,并没有加强现代安全科学所鼓励的非评判性维度。我们提出了一种将系统理论事故分析技术--基于系统理论的因果分析--与中性化的人为解释因素分类法相结合的方法。我们将所提出的方法应用于一起涉及军用飞机和滑翔机的航空事故。该案例揭示了系统组件之间的各种关键交互作用,这就需要提出专门的安全建议,而不仅仅是识别单点故障和根本原因,从而加深对社会技术协调的理解。尽管使用的是航空案例,但建议的方法仍然适用于不同领域和工业环境中的各类安全事件。它也是支持未来主动安全相关决策过程的基础。
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引用次数: 0
Converting laundry work of women in underdeveloped countries from risk of musculoskeletal disorders to a sustainable intervention: A design with holistic approach 将不发达国家妇女的洗衣工作从肌肉骨骼疾病风险转变为可持续的干预措施:整体方法设计
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-03-21 DOI: 10.1002/hfm.21034
Banu Ç. Avcıoğlu, Hüdayim Başak

More than half of the population in impoverished areas around the world, which lack sufficient energy and water, do not have washing machines. Due to a lack of resources and economic reasons, the mechanical task of modern washing machines requiring electrical energy can only be done through hand washing. Additionally, water fetching and laundry work are predominately assigned to women due to socio-cultural dynamics in disadvantaged areas. The repetitive motions involved in washing over extended periods of time, coupled with awkward body positions, often lead to musculoskeletal disorders in women. This study aims to improve women's work safety and living conditions through a product design for laundry washing. First, the ergonomic risk associated with women's body postures while washing clothes on the floor was evaluated to better understand the impact of the intervention and rapid upper extremity assessment (RULA) method was used for this purpose. Subsequently, the design process for a manual washing product, which operates without electricity, can handle bulk laundry and facilitates easier and more ergonomic work instead of directly scrubbing clothes, was initiated as a remedial intervention. Recognizing that laundry work is a multidimensional experience in women's lives beyond its ergonomic aspects, a holistic design methodology was adopted, incorporating various design approaches to create concepts that better integrate with the lives of woman users. Insights gained from these design approaches were then combined with the conceptual design method to generate design proposals. At the end of the study, the developed manual washing machine design performed improved RULA analysis scores and biomechanical loading outcomes compared to hand washing.

在世界各地缺乏足够能源和水的贫困地区,一半以上的人口没有洗衣机。由于缺乏资源和经济原因,需要电能的现代洗衣机的机械工作只能通过手洗来完成。此外,由于贫困地区的社会文化动态,取水和洗衣工作主要由妇女承担。长时间的重复清洗动作,再加上笨拙的身体姿势,往往会导致妇女患上肌肉骨骼疾病。本研究旨在通过洗衣产品设计,改善妇女的工作安全和生活条件。首先,为了更好地了解干预措施的影响,我们评估了妇女在地板上洗衣服时的身体姿势所带来的人体工学风险,并为此采用了快速上肢评估(RULA)方法。随后,作为一项补救干预措施,启动了手动洗衣产品的设计过程,该产品无需电力即可操作,可处理大量衣物,并有助于更轻松、更符合人体工程学的工作,而不是直接搓洗衣物。由于认识到洗衣工作是妇女生活中的一种多层面体验,而不仅仅是人体工程学方面的体验,因此采用了一种整体设计方法,将各种设计方法结合起来,创造出能更好地与妇女用户的生活相结合的概念。然后,将从这些设计方法中获得的启示与概念设计方法相结合,生成设计提案。研究结束时,与手洗相比,所开发的手动洗衣机设计在 RULA 分析评分和生物力学负载结果方面都有了改进。
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引用次数: 0
The profession of occupational health and safety technician: Does gender matter? 职业健康与安全技术员的职业:性别是否重要?
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-03-18 DOI: 10.1002/hfm.21033
Gaizka Insunza, Aitor Basañez, Jon Iradi, Juan Carlos Aldasoro, Maria Luisa Cantonnet

Workers' health and safety, and equality between men and women are two of the main challenges currently facing the labor framework in Spain. Despite the fact that the different risks faced by men and women have been widely studied, the way in which gender can affect the working conditions and career development of occupational health and safety (OHS) technicians has hardly been investigated. To delve into this aspect, a study has been carried out by conducting semistructured interviews with six women who work as OHS technicians and a survey among OHS technicians in the Basque Country (Spain) with 124 responses. The results suggest that there are differences between men and women both in the conditions and in the career development of the OHS technician profession. These differences appear in various thematic blocks such as empowerment, recognition, or aspirations. Women tend to be more skeptical than men on gender equality issues such as the idea of equal promotion opportunities for men and women, or the notion that men's and women's ideas are equally valued, or the way in which having children affects men and women's aspirations. It is very important to reduce these gender differences to achieve a more efficient work environment, which can lead to more efficient OHS management.

工人的健康和安全以及男女平等是西班牙劳动框架目前面临的两大挑战。尽管对男女面临的不同风险进行了广泛研究,但对性别如何影响职业健康与安全(OHS)技术人员的工作条件和职业发展却几乎没有进行过调查。为了深入研究这方面的问题,我们开展了一项研究,对六名从事职业健康与安全技术工作的女性进行了半结构式访谈,并对巴斯克地区(西班牙)的职业健康与安全技术人员进行了调查,收到了 124 份答复。结果表明,在职业健康安全技术人员职业的条件和职业发展方面,男女之间存在差异。这些差异体现在不同的主题领域,如授权、认可或抱负。在性别平等问题上,女性往往比男性更持怀疑态度,如男女晋升机会平等的观念,或男女的想法同样受到重视的观念,或生孩子如何影响男性和女性的愿望。缩小这些性别差异对于实现更高效的工作环境非常重要,而高效的工作环境又能带来更高效的职业健康安全管理。
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引用次数: 0
The benefits and costs of explainable artificial intelligence in visual quality control: Evidence from fault detection performance and eye movements 可解释人工智能在视觉质量控制中的收益和成本:故障检测性能和眼球运动的证据
IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2024-02-28 DOI: 10.1002/hfm.21032
Romy Müller, David F. Reindel, Yannick D. Stadtfeld

Visual inspection tasks often require humans to cooperate with artificial intelligence (AI)-based image classifiers. To enhance this cooperation, explainable artificial intelligence (XAI) can highlight those image areas that have contributed to an AI decision. However, the literature on visual cueing suggests that such XAI support might come with costs of its own. To better understand how the benefits and cost of XAI depend on the accuracy of AI classifications and XAI highlights, we conducted two experiments that simulated visual quality control in a chocolate factory. Participants had to decide whether chocolate molds contained faulty bars or not, and were always informed whether the AI had classified the mold as faulty or not. In half of the experiment, they saw additional XAI highlights that justified this classification. While XAI speeded up performance, its effects on error rates were highly dependent on (X)AI accuracy. XAI benefits were observed when the system correctly detected and highlighted the fault, but XAI costs were evident for misplaced highlights that marked an intact area while the actual fault was located elsewhere. Eye movement analyses indicated that participants spent less time searching the rest of the mold and thus looked at the fault less often. However, we also observed large interindividual differences. Taken together, the results suggest that despite its potentials, XAI can discourage people from investing effort into their own information analysis.

视觉检测任务通常需要人类与基于人工智能(AI)的图像分类器合作。为了加强这种合作,可解释人工智能(XAI)可以突出那些对人工智能决策有贡献的图像区域。然而,有关视觉提示的文献表明,这种 XAI 支持可能会带来自身的成本。为了更好地了解 XAI 的益处和成本如何取决于人工智能分类和 XAI 突出显示的准确性,我们进行了两项模拟巧克力工厂视觉质量控制的实验。参与者必须判断巧克力模具中是否含有有问题的巧克力棒,并随时获知人工智能是否已将模具分类为有问题的巧克力棒。在一半的实验中,他们看到了额外的 XAI 亮点,证明了这一分类的合理性。虽然 XAI 加快了执行速度,但它对错误率的影响在很大程度上取决于 (X)AI 的准确性。当系统正确检测并突出显示故障时,XAI 会带来益处,但当系统错误地突出显示故障区域,而实际故障位于其他地方时,XAI 则会付出明显的代价。眼动分析表明,参与者花在搜索模具其余部分的时间较少,因此看故障的次数也较少。不过,我们也观察到了个体间的巨大差异。综合来看,这些结果表明,尽管 XAI 具有潜力,但它会阻碍人们投入精力进行自己的信息分析。
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引用次数: 0
期刊
Human Factors and Ergonomics in Manufacturing & Service Industries
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