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Hybrid framework of fatigue: connecting motivational control and computational moderators to gamma oscillations. 疲劳的混合框架:将动机控制和计算调节器与伽马振荡联系起来。
Q3 ERGONOMICS Pub Date : 2024-05-28 eCollection Date: 2024-01-01 DOI: 10.3389/fnrgo.2024.1375913
Lorraine Borghetti, Taylor Curley, L Jack Rhodes, Megan B Morris, Bella Z Veksler

Introduction: There is a need to develop a comprehensive account of time-on-task fatigue effects on performance (i.e., the vigilance decrement) to increase predictive accuracy. We address this need by integrating three independent accounts into a novel hybrid framework. This framework unites (1) a motivational system balancing goal and comfort drives as described by an influential cognitive-energetic theory with (2) accumulating microlapses from a recent computational model of fatigue, and (3) frontal gamma oscillations indexing fluctuations in motivational control. Moreover, the hybrid framework formally links brief lapses (occurring over milliseconds) to the dynamics of the motivational system at a temporal scale not otherwise described in the fatigue literature.

Methods: EEG and behavioral data was collected from a brief vigilance task. High frequency gamma oscillations were assayed, indexing effortful controlled processes with motivation as a latent factor. Binned and single-trial gamma power was evaluated for changes in real- and lagged-time and correlated with behavior. Functional connectivity analyses assessed the directionality of gamma power in frontal-parietal communication across time-on-task. As a high-resolution representation of latent motivation, gamma power was scaled by fatigue moderators in two computational models. Microlapses modulated transitions from an effortful controlled state to a minimal-effort default state. The hybrid models were compared to a computational microlapse-only model for goodness-of-fit with simulated data.

Results: Findings suggested real-time high gamma power exhibited properties consistent with effortful motivational control. However, gamma power failed to correlate with increases in response times over time, indicating electrophysiology and behavior relations are insufficient in capturing the full range of fatigue effects. Directional connectivity affirmed the dominance of frontal gamma activity in controlled processes in the frontal-parietal network. Parameterizing high frontal gamma power, as an index of fluctuating relative motivational control, produced results that are as accurate or superior to a previous microlapse-only computational model.

Discussion: The hybrid framework views fatigue as a function of a energetical motivational system, managing the trade-space between controlled processes and competing wellbeing needs. Two gamma computational models provided compelling and parsimonious support for this framework, which can potentially be applied to fatigue intervention technologies and related effectiveness measures.

导言:为了提高预测的准确性,有必要对任务时间疲劳对成绩的影响(即警觉性下降)进行全面的阐述。为了满足这一需求,我们将三种独立的解释整合到一个新颖的混合框架中。该框架将(1)有影响力的认知能量理论所描述的平衡目标和舒适驱动力的动机系统与(2)最近的疲劳计算模型所产生的累积微脉冲,以及(3)反映动机控制波动的额叶伽马振荡结合在一起。此外,该混合框架将短暂的失误(发生在几毫秒内)与动机系统的动态正式联系起来,其时间尺度在疲劳文献中没有其他描述:方法:从短暂的警觉任务中收集脑电图和行为数据。对高频伽马振荡进行了测定,以动机作为潜伏因素,对努力控制过程进行指标化。评估了分频和单次试验伽马功率在实时和滞后时间的变化,并将其与行为相关联。功能连通性分析评估了伽马功率在任务时间内额叶-顶叶沟通的方向性。作为潜在动机的高分辨率表征,伽马功率在两个计算模型中被疲劳调节因子缩放。微间隙调节了从努力控制状态到最小努力默认状态的转换。结果显示,混合模型与纯微缩计算模型的拟合度与模拟数据进行了比较:结果:研究结果表明,实时高伽玛功率表现出与努力动机控制相一致的特性。然而,伽马功率未能与反应时间的延长相关联,这表明电生理学和行为学的关系不足以捕捉疲劳效应的全部范围。定向连接证实了额叶伽马活动在额叶-顶叶网络的控制过程中占主导地位。将额叶伽马高功率参数化,作为相对动机控制波动的指标,得出的结果与之前的纯微缩计算模型一样准确,甚至更优:混合框架将疲劳视为能量激励系统的一种功能,它管理着受控过程与相互竞争的健康需求之间的交换空间。两个伽马计算模型为这一框架提供了令人信服的简明支持,该框架有可能应用于疲劳干预技术和相关的有效性测量。
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引用次数: 0
Right prefrontal activation associated with deviations from expected lipstick texture assessed with functional near-infrared spectroscopy. 用功能性近红外光谱评估与预期口红质地偏差相关的右前额叶激活。
Q3 ERGONOMICS Pub Date : 2024-05-01 eCollection Date: 2024-01-01 DOI: 10.3389/fnrgo.2024.1331083
Kazue Hirabayashi, Keith Kawabata Duncan, Keiko Tagai, Yasushi Kyutoku, Ippeita Dan

Introduction: There is a continuous consumer demand for ever superior cosmetic products. In marketing, various forms of sensory evaluation are used to measure the consumer experience and provide data with which to improve cosmetics. Nonetheless, potential downsides of existing approaches have led to the exploration of the use of neuroimaging methods, such as functional near-infrared spectroscopy (fNIRS), to provide addition information about consumers' experiences with cosmetics. The aim of the present study was to investigate the feasibility of a real-time brain-based product evaluation method which detects the incongruency between a product, in this case lipstick, and a consumer's expectations.

Method: Thirty healthy, female, habitual lipstick users were asked to apply six different lipsticks varying in softness and to rate the softness of and their willingness to pay (WTP) for each lipstick. Cerebral hemodynamic responses in frontal areas were measured with fNIRS during lipstick application and analyzed using the general linear model (GLM). Incongruency scores between softness and expectation were calculated in order to understand how far removed each lipstick was from a participant's optimal softness preference. The correlation between brain activation (beta scores) during the application of each lipstick and the respective incongruency scores from each participant were acquired using semi-partial correlation analysis, controlling for the effects of WTP.

Results: We revealed a significant intra-subject correlation between incongruency scores and activation in the right inferior frontal gyrus (IFG). This confirms that as the texture incongruency scores increased for the lipstick samples, activation in each individual's right IFG also increased.

Conclusion: The correlation observed between incongruency perceived by participants and activation of the right IFG not only suggests that the right IFG may play an important role in detecting incongruity when there is a discrepancy between the perceived texture and the consumer's expectations but also that measuring activity in the IFG may provide a new objective measurement of the consumer experience, thus contributing to the development of superior cosmetics.

简介消费者对优质化妆品的需求与日俱增。在市场营销中,各种形式的感官评估被用来衡量消费者的体验,并为改进化妆品提供数据。然而,现有方法的潜在缺点导致人们开始探索使用神经成像方法,如功能性近红外光谱(fNIRS),来提供更多有关消费者使用化妆品体验的信息。本研究的目的是调查基于大脑的实时产品评估方法的可行性,该方法可检测产品(本例中为口红)与消费者期望之间的不一致性:方法:要求 30 位健康的女性口红习惯使用者涂抹六种不同软度的口红,并对每种口红的软度及其支付意愿(WTP)进行评分。在涂抹口红的过程中,使用 fNIRS 测量了额叶区域的脑血流动力学反应,并使用一般线性模型 (GLM) 进行了分析。为了了解每支口红与受试者的最佳软硬度偏好相差多远,我们计算了软硬度与期望值之间的不一致性得分。使用半部分相关分析法获得了涂抹每支口红时的大脑激活(贝塔分数)与每位受试者各自的不一致性分数之间的相关性,并控制了 WTP 的影响:结果:我们发现不一致性得分与右侧额叶下回(IFG)的激活之间存在明显的受试内相关性。这证实了随着口红样本质地不一致得分的增加,每个人右侧额叶下回的激活也随之增加:结论:在参与者感知到的不一致性与右侧 IFG 的激活之间观察到的相关性不仅表明,当感知到的质地与消费者的期望不一致时,右侧 IFG 可能在检测不一致性方面发挥重要作用,而且测量 IFG 的活动可能会为消费者体验提供一种新的客观测量方法,从而促进优质化妆品的开发。
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引用次数: 0
Granular estimation of user cognitive workload using multi-modal physiological sensors. 利用多模态生理传感器对用户认知工作量进行精细估算。
Q3 ERGONOMICS Pub Date : 2024-02-27 eCollection Date: 2024-01-01 DOI: 10.3389/fnrgo.2024.1292627
Jingkun Wang, Christopher Stevens, Winston Bennett, Denny Yu

Mental workload (MWL) is a crucial area of study due to its significant influence on task performance and potential for significant operator error. However, measuring MWL presents challenges, as it is a multi-dimensional construct. Previous research on MWL models has focused on differentiating between two to three levels. Nonetheless, tasks can vary widely in their complexity, and little is known about how subtle variations in task difficulty influence workload indicators. To address this, we conducted an experiment inducing MWL in up to 5 levels, hypothesizing that our multi-modal metrics would be able to distinguish between each MWL stage. We measured the induced workload using task performance, subjective assessment, and physiological metrics. Our simulated task was designed to induce diverse MWL degrees, including five different math and three different verbal tiers. Our findings indicate that all investigated metrics successfully differentiated between various MWL levels induced by different tiers of math problems. Notably, performance metrics emerged as the most effective assessment, being the only metric capable of distinguishing all the levels. Some limitations were observed in the granularity of subjective and physiological metrics. Specifically, the subjective overall mental workload couldn't distinguish lower levels of workload, while all physiological metrics could detect a shift from lower to higher levels, but did not distinguish between workload tiers at the higher or lower ends of the scale (e.g., between the easy and the easy-medium tiers). Despite these limitations, each pair of levels was effectively differentiated by one or more metrics. This suggests a promising avenue for future research, exploring the integration or combination of multiple metrics. The findings suggest that subtle differences in workload levels may be distinguishable using combinations of subjective and physiological metrics.

脑力劳动负荷(MWL)是一个重要的研究领域,因为它对任务绩效有重大影响,并可能导致操作员出现重大失误。然而,由于心理工作量是一个多维度的概念,因此对其进行测量是一项挑战。以往对 MWL 模型的研究主要集中在区分两到三个层次上。然而,任务的复杂程度千差万别,人们对任务难度的细微变化如何影响工作量指标知之甚少。为了解决这个问题,我们进行了一项实验,诱导多达 5 个级别的 MWL,并假设我们的多模态指标能够区分每个 MWL 阶段。我们使用任务表现、主观评估和生理指标来测量诱导的工作量。我们的模拟任务旨在诱导不同程度的 MWL,包括五个不同的数学和三个不同的语言层级。我们的研究结果表明,所有调查指标都能成功区分不同层次的数学问题所引起的不同程度的 MWL。值得注意的是,成绩指标是最有效的评估指标,是唯一能够区分所有水平的指标。主观指标和生理指标的粒度存在一些局限性。具体来说,主观总体心理工作量无法区分较低的工作量水平,而所有生理指标都能检测到从较低水平到较高水平的转变,但无法区分较高或较低两端的工作量层级(例如,简单层级和简单-中等层级之间)。尽管存在这些局限性,但每对级别都能通过一个或多个指标进行有效区分。这为今后的研究提供了一个很有前景的途径,即探索多种指标的整合或组合。研究结果表明,可以通过主观和生理指标的组合来区分工作量等级的细微差别。
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引用次数: 0
Cerebral oxygenation and perfusion kinetics monitoring of military aircrew at high G using novel fNIRS wearable system. 使用新型 fNIRS 可穿戴系统监测军用空勤人员在高 G 值下的脑氧合和灌注动力学。
Q3 ERGONOMICS Pub Date : 2024-02-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnrgo.2024.1357905
Thibault Roumengous, R Casey Boutwell, Jason Strohmaier, Jared Allen, Brett Goldbach, Nicholas Marotta, Tanner Songkakul, Shelby Critcher, Bria G Morse, Jeremy M A Beer, Paul M Sherman

Introduction: Real-time physiological episode (PE) detection and management in aircrew operating high-performance aircraft (HPA) is crucial for the US Military. This paper addresses the unique challenges posed by high acceleration (G-force) in HPA aircrew and explores the potential of a novel wearable functional near-infrared spectroscopy (fNIRS) system, named NIRSense Aerie, to continuously monitor cerebral oxygenation during high G-force exposure.

Methods: The NIRSense Aerie system is a flight-optimized, wearable fNIRS device designed to monitor tissue oxygenation 13-20 mm below the skin's surface. The system includes an optical frontend adhered to the forehead, an electronics module behind the earcup of aircrew helmets, and a custom adhesive for secure attachment. The fNIRS optical layout incorporates near-distance, middle-distance, and far-distance infrared emitters, a photodetector, and an accelerometer for motion measurements. Data processing involves the modified Beer-Lambert law for computing relative chromophore concentration changes. A human evaluation of the NIRSense Aerie was conducted on six subjects exposed to G-forces up to +9 Gz in an Aerospace Environmental Protection Laboratory centrifuge. fNIRS data, pulse oximetry, and electrocardiography (HR) were collected to analyze cerebral and superficial tissue oxygenation kinetics during G-loading and recovery.

Results: The NIRSense Aerie successfully captured cerebral deoxygenation responses during high G-force exposure, demonstrating its potential for continuous monitoring in challenging operational environments. Pulse oximetry was compromised during G-loading, emphasizing the system's advantage in uninterrupted cerebrovascular monitoring. Significant changes in oxygenation metrics were observed across G-loading levels, with distinct responses in Deoxy-Hb and Oxy-Hb concentrations. HR increased during G-loading, reflecting physiological stress and the anti-G straining maneuver.

Discussion: The NIRSense Aerie shows promise for real-time monitoring of aircrew physiological responses during high G-force exposure. Despite challenges, the system provides valuable insights into cerebral oxygenation kinetics. Future developments aim for miniaturization and optimization for enhanced aircrew comfort and wearability. This technology has potential for improving anti-G straining maneuver learning and retention through real-time cerebral oxygenation feedback during centrifuge training.

导言:对美国军方而言,实时检测和管理高性能飞机 (HPA) 空勤人员的生理反应(PE)至关重要。本文探讨了高加速度(G 力)给高性能飞机机组人员带来的独特挑战,并探索了一种名为 NIRSense Aerie 的新型可穿戴功能性近红外光谱(fNIRS)系统在高 G 力暴露期间连续监测脑氧合的潜力:NIRSense Aerie 系统是一种经过飞行优化的可穿戴 fNIRS 设备,设计用于监测皮肤表面下 13-20 毫米处的组织氧含量。该系统包括一个粘贴在前额的光学前端、一个位于飞行员头盔耳罩后的电子模块以及一种用于牢固粘贴的定制粘合剂。fNIRS 的光学布局包括近距离、中距离和远距离红外发射器、光电探测器和用于运动测量的加速度计。数据处理采用修正的比尔-朗伯定律,用于计算相对发色团浓度变化。对六名受试者进行了 NIRSense Aerie 的人体评估,他们在航空环境保护实验室的离心机中承受了高达 +9 Gz 的 G 力。收集了 fNIRS 数据、脉搏血氧仪和心电图 (HR),以分析 G 力加载和恢复期间大脑和表层组织的氧合动力学:结果:NIRSense Aerie 成功捕获了高 G 力暴露期间的大脑脱氧反应,证明了其在具有挑战性的作战环境中进行连续监测的潜力。脉搏血氧饱和度在 G 力加载期间受到影响,这凸显了该系统在不间断脑血管监测方面的优势。在不同的 G 负荷水平下,氧合指标都发生了显著变化,脱氧血红蛋白和氧合血红蛋白浓度也有不同的反应。G负荷期间心率增加,反映了生理压力和抗G负荷动作:NIRSense Aerie 显示了在高 G 力暴露期间实时监测机组人员生理反应的前景。尽管存在挑战,但该系统为了解脑氧合动力学提供了宝贵的信息。未来的发展目标是实现微型化和优化,以提高机组人员的舒适度和可穿戴性。在离心机训练期间,该技术可通过实时脑氧反馈改善抗 G 拉力动作的学习和保持。
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引用次数: 0
Ecological decoding of visual aesthetic preference with oscillatory electroencephalogram features-A mini-review. 利用振荡脑电图特征对视觉审美偏好进行生态解码--微型综述。
Q3 ERGONOMICS Pub Date : 2024-02-21 eCollection Date: 2024-01-01 DOI: 10.3389/fnrgo.2024.1341790
Marc Welter, Fabien Lotte

In today's digital information age, human exposure to visual artifacts has reached an unprecedented quasi-omnipresence. Some of these cultural artifacts are elevated to the status of artworks which indicates a special appreciation of these objects. For many persons, the perception of such artworks coincides with aesthetic experiences (AE) that can positively affect health and wellbeing. AEs are composed of complex cognitive and affective mental and physiological states. More profound scientific understanding of the neural dynamics behind AEs would allow the development of passive Brain-Computer-Interfaces (BCI) that offer personalized art presentation to improve AE without the necessity of explicit user feedback. However, previous empirical research in visual neuroaesthetics predominantly investigated functional Magnetic Resonance Imaging and Event-Related-Potentials correlates of AE in unnaturalistic laboratory conditions which might not be the best features for practical neuroaesthetic BCIs. Furthermore, AE has, until recently, largely been framed as the experience of beauty or pleasantness. Yet, these concepts do not encompass all types of AE. Thus, the scope of these concepts is too narrow to allow personalized and optimal art experience across individuals and cultures. This narrative mini-review summarizes the state-of-the-art in oscillatory Electroencephalography (EEG) based visual neuroaesthetics and paints a road map toward the development of ecologically valid neuroaesthetic passive BCI systems that could optimize AEs, as well as their beneficial consequences. We detail reported oscillatory EEG correlates of AEs, as well as machine learning approaches to classify AE. We also highlight current limitations in neuroaesthetics and suggest future directions to improve EEG decoding of AE.

在当今的数字信息时代,人类对视觉文物的接触达到了前所未有的准普遍性。其中一些文化艺术品被提升到了艺术品的地位,这表明人们对这些物品有着特殊的鉴赏力。对许多人来说,对这些艺术品的感知与审美体验(AE)相吻合,而审美体验会对健康和幸福产生积极影响。审美体验由复杂的认知和情感心理及生理状态组成。对审美体验背后的神经动态有更深入的科学理解,就能开发出被动式脑机接口(BCI),提供个性化的艺术展示,改善审美体验,而无需明确的用户反馈。然而,以前的视觉神经美学实证研究主要是在非自然的实验室条件下研究 AE 的功能磁共振成像和事件相关电位相关性,这可能不是实用神经美学 BCI 的最佳特征。此外,直到最近,AE 在很大程度上一直被定义为美的体验或愉悦的体验。然而,这些概念并不包括所有类型的 AE。因此,这些概念的范围过于狭窄,无法为不同个体和文化提供个性化的最佳艺术体验。这篇叙事性微型综述总结了基于振荡脑电图(EEG)的视觉神经美学的最新进展,并描绘了开发生态学上有效的神经美学被动生物识别(BCI)系统的路线图,该系统可优化 AE 及其有益后果。我们详细介绍了已报道的 AE 的振荡脑电图相关性,以及对 AE 进行分类的机器学习方法。我们还强调了神经美学目前存在的局限性,并提出了改进 AE 脑电图解码的未来方向。
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引用次数: 0
Subject-specific information enhances spatial accuracy of high-density diffuse optical tomography. 受试者特定信息可提高高密度弥散光学断层扫描的空间精确度。
Q3 ERGONOMICS Pub Date : 2024-02-19 eCollection Date: 2024-01-01 DOI: 10.3389/fnrgo.2024.1283290
Sruthi Srinivasan, Deepshikha Acharya, Emilia Butters, Liam Collins-Jones, Flavia Mancini, Gemma Bale

Functional near-infrared spectroscopy (fNIRS) is a widely used imaging method for mapping brain activation based on cerebral hemodynamics. The accurate quantification of cortical activation using fNIRS data is highly dependent on the ability to correctly localize the positions of light sources and photodetectors on the scalp surface. Variations in head size and shape across participants greatly impact the precise locations of these optodes and consequently, the regions of the cortical surface being reached. Such variations can therefore influence the conclusions drawn in NIRS studies that attempt to explore specific cortical regions. In order to preserve the spatial identity of each NIRS channel, subject-specific differences in NIRS array registration must be considered. Using high-density diffuse optical tomography (HD-DOT), we have demonstrated the inter-subject variability of the same HD-DOT array applied to ten participants recorded in the resting state. We have also compared three-dimensional image reconstruction results obtained using subject-specific positioning information to those obtained using generic optode locations. To mitigate the error introduced by using generic information for all participants, photogrammetry was used to identify specific optode locations per-participant. The present work demonstrates the large variation between subjects in terms of which cortical parcels are sampled by equivalent channels in the HD-DOT array. In particular, motor cortex recordings suffered from the largest optode localization errors, with a median localization error of 27.4 mm between generic and subject-specific optodes, leading to large differences in parcel sensitivity. These results illustrate the importance of collecting subject-specific optode locations for all wearable NIRS experiments, in order to perform accurate group-level analysis using cortical parcellation.

功能性近红外光谱(fNIRS)是一种广泛应用的成像方法,可根据大脑血流动力学绘制大脑激活图。利用 fNIRS 数据准确量化大脑皮层激活在很大程度上取决于正确定位头皮表面光源和光电探测器位置的能力。不同参与者头部大小和形状的差异会极大地影响这些光点的精确位置,进而影响到达的皮层表面区域。因此,这种变化会影响试图探索特定皮层区域的近红外光谱研究得出的结论。为了保持每个近红外光谱通道的空间特性,必须考虑近红外光谱阵列注册中的受试者特异性差异。通过使用高密度漫反射光学断层扫描(HD-DOT),我们证明了在静息状态下记录的十名参与者使用同一 HD-DOT 阵列时的受试者间差异。我们还将使用特定受试者定位信息获得的三维图像重建结果与使用通用光节点位置获得的结果进行了比较。为了减少对所有参与者使用通用信息所带来的误差,我们使用摄影测量法来确定每个参与者的特定光点位置。本研究表明,在 HD-DOT 阵列的等效通道对哪些皮层区块进行采样方面,不同受试者之间存在很大差异。特别是,运动皮层记录的光点定位误差最大,通用光点和受试者特定光点之间的定位误差中位数为 27.4 毫米,导致包裹灵敏度的巨大差异。这些结果说明了在所有可穿戴 NIRS 实验中收集特定受试者光点位置的重要性,这样才能利用皮层包裹技术进行准确的组级分析。
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引用次数: 0
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Frontiers in neuroergonomics
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