010-53352947

Sharing | Assessing Novice Pilot Professional Skill Development Using fNIRS Technology

Part.1

Background


Previous articles on fNIRS technology in the aerospace field have focused on introducing you to the assessment of the brain load of air traffic controllers. In this issue, we will take a closer look at the application of portable near infrared (fNIR) in this type of research from the perspective of professional skill development for novice pilots. NIR spectroscopy is often used in real or simulated research environments because of its safety, portability, user-friendliness, and high spatial resolution, as in the case of assessing the skill development of novice pilots.

There is a large body of previous research on the development of specialized skills that suggests that as specialized knowledge and skills are practiced, activation in brain regions responsible for attention and control decreases (Ericsson, 2006; Kelly & Garavan, 2005;), and that this decrease is thought to be a contraction of neural representations of the stimulus (Poldrack, 2000), which frees up some of the cognitive resources to attend to other external afferent stimuli or respond to other task demands (Milton et al., 2004). Measuring activation of attentional and control brain regions associated with task performance can provide a professional level and objective indicator of the degree of development of novice pilot expertise.


Part.2

Method


  

2.1 Participants

Seven novice pilots between the ages of 21 and 28 with no flight experience participated in the study, one participant was disqualified due to lack of ability to perform basic flight tasks, and all participants signed an informed consent form prior to the study.


2.2 Experiment content

Participants practiced approach and landing tasks in a flight simulator. The turn-around approach task involves the pilot flying over several set waypoints during the approach.as shown in Figure 1The landing mission is carried out by the pilot. For landing missions, the pilot performs the actual landing missionas shown2. In both scenarios, subjects were told to fly as smoothly as possible, learn the optimal path, cope with side winds, and complete the task within certain speed and tilt angle constraints.

seek1

seek2

The entire experiment consisted of 9 phases, the first phase was to familiarize participants with the flight simulator and at the end of this session participants were required to demonstrate a basic understanding of the flight simulator. A total of 20 flights were made in each of the next 8 phases, with each participant performing a total of 160 trials over 8 days. Participants used the NASA Task Load Index (TLX) questionnaire (Hart and Staveland, 1988) to provide a subjective psychological assessment of effort and performance and a portable fNIRS device was used throughout to monitor changes in blood oxygen levels.

2.3 fNIRS scheduling:
The NIR photopoles are arranged in the prefrontal region, which is closely related to attention and executive control functions, forming a total of 16 channels as in Figure 3.

seek3


Part.3

Results


3.1 Self-reported results

The results of the NASA TLX Index for the UAV task were analyzed using a one-way repeated measures ANOVA. Results indicated significant main effects of practice level (beginner/intermediate/advanced stage) on mental demand and perceived effort. There was a monotonically decreasing trend in both mental demand and perceived effort from the beginner to the advanced stage.Tukey post hoc tests showed that mental demand was significantly higher in the beginner stage than in the other conditions, and the effort results indicated that the beginner stage required a higher level of effort than the other conditions, theAs in Figure 4.

seek4


3.2 Behavioral performance results
Behavioral performance was calculated as the root mean square (RMS) deviation from a fourth-order polynomial fit of the latitude and longitude paths. For the approach task, the deviations of longitude, latitude, inclination, and heading from the optimal path were significantly and monotonically lower when comparing the levels of practice (beginner to advanced), and post-hoc analyses confirmed that errors were significantly higher in the beginner stage than in the other two stagesAs in Figure 5.

seek5


Similarly, for the landing mission, the four aspects of longitude, latitude, degree of inclination, and heading varied considerably when comparing the levels of practice (beginner to advanced). Post-hoc analysis confirmed that the errors were significantly higher in the beginner phase than in the other two phasesAs in Figure 6.

seek6

3.3 fNIRS results
For both the approach and landing tasks, changes in mean total hemoglobin (HbT) concentration were analyzed throughout the practice phase (primary/intermediate/advanced) using one-way repeated measures ANOVA. Responses to both approach tasks were significant at the Channel 2 photopole (near AF7 in the International 10-20 system, in the left PFC (subfrontal gyrus)). Post hoc analysis confirmed that activation was significantly higher in the priming phase than in the other two phasesAs in Figure 7.

seek7


Part.4

talk over


For both the approach and landing tasks, there were reductions in fNIR measures that were significantly different in level and matched the same trends reported in behavioral performance and self-report measures. Practice and the development of specialized knowledge or skills typically involve reduced activation of attention and control regions, thereby releasing these neural resources to attend to other incoming stimuli or task demands. Measuring activation of these attention and control regions relative to task performance can therefore provide a level of expertise and an objective indicator that differences in prefrontal cortex activation of attention and control regions may also indicate neuroplasticity as a function of task-specific practice. In conclusion, fNIR is a portable, safe, and affordable noninvasive optical brain monitoring technique that can be used to measure hemodynamic changes in the prefrontal cortex.

Part.5

Conclusion


This study provides important information about fNIRS measures of dorsolateral PFC hemodynamic responses and their relationship to mental load, expertise, and performance in a complex multitask environment. The level of expertise does seem to influence the hemodynamic response profile of the left dorsolateral PFC during complex approach and landing tasks.


Part.6

References


1. Hasan Ayaz, Patricia A. Shewokis, Scott Bunce, Kurtulus Izzetoglu, Ben Willems, Banu Onaral,Optical brain monitoring for operator training and mental workload assessment, NeuroImage, Volume 59, Issue 1, 2012, Pages 36-47, ISSN 1053-8119,.

https://doi.org/10.1016/j.neuroimage.2011.06.023.


2. Ericsson, K. A., Hoffman, R. R., Kozbelt, A., & Williams, A. M. (Eds.). (2018). The Cambridge handbook of expertise and expert performance. Cambridge University Press.


3. Kelly, A. C., & Garavan, H. (2005). Human functional neuroimaging of brain changes associated with practice. Cerebral cortex15(8), 1089-1102.

https://doi.org/10.1093/cercor/bhi005


4. Milton, J. G., Small, S. S., & Solodkin, A. (2004).On the Road to Automatic: Dynamic Aspects in the Development of Expertise. Journal of Clinical Neurophysiology, 21(3), 134-143. doi:10.1097/00004691-200405000-00002


5. Poldrack, R. A. (2000). Imaging brain plasticity: conceptual and methodological issues-a theoretical review. Neuroimage12(1), 1-13. https://doi.org/10.1006/nimg.2000.0596



Company Profile

Beijing Everloyal technology co., LTDIt is invested by Zhongke (Guangdong) Science Group, relying on Guangdong Human Factors Technology Research Institute and Wuhan Human Factors Engineering Technology Research Institute, and is a new type of high-tech enterprise based on the direction of psychological human factors, driving human factors, biomechanics, user experience, virtual reality and other directions, integrating production, research and development, sales and technical services, and has been selected as a national high-tech enterprise, a science and technology-based small and medium-sized enterprise, and a high-tech enterprise on the list of Zhongguancun. High-tech enterprise list.

The driving human factors system, virtual reality graphical editing software, light environment psychological assessment system and psychological and human factors experimental teaching system developed by Hengzhi Technology have entered the domestic market.
As the sole agent of Poland Cortivision NIR, Russia Mitsar EEG in China, the sole agent of Italy BTS surface EMG and other biomechanical and gait analysis products in China, and the sole agent of Netherlands Noldus Behavioral Science, Sweden Tobii Eye Motion Instrument, Netherlands MindMedia Physiology and Biofeedback, US Biopac Physiology, US ETT The domestic licensed agent of products such as olfactory/taste stimulator. The high-tech products operated have served the top universities and the highest level of scientific research units in China, including Tsinghua University, Beijing Normal University, Northeast Normal University, Yanshan University, Qiyuan Laboratory, Xi'an University of Architecture and Technology, Northwest Agriculture and Forestry University of Science and Technology, Shenzhen University of Technology, Xi'an University of Science and Technology, Shanghai University, the Second Institute of Aerospace, 27 and 28 of China Electronics Technology Group, while providing technical support for ink Netease, Huawei technology to provide technical support, in the field of talent training, scientific research cooperation, transformation of results and other scientific and technological areas of continuous in-depth cooperation.


Follow us at

This article comes from the WeChat public number: EVERLOYAL

en_USEnglish