The effect of in-vehicle agent embodiment on drivers' perceived usability and cognitive workload: Evidence from subjective reporting, ECG, and fNIRS

IF 2.2 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2024-02-20 DOI:10.1002/hfm.21030
Zenggen Ren, Fu Guo, Mingming Li, Wei Lyu, Vincent G. Duffy
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Abstract

To improve the interaction between drivers and the in-vehicle information system (IVIS), various intelligent agents, such as robot agents, virtual agents, and voice-only agents, have been integrated into vehicles. However, it is not yet clear which type of in-vehicle agent is best suited to the driving context. This study aims to investigate the effect of in-vehicle agent embodiment on drivers' perceived usability and cognitive workload. In a within-subject simulated driving experiment, 22 participants interacted with three different in-vehicle agents (smartphone agent, robot agent, and virtual agent). Functional near-infrared spectroscopy and electrocardiogram (ECG) were used to record prefrontal cortex activation and electrical changes associated with cardiac activity during simulated driving, respectively. The results show that the smartphone agent had the lowest perceived usability scores, oxygenated hemoglobin concentration variation (ΔHbO), and maximum ECG signal variation compared to baseline. There were no statistical differences in cognitive workload, perceived usability scores, brain area activation, and ECG signals between the robot agent and the virtual agent. The research findings demonstrate the positive effects of the anthropomorphic appearance of in-vehicle agents on perceived usability and contribute to improving the design of in-vehicle intelligent agents.

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车载代理体现对驾驶员感知可用性和认知工作量的影响:来自主观报告、心电图和 fNIRS 的证据
为了改善驾驶员与车载信息系统(IVIS)之间的互动,各种智能代理,如机器人代理、虚拟代理和纯语音代理,已被集成到车辆中。然而,目前还不清楚哪种类型的车载代理最适合驾驶环境。本研究旨在调查车载代理的体现对驾驶员感知可用性和认知工作量的影响。在主体内模拟驾驶实验中,22 名参与者与三种不同的车载代理(智能手机代理、机器人代理和虚拟代理)进行了互动。在模拟驾驶过程中,使用功能性近红外光谱和心电图(ECG)分别记录前额叶皮层的激活和与心脏活动相关的电变化。结果显示,与基线相比,智能手机代理的感知可用性得分、氧合血红蛋白浓度变化(ΔHbO)和最大心电图信号变化最低。机器人代理和虚拟代理在认知工作量、感知可用性得分、脑区激活和心电图信号方面没有统计学差异。研究结果表明,车载代理的拟人化外观对感知可用性有积极影响,有助于改进车载智能代理的设计。
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来源期刊
CiteScore
5.20
自引率
8.30%
发文量
37
审稿时长
6.0 months
期刊介绍: The purpose of Human Factors and Ergonomics in Manufacturing & Service Industries is to facilitate discovery, integration, and application of scientific knowledge about human aspects of manufacturing, and to provide a forum for worldwide dissemination of such knowledge for its application and benefit to manufacturing industries. The journal covers a broad spectrum of ergonomics and human factors issues with a focus on the design, operation and management of contemporary manufacturing systems, both in the shop floor and office environments, in the quest for manufacturing agility, i.e. enhancement and integration of human skills with hardware performance for improved market competitiveness, management of change, product and process quality, and human-system reliability. The inter- and cross-disciplinary nature of the journal allows for a wide scope of issues relevant to manufacturing system design and engineering, human resource management, social, organizational, safety, and health issues. Examples of specific subject areas of interest include: implementation of advanced manufacturing technology, human aspects of computer-aided design and engineering, work design, compensation and appraisal, selection training and education, labor-management relations, agile manufacturing and virtual companies, human factors in total quality management, prevention of work-related musculoskeletal disorders, ergonomics of workplace, equipment and tool design, ergonomics programs, guides and standards for industry, automation safety and robot systems, human skills development and knowledge enhancing technologies, reliability, and safety and worker health issues.
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