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Gaze behaviours engaged while taking over automated driving: a systematic literature review 接管自动驾驶时的凝视行为:系统的文献综述
IF 1.6 Q2 Social Sciences Pub Date : 2022-02-22 DOI: 10.1080/1463922X.2022.2036861
Jonathan Deniel, J. Navarro
Abstract Among highly automated driving research topics, transition of control, especially from automated to manual driving (i.e., takeover) have been the object of numerous studies. Drivers’ gaze behaviours are of particular interest as proper information processing by the driver is a key element to safe manual control resumption. In this study, 22 research articles were selected and reviewed to extract main gaze behaviours tendencies during takeover transitions. Despite a great variety in protocols and gaze metrics, categories of factors and gaze parameters have been established. The resulting data shows that at the onset of the takeover request gaze tend to be quickly reoriented towards the road ahead. Despite this, an increase in gaze dispersion on the road environment was found in automated driving. In addition, clear evidence for detrimental effects of visually engaging non-driving related activities on visual exploration strategies emerge (e.g., delay in reorienting the gaze towards the road ahead). Altogether, gaze data reveal the complexity of information processing during takeovers. A synthetical view of gaze parameters evolution during the takeover process has been established and associated with visual information gathering and processing. Finally, a broader view underlying the importance of combining technological approaches with human centred ones is proposed. Supplemental data for this article is available online at at http://doi:10.1080/1463922X.2022.2036861 .
在高度自动化驾驶的研究课题中,控制的过渡,特别是从自动驾驶到手动驾驶的过渡(即接管)一直是众多研究的对象。驾驶员的注视行为特别有趣,因为驾驶员适当的信息处理是安全手动控制恢复的关键因素。本研究选取了22篇相关研究论文,并对其进行了回顾,以提取收购转换过程中的主要凝视行为倾向。尽管有各种各样的协议和凝视指标,但已经建立了因素和凝视参数的类别。由此得出的数据表明,在收购请求开始时,目光往往会迅速转向前方的道路。尽管如此,在自动驾驶中,人们在道路环境中的视线分散程度有所增加。此外,有明确证据表明,视觉参与与驾驶无关的活动对视觉探索策略有不利影响(例如,延迟将目光转向前方道路)。总之,凝视数据揭示了收购过程中信息处理的复杂性。在接管过程中,注视参数的演化与视觉信息的收集和加工有关。最后,提出了一种更广泛的观点,说明将技术方法与以人为本的方法结合起来的重要性。本文的补充数据可在http://doi:10.1080/1463922X.2022.2036861上在线获得。
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引用次数: 1
An investigative sensitivity study of Ovako working posture analyzing system (OWAS) Ovako工作姿势分析系统(OWAS)的调查敏感性研究
IF 1.6 Q2 Social Sciences Pub Date : 2022-02-20 DOI: 10.1080/1463922X.2022.2036859
Mangesh Joshi, V. Deshpande
Abstract The purpose of this study is to investigate the sensitivity of the Ovako working posture analyzing system. This paper also focuses on the identification of insensitive and highly sensitive posture zones. The OWAS sensitivity analysis, together with the ordinal regression analysis, offers deeper insights into the methodology for assessing posture. A full factorial design was used to account for all possible combinations of body members. To assess the sensitivity, one parameter of the body part was changed while other parameters were left unchanged to understand its effect on the output score. Combinations of postures in which no change was observed and corresponding ranges were noted. Posture ratings with sudden jumps were also noted. Ordinal regression analysis was performed to identify the body variable with the greatest impact and its weight in estimating the OWAS action category. Ergonomic practitioners can be made aware of insensitive and sensitive zones when assessing posture.
摘要本研究旨在探讨Ovako工作姿势分析系统的灵敏度。本文还重点研究了不敏感和高敏感姿态区域的识别。OWAS敏感性分析与有序回归分析一起,为评估姿势的方法提供了更深入的见解。全因子设计用于考虑所有可能的身体成员组合。为了评估灵敏度,改变身体部位的一个参数,而保持其他参数不变,以了解其对输出评分的影响。没有观察到变化的姿势组合,并记录相应的范围。突然跳跃时的姿势评分也被记录下来。通过有序回归分析确定影响最大的身体变量及其在估计OWAS行动类别中的权重。人体工程学从业者在评估姿势时可以意识到不敏感和敏感的区域。
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引用次数: 2
Social stress in human-machine systems: opportunities and challenges of an experimental research approach 人机系统中的社会压力:实验研究方法的机遇和挑战
IF 1.6 Q2 Social Sciences Pub Date : 2022-02-17 DOI: 10.1080/1463922X.2022.2040062
Juergen Sauer, A. Sonderegger, S. Thuillard, N. Semmer
Abstract This article presents some deliberations on methodological approaches to researching the effects of work-related social stress on performance, with particular consideration being given to machine-induced social stress. The article proposes a broad methodological approach to examine such effects. A particular focus is placed on performance after-effects (e.g. unscheduled probe tasks), extra-role behaviour, and task management behaviour because of conventional performance measures (i.e. scheduled tasks) often being unimpaired by social stressors. The role of the ‘performance protection mode’ as an important concept is discussed. A distinction is made between three facets of after-effects: performance-related, behavioural, and emotional. Unscheduled probe tasks and voluntary tasks are proposed to measure performance-related and behavioural after-effects. Propositions for specific experimental scenarios are made, allowing for sufficiently realistic simulations of social stress at work. The availability of such lab-based simulations of work environments offers good opportunities for this line of experimental research, which is expected to gain in importance since highly automated systems may modify the impact of human-induced social stress or may even represent a social stressor themselves. Finally, the considerations presented in this article are not only of relevance to the domain of social stress but to experimental stress research in general.
摘要本文提出了一些研究工作相关社会压力对绩效影响的方法论方法,特别考虑了机器引起的社会压力。本文提出了一种广泛的方法来检验这种影响。由于传统的绩效衡量标准(即计划中的任务)通常不受社会压力因素的影响,因此特别关注绩效的后续影响(例如,未安排的探测任务)、角色外行为和任务管理行为。讨论了“性能保护模式”作为一个重要概念的作用。后遗症分为三个方面:与表现相关的、行为的和情感的。提出了非计划探测任务和自愿任务来测量与性能相关的和行为的后续效应。提出了特定实验场景的建议,允许对工作中的社会压力进行足够现实的模拟。这种基于实验室的工作环境模拟的可用性为这一系列的实验研究提供了很好的机会,因为高度自动化的系统可能会改变人类引起的社会压力的影响,甚至可能本身就是一个社会压力源,因此预计这将变得越来越重要。最后,本文提出的考虑因素不仅与社会压力领域有关,而且与一般的实验压力研究有关。
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引用次数: 4
Video image-based posture assessment: an approach for dynamic working posture assessment 基于视频图像的姿势评估:一种动态工作姿势评估方法
IF 1.6 Q2 Social Sciences Pub Date : 2022-02-10 DOI: 10.1080/1463922X.2022.2036860
K. Mohan, V. Pillai, Pujara Dhaval Jayendrakumar, P. Sankaran, Arun Chandramohan
Abstract Traditional observational posture evaluation methods stress on sampling approach for continuous evaluation of dynamic postures in any activity. Hence, the quality of results from such evaluations is under debate. This article proposes a Video Image-based Posture Assessment (VIPA) method as a highly capable one for assessing an activity requiring dynamic postures of workers. This article explains the various steps of VIPA and its application for (i) the extraction and classification of postures into different categories based on the instructed posture classes from 10 videos of soil loosening activity having 48,715 postures and (ii) the use of OWAS to evaluate the postures. VIPA relies on traditional posture evaluation methods. The results indicate that VIPA could identify precarious postures 30% of the activity duration; these results were found to be accurate and reliable because there is no sampling method involved. The capability of VIPA method is proven through the activity studied.
摘要传统的观察性姿势评估方法侧重于抽样方法,对任何活动中的动态姿势进行连续评估。因此,这类评价结果的质量问题正在讨论之中。本文提出了一种基于视频图像的姿势评估(VIPA)方法,作为一种高效的方法来评估需要工人动态姿势的活动。本文解释了VIPA的各个步骤及其应用:(i)根据48715个姿势的10个松土活动视频中指示的姿势类别,将姿势提取并分类为不同类别;(ii)使用OWAS评估姿势。VIPA依赖于传统的姿势评估方法。结果表明,VIPA在活动持续时间的30%内可以识别不稳定的姿势;这些结果是准确可靠的,因为没有涉及抽样方法。通过所研究的活动证明了VIPA方法的能力。
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引用次数: 0
Does standing alter reaction times and event related potentials compared to sitting in young adults? A counterbalanced, crossover trial 与坐着相比,站立会改变年轻人的反应时间和事件相关电位吗?一个平衡的交叉试验
IF 1.6 Q2 Social Sciences Pub Date : 2022-02-02 DOI: 10.1080/1463922X.2022.2033877
Mayur Bhat, K. Dehury, B. Chandrasekaran, Hari Prakash Palanisamy, A. Arumugam
Abstract The present study investigated the effects of attending lectures in sitting and standing postures on executive function of young adults. In this randomized, counterbalanced, crossover trial on 15 adults (19.2 ± 2.4 years), selective attention and executive control (response inhibition) were measured through reaction times and event related potentials (ERPs using electroencephalography [EEG]) associated with congruent and incongruent stimuli presented during a modified Eriksen flanker task. The reaction times and latencies of ERPs for the modified Eriksen flanker task among the interventions (sitting/standing), conditions (congruent/incongruent) and EEG electrodes were analyzed using analyses of variance. Attending a lecture in a standing posture was found to improve executive function (response inhibition) measured with reaction times (for incongruent stimuli) and ERPs (P3 [cognitive potential] amplitude at Pz and Cz electrodes; irrespective of congruent/incongruent stimuli) compared to that of the sitting posture. Standing might improve executive function compared to sitting among young adults in a simulated lecture environment.
摘要本研究调查了以坐姿和站姿参加讲座对年轻人执行功能的影响。在这项针对15名成年人(19.2 ± 2.4 年),选择性注意力和执行控制(反应抑制)是通过反应时间和事件相关电位(使用脑电图[EG]的ERPs)来测量的,这些电位与在修改的Eriksen侧卫任务中呈现的一致和不一致刺激有关。使用方差分析分析了干预措施(坐/站)、条件(一致/不一致)和EEG电极中改良Eriksen侧卫任务的ERPs的反应时间和潜伏期。研究发现,与坐姿相比,以站姿参加讲座可以改善执行功能(反应抑制),通过反应时间(针对不协调刺激)和ERP(Pz和Cz电极的P3[认知电位]振幅;无论一致/不协调刺激如何)来测量。与坐在模拟演讲环境中的年轻人相比,站着可能会提高执行功能。
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引用次数: 1
The Next Generation of Fatigue Prediction Models: Evaluating Current Trends in Biomathematical Modelling for Safety Optimization 下一代疲劳预测模型:评估安全优化生物数学建模的当前趋势
IF 1.6 Q2 Social Sciences Pub Date : 2022-01-24 DOI: 10.31234/osf.io/e8awh
M. D. Wilson, L. Strickland, T. Ballard, Mark Griffin
Biomathematical models (BMMs) are parametric models that quantitatively predict fatigue and are routinely implemented in fatigue risk management systems in increasingly diverse workplaces. There have been consistent calls for an improved "next generation” of BMMs that provide more accurate and targeted predictions of human fatigue. This review examines the core characteristics of next-generation advancements in BMMs, including tailoring with field data, individual-level parameter tuning and real-time fatigue prediction, extensions to account for additional factors that influence fatigue, and emerging nonparametric methodologies that may augment or provide alternatives to BMMs. Examination of past literature and quantitative examples suggests there are notable challenges to advancing BMMs beyond their current applications. Adoption of multi-model frameworks, including quantitative joint modelling and machine learning, was identified as crucial to next-generation models. We close with general recommendations for researchers and model developers, including focusing research efforts on understanding the cognitive dynamics underpinning fatigue-related vigilance decrements, applying emerging dynamic modelling methods to fatigue data from field settings, and improving the adoption of open scientific practices in fatigue research.
生物数学模型(bmm)是定量预测疲劳的参数模型,在日益多样化的工作场所的疲劳风险管理系统中得到了常规应用。人们一直呼吁改进“下一代”的bmm,以提供更准确、更有针对性的人体疲劳预测。这篇综述探讨了下一代bmm技术进步的核心特征,包括根据现场数据进行定制、个人层面的参数调整和实时疲劳预测、扩展以考虑影响疲劳的其他因素,以及新兴的非参数方法,这些方法可能会增强或提供bmm的替代方案。对过去文献和定量例子的研究表明,在目前的应用之外,推进bmm存在显著的挑战。采用多模型框架,包括定量联合建模和机器学习,被认为是下一代模型的关键。最后,我们对研究人员和模型开发人员提出了一般性建议,包括将研究重点放在理解支撑疲劳相关警觉性下降的认知动力学上,将新兴的动态建模方法应用于现场设置的疲劳数据,以及在疲劳研究中改进开放式科学实践的采用。
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引用次数: 3
Application of hybrid Shannon’s entropy – PROMEHTEE methods in weighing and prioritizing industrial noise control measures 混合Shannon熵-PROMEHTEE方法在工业噪声控制措施加权和排序中的应用
IF 1.6 Q2 Social Sciences Pub Date : 2021-12-23 DOI: 10.1080/1463922X.2021.2000668
M. Haghighat, Saeid Yazdanirad, M. Faridan, Mahsa Jahadi Naeini, S. Mousavi
Abstract There are various strategies to prevent and control of noise exposure in occupational settings. This study was aimed to use Shannon’s entropy – PROMEHTEE hybrid model for weighing and prioritizing noise control solutions in an oil refinery. At first, the sound pressure levels were measured based on the recommended standard of ISO 9612. Next, criteria and noise control strategies were determined using the Delphi technique. In the third stage, the weights of the criteria were computed using Shannon’s entropy method and in the last stage, the solutions were prioritized by the PROMEHTEE method. Based on the results of Shannon’s entropy method, criteria in the order of priority included executive cost (0.2710), noise reduction efficiency (0.2531), feasibility (0.2435), safety (0.1120), possible interference with other processes (0.1107) and up-to-datedness of the methods (0.091). Also, based on the results of the PROMEHTEE method, the best solutions were construction of acoustic enclosures for people exposed to noise with a weight of 0.5476, and Modification or change of the work process with a weight of −0.6905, respectively. Therefore, the Shannon’s entropy – PROMEHTEE hybrid method can be used as a credible scientific tool to select the most appropriate noise control solution in the industries.
职业环境中的噪声暴露有多种预防和控制策略。本研究旨在使用香农的熵- PROMEHTEE混合模型对炼油厂的噪声控制方案进行权衡和优先排序。首先,声压级是根据ISO 9612的推荐标准测量的。其次,采用德尔菲法确定标准和噪声控制策略。第三阶段采用香农熵法计算各指标的权重,最后采用PROMEHTEE方法对各方案进行优先级排序。根据香农熵法的结果,按优先级排序的标准包括执行成本(0.2710)、降噪效率(0.2531)、可行性(0.2435)、安全性(0.1120)、可能干扰其他过程(0.1107)和方法的时代性(0.091)。此外,基于PROMEHTEE方法的结果,最佳解决方案分别是为噪声暴露人员建造隔音罩(权重为0.5476)和修改或改变工作流程(权重为- 0.6905)。因此,Shannon熵- PROMEHTEE混合方法可以作为一种可靠的科学工具,在工业中选择最合适的噪声控制解决方案。
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引用次数: 0
Influence of music on driver psychology and safety-relevant behaviours: a multi-study inductive content analysis 音乐对驾驶员心理和安全相关行为的影响:一项多研究归纳内容分析
IF 1.6 Q2 Social Sciences Pub Date : 2021-12-13 DOI: 10.1080/1463922X.2021.2009933
C. Karageorghis, William Payre, Luke W. Howard, Garry Kuan, E. Mouchlianitis, Nick Reed, Andrew M. Parkes
Abstract Underpinned by pragmatism and symbolic interactionism, an inductive content analysis was conducted to assess driving experiences under a variety of music conditions. Many quantitative studies have addressed the effects of music on drivers, but there has been a conspicuous dearth of qualitative research to provide a more nuanced understanding of music-related phenomena. Data collection took place over three simulated driving studies, each with different tasks/participants (Study 1 – n = 34, Study 2 – n = 46, and Study 3 – n = 27). The inductive content analysis was conducted by two members of the research team and a peer debriefing was conducted by a third. Findings show that music can have a range of affective, behavioural and cognitive effects (both positive and negative), that are moderated by the driving environment (i.e. urban vs. highway) and aspects of the musical stimulus (i.e. inclusion/non-inclusion of lyrics, loudness and tempo). Participants were mindful of the implications of in-vehicle music vis-à-vis the safety–performance–pleasure trade-off. The analysis suggested a perceived beneficial effect of music and consequent contribution to driving style/safety-related performance. Younger drivers’ apparent reliance on music as a means by which to regulate their emotion highlights an education need in terms of optimising selections. Supplemental data for this article is available online at https://doi.org/10.1080/1463922X.2021.2009933 .
在实用主义和符号互动主义的基础上,对不同音乐条件下的驾驶体验进行了归纳性内容分析。许多定量研究已经解决了音乐对司机的影响,但明显缺乏对音乐相关现象提供更细致入微理解的定性研究。数据收集通过三个模拟驾驶研究进行,每个研究都有不同的任务/参与者(研究1 - n = 34,研究2 - n = 46,研究3 - n = 27)。归纳内容分析由研究小组的两名成员进行,同行汇报由第三人进行。研究结果表明,音乐可以产生一系列的情感、行为和认知影响(积极和消极的),这些影响受到驾驶环境(即城市与高速公路)和音乐刺激方面(即包含/不包含歌词、响度和节奏)的调节。参与者注意到车内音乐对-à-vis安全-性能-愉悦权衡的影响。分析表明,音乐对驾驶风格和安全相关表现有明显的有益影响。年轻司机明显依赖音乐作为调节情绪的一种手段,这突出了在优化选择方面的教育需求。本文的补充数据可在https://doi.org/10.1080/1463922X.2021.2009933上在线获得。
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引用次数: 3
Weight watchers: NASA-TLX weights revisited 体重观察者:重新审视NASA-TLX重量
IF 1.6 Q2 Social Sciences Pub Date : 2021-11-17 DOI: 10.1080/1463922X.2021.2000667
K. Virtanen, H. Mansikka, Helmiina Kontio, D. Harris
Abstract National Aeronautics and Space Administration Task Load Index (NASA-TLX) is a popular method to evaluate mental workload. NASA-TLX assesses mental workload across six load dimensions. When the dimensions are not assumed to be approximately equally important, they are weighted by conducting a pairwise comparison for every dimension pair, followed by the normalisation of weights reflecting the importance of the dimensions. This original NASA-TLX weighting method creates some challenges that are difficult to identify when the weights are being assigned. First, the original NASA-TLX weighting does not allow directly expressing two or more dimensions as equally important. Second, if pairwise comparisons are conducted consistently, there exists only one possible importance order for the dimensions. Third, with consistently conducted pairwise comparisons, a weight of 0.33 is artificially forced on the most important dimension. Swing and Analytic Hierarchy Process weighting methods for eliciting the weights of the dimensions are proposed as a solution to these challenges. The advantages of applying these methods in NASA-TLX are introduced theoretically and demonstrated empirically using data from virtual air combat simulations. The objective of this paper is to help scholars and practitioners to use NASA-TLX in mental workload assessments such that the discussed weighting issues are avoided.
摘要美国国家航空航天局任务负荷指数(NASA-TLX)是一种常用的评估心理负荷的方法。NASA-TLX评估了六个负荷维度的心理工作量。当假设维度不近似同等重要时,通过对每个维度对进行成对比较来对其进行加权,然后对反映维度重要性的权重进行归一化。这种最初的NASA-TLX加权方法带来了一些挑战,这些挑战很难在分配权重时识别。首先,最初的NASA-TLX加权不允许将两个或多个维度直接表示为同等重要。其次,如果一致地进行成对比较,则维度只存在一个可能的重要性顺序。第三,通过持续进行成对比较,在最重要的维度上人为地强制使用0.33的权重。针对这些挑战,提出了Swing和层次分析法加权方法来获取维度的权重。从理论上介绍了在NASA-TLX中应用这些方法的优势,并使用虚拟空战模拟的数据进行了实证验证。本文的目的是帮助学者和从业者在心理工作量评估中使用NASA-TLX,从而避免所讨论的权重问题。
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引用次数: 12
A prediction model of multiple resource theory for dual task walking 双任务步行的多资源理论预测模型
IF 1.6 Q2 Social Sciences Pub Date : 2021-10-26 DOI: 10.1080/1463922X.2021.1981483
E. Cinar, Shikha Saxena, B. McFadyen, A. Lamontagne, I. Gagnon
Abstract A model of Multiple Resource Theory (MRT) was created to describe the influence of different concurrent tasks on driving but no such framework exists for DT walking. The objective of this study was to modify MRT model and computational DT framework to explore two task-related concepts—resource demand and resource conflict—in the context of gait and to illustrate the initial validity of the modified model. A literature search was conducted to identify DT walking-related elements related to the MRT model. An instructional guide for utilizing the computational framework was constructed using a modified e-Delphi method. Inter-rater reliability of the constructed guideline was analyzed by Kappa statistics. The initial validity of the modified model was tested using meta-regression analyses. Three new elements were included into the modified model: vestibular and somatosensory perceptions, and locomotor response. The spatial code from the original model was modified into a visuospatial domain. The computational framework was constructed, and two separate guidelines were created for walking and concurrent tasks. Using the guidelines and computational framework, task-related elements were quantified for meta-regression analysis. The analysis showed that the modified model can explain 79% of the variability in speed reduction during DT walking.
摘要建立了一个多资源理论模型来描述不同并发任务对驾驶的影响,但DT步行没有这样的框架。本研究的目的是修改MRT模型和计算DT框架,以探索步态背景下与任务相关的两个概念——资源需求和资源冲突,并说明修改模型的初始有效性。进行文献检索,以确定与MRT模型相关的DT步行相关元素。使用改进的e-Delphi方法构建了使用计算框架的教学指南。通过Kappa统计分析构建的指南的评分者间可靠性。使用元回归分析测试了修正模型的初始有效性。修改后的模型包含了三个新元素:前庭和体感感知以及运动反应。将原始模型中的空间代码修改为视觉空间域。构建了计算框架,并为步行和并发任务创建了两个独立的指导方针。使用指南和计算框架,对任务相关元素进行量化,用于元回归分析。分析表明,修正后的模型可以解释DT步行过程中79%的减速变化。
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引用次数: 2
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