Measuring mental workload using physiological measures: A systematic review

工作量 计算机科学 任务(项目管理) 范围(计算机科学) 度量(数据仓库) 系统回顾 多样性(控制论) 数据科学 数据挖掘 人工智能 梅德林 工程类 系统工程 程序设计语言 法学 操作系统 政治学
作者
Rebecca Charles,Jim Nixon
出处
期刊:Applied Ergonomics [Elsevier]
卷期号:74: 221-232 被引量:425
标识
DOI:10.1016/j.apergo.2018.08.028
摘要

Technological advances have led to physiological measurement being increasingly used to measure and predict operator states. Mental workload (MWL) in particular has been characterised using a variety of physiological sensor data. This systematic review contributes a synthesis of the literature summarising key findings to assist practitioners to select measures for use in evaluation of MWL. We also describe limitations of the methods to assist selection when being deployed in applied or laboratory settings. We detail fifty-eight peer reviewed journal articles which present original data using physiological measures to include electrocardiographic, respiratory, dermal, blood pressure and ocular. Electroencephalographic measures have been included if they are presented with another measure to constrain scope. The literature reviewed covers a range of applied and experimental studies across various domains, safety-critical applications being highly represented in the sample of applied literature reviewed. We present a summary of the six measures and provide an evidence base which includes how to deploy each measure, and characteristics that can affect or preclude the use of a measure in research. Measures can be used to discriminate differences in MWL caused by task type, task load, and in some cases task difficulty. Varying ranges of sensitivity to sudden or gradual changes in taskload are also evident across the six measures. We conclude that there is no single measure that clearly discriminates mental workload but there is a growing empirical basis with which to inform both science and practice.
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