Assessing pilot trainees’ Situation Awareness (SA) is critical for aviation safety and efficiency. This study aimed to evaluate the effectiveness of three distinct eye-tracking metrics, gaze-based metrics, gaze patterns, and gaze entropy, in measuring the SA levels of pilot trainees. A between-subject experiment compared two trainee groups: one received standard training, and the other received training enhanced with vibrotactile feedback. Participants’ eye movements were recorded using wearable eye-tracking glasses before and after training. The experimental group showed improved flight performance, advanced gaze-based metrics, more organized gaze patterns, and increased gaze entropy. These results demonstrate that eye-tracking metrics can effectively reflect SA changes, with gaze entropy significantly correlating with SA measurements and indicating higher SA levels. The study highlights the feasibility of using eye-tracking to evaluate SA in pilot training. Future research should explore varied task complexities and extended training durations to validate these findings and assess long-term impacts.

Ultrasonic mid-air haptics (UMH) has emerged as a promising technology for facial haptic applications, offering the advantage of contactless and high-resolution feedback. Despite this, previous studies have fallen short in thoroughly investigating individuals’ responses to UMH on the face. To bridge this gap, this study compares UMH feedback on various facial sites using the lateral modulation (LM) method. This method allows us to explore the impact of two LM parameters -frequency and amplitude - on both perceptual (intensity) and emotional (valence and arousal) responses. With 24 participants, positive relationships between LM amplitude and perceived intensity and arousal were observed, and the effect of LM frequency varied across facial sites. These findings not only contribute to the development of design guidelines and potential applications for UMH on the face, but also provide insights aimed to enhance the effectiveness and overall user experience in haptic interactions across diverse facial sites.