Arico Pietro, Reynal Maxime, Imbert Jean-Paul, Hurter Christophe, Borghini Gianluca, Di Flumeri Gianluca, Sciaraffa Nicolina, Di Florio Antonio, Terenzi Michela, Ferreira Ana, Pozzi Simone, Betti Viviana, Marucci Matteo, Pavone Enea, Telea Alexandru C, Babiloni Fabio
Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:4619-4622. doi: 10.1109/EMBC.2018.8513212.
This study aims at investigating the possibility to employ neurophysiological measures to assess the humanmachine interaction effectiveness. Such a measure can be used to compare new technologies or solutions, with the final purpose to enhance operator's experience and increase safety. In the present work, two different interaction modalities (Normal and Augmented) related to Air Traffic Management field have been compared, by involving 10 professional air traffic controllers in a control tower simulated environment. Experimental task consisted in locating aircrafts in different airspace positions by using the sense of hearing. In one modality (i.e. "Normal"), all the sound sources (aircrafts) had the same amplification factor. In the "Augmented" modality, the amplification factor of the sound sources located along the participant head sagittal axis was increased, while the intensity of sound sources located outside this axis decreased. In other words, when the user oriented his head toward the aircraft position, the related sound was amplified. Performance data, subjective questionnaires (i.e. NASA-TLX) and neurophysiological measures (i.e. EEG-based) related to the experienced workload have been collected. Results showed higher significant performance achieved by the users during the "Augmented" modality with respect to the "Normal" one, supported by a significant decreasing in experienced workload, evaluated by using EEG-based index. In addition, Performance and EEG-based workload index showed a significant negative correlation. On the contrary, subjective workload analysis did not show any significant trend. This result is a demonstration of the higher effectiveness of neurophysiological measures with respect to subjective ones for Human-Computer Interaction assessment.
本研究旨在探讨采用神经生理学测量方法评估人机交互有效性的可能性。这样一种测量方法可用于比较新技术或解决方案,最终目的是提升操作员的体验并提高安全性。在当前工作中,通过让10名专业空中交通管制员参与控制塔模拟环境,对与空中交通管理领域相关的两种不同交互模式(正常模式和增强模式)进行了比较。实验任务是通过听觉在不同空域位置定位飞机。在一种模式(即“正常”模式)下,所有声源(飞机)具有相同的放大系数。在“增强”模式下,沿参与者头部矢状轴定位的声源放大系数增加,而位于该轴之外的声源强度降低。换句话说,当用户将头部朝向飞机位置时,相关声音会被放大。收集了与所体验的工作量相关的性能数据、主观问卷(即NASA - TLX)和神经生理学测量数据(即基于脑电图的)。结果表明,与“正常”模式相比,用户在“增强”模式下取得了更高的显著性能,基于脑电图的指标评估显示所体验的工作量显著降低。此外,性能与基于脑电图的工作量指标呈显著负相关。相反,主观工作量分析未显示任何显著趋势。这一结果证明了在人机交互评估中,神经生理学测量方法相对于主观测量方法具有更高的有效性。