Streamlining NASA Task Load Index for Simulated Fighter Missions.

IF 0.8 4区 医学 Q4 BIOPHYSICS
Heikki Mansikka, Kai Virtanen
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引用次数: 0

Abstract

Introduction: Mental workload (MWL) is a key factor in fighter pilot training, yet the widely used NASA Task Load Index (NASA-TLX) may contain dimensions that are less relevant when pilot training is conducted in a simulator. This study examined whether the number of dimensions required to assess MWL could be reduced without compromising the validity of the NASA-TLX.

Methods: NASA-TLX data were collected from 716 high-fidelity F/A-18 simulator missions flown by 20 combat-ready pilots across several different exercises. Pilots provided weights for workload dimensions prior to missions and completed postmission ratings of the dimensions. Analyses included descriptive statistics of weights and scores, principal component analysis, and rank-based correlations between overall workload estimates computed from reduced-dimension composites and those based on all six workload dimensions.

Results: Mental demand received the highest weight, while physical demand was consistently lowest. Principal component analysis revealed two components: a cognitive-emotional factor (mental, temporal, frustration) and a performance-effort factor (own performance, effort). Physical demand showed low communality and negligible loadings. Correlation analyses demonstrated that a three-dimensional composite (mental, temporal, frustration) closely reproduced the overall workload determined using six dimensions, while adding own performance and effort further improved correspondence.

Discussion: The findings indicate that the NASA-TLX can be streamlined for simulated fighter missions by omitting the physical demand dimension and, when brevity is essential, by using three dimensions (mental, temporal, frustration) without substantial loss of validity. This approach reduces pilot burden and simplifies administration, supporting efficient MWL assessment in training contexts. Mansikka H, Virtanen K. Streamlining NASA task load index for simulated fighter missions. Aerosp Med Hum Perform. 2026; 97(4):279-283.

简化模拟战斗机任务的NASA任务负载指数。
导语:心理负荷(MWL)是战斗机飞行员训练中的一个关键因素,然而广泛使用的NASA任务负荷指数(NASA- tlx)可能包含在模拟器中进行飞行员训练时不太相关的维度。本研究探讨了在不影响NASA-TLX有效性的情况下,是否可以减少评估MWL所需的维度数。方法:NASA-TLX数据收集自716个高保真F/A-18模拟器任务,由20名准备战斗的飞行员在几个不同的演习中飞行。飞行员在执行任务前为工作量各方面提供了权重,并完成了各方面的任务后评级。分析包括权重和分数的描述性统计、主成分分析,以及从降维组合计算的总体工作负载估计值与基于所有六个工作负载维度的估计值之间基于等级的相关性。结果:心理需求权重最高,生理需求权重始终最低。主成分分析揭示了两个因素:认知情绪因素(心理、时间、挫折)和表现-努力因素(自身表现、努力)。实物需求显示出较低的共同性和可忽略不计的负荷。相关性分析表明,三维复合(心理、时间、挫折)紧密再现了使用六个维度确定的总体工作量,同时增加了自己的表现和努力,进一步改善了一致性。讨论:研究结果表明,NASA-TLX可以简化模拟战斗机任务,省略物理需求维度,当简洁是必要的,通过使用三个维度(精神,时间,挫折),而不会实质性地失去有效性。这种方法减轻了飞行员的负担,简化了管理,支持在培训环境中进行有效的MWL评估。简化模拟战斗机任务的NASA任务负载指数。航空航天Med Hum执行。2026;97(4): 279 - 283。
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来源期刊
Aerospace medicine and human performance
Aerospace medicine and human performance PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH -MEDICINE, GENERAL & INTERNAL
CiteScore
1.10
自引率
22.20%
发文量
272
期刊介绍: The peer-reviewed monthly journal, Aerospace Medicine and Human Performance (AMHP), formerly Aviation, Space, and Environmental Medicine, provides contact with physicians, life scientists, bioengineers, and medical specialists working in both basic medical research and in its clinical applications. It is the most used and cited journal in its field. It is distributed to more than 80 nations.
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