Lei Wang’s research while affiliated with Civil Aviation University of China and other places

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Publications (10)


Behavioral and psychophysiological responses of initial pilots in collaboration with an experienced but risky captain: A flight-simulation study based on the social facilitation
  • Article

March 2025

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15 Reads

Safety Science

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Yu Bai

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Ruiyuan Hong

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Lei Wang

Fig. 1. The B737-800 flight simulator.
Fig. 2. The glasses-type eye-tracker.
Fig. 3. The effects of pilot type and visibility on (a) mean pupil diameter, (b) saccade count, and (c) mean fixation time. Error bars = ± S.E. * = p < .05, ** = p < .01.
Parameters and methods of gaze data processing and fixation classification [14].
Description of the statistical eye movement metrics.

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An Analysis of Pilot’s Eye Movement Metrics in Simulated Flight Scenarios
  • Chapter
  • Full-text available

June 2024

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41 Reads

Download

A Real-Time Measurement Model of Attention-Allocation Level and Its Application in Simulated SPO Task

January 2024

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56 Reads

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1 Citation

Most human-caused flight accidents can be attributed to a pilot’s attention deficit and monitoring errors. Accordingly, pilots’ attention allocation is strongly related to their task performance. This study is aimed at analyzing pilots’ fixation characteristics and attention-allocation levels. First, we proposed a model for measuring attention-allocation level based on the salience, effort, expectancy, and value (SEEV) model. Second, a low-fidelity single-pilot operation (SPO) cockpit environment was constructed, and 20 pilots were recruited for an experiment to compare their fixation characteristics between SPO and double-pilot operation (DPO) scenarios. The results showed slight differences in the attention levels allocated by SPO and DPO pilots under a scenario of one-engine failure. It concluded that Human-centered flight deck design can enhance a pilot’s attention allocation level. These findings can be used to optimize future flight deck designing and flight training for improving pilot’s task performance.


How flight experience impacts pilots' decision- making and visual scanning pattern in low- visibility approaches: preliminary evidence from eye tracking

January 2024

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409 Reads

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4 Citations

The visual approach is the most accident-prone phase of a flight, especially in low-visibility conditions. This preliminary study aimed to examine the effects of flight experience on pilots' decision-making and visual scanning pattern in low-visibility approaches. Twenty pilots were separated into two groups based on their flight experience and completed the high- and low-visibility approaches in balanced order using a high-fidelity flight simulator. Pilots' mental workload and visual scanning patterns were recorded via an eye tracker. The results showed that, compared to less flight-experienced pilots (20%, 3/15), experienced pilots (80%, 4/5) were more likely to make go-around decisions in the low-visibility approaches. Furthermore, they exhibited a more flexible and adaptable visual scanning pattern by quickly shifting their attention, as evidenced by decreased fixations and increased saccades. These findings suggest that the integration of visual scanning strategy and training solution with a marginally meteorological approach may enhance decision-making safety for novice pilots.





Applying Multi-source Data to Evaluate Pilots’ Flight Safety Style Based on Safety-II Theory

July 2023

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13 Reads

Lecture Notes in Computer Science

Different from the traditional safety concept, to make sure things go right is described as Safety-II, which has been used widely in many industries. To describe pilots’ stable attitudes and behaviors exhibited by pilots toward flight activities, the definition of flight safety style was proposed. With the aim to quantitatively evaluate airline pilots’ flight safety style, a method applying multidimensional data based on the Safety-II theory was proposed. First, based on the literature review, we proposed the definition, intension, and extension of pilots’ flight safety style. Second, we analyzed and compared the advantages and disadvantages of different evaluation methods for flight safety attitudes, flight safety behaviors as well as flight safety style. Third, based on the Safety-II theory, we proposed and characterized a quantitative evaluation framework applying multi-source data at implicit and explicit levels, including pilots’ hazardous attitudes, operation behaviors, and non-operation behaviors. Finally, we constructed a mathematical model, and thus pilots’ flight safety style scores can be calculated and ranked. The collected data were applied to give a case study to validate the method by performing an analysis based on the Safety-II theory. This study shows a data-driven method for the pilots’ flight safety style quantitative evaluation based on Safety-II, which can be used to find out the data described as ‘as many things as possible go right (Safety-II)’ to advance Evidence-based Training (EBT) of flight safety style. It also provides airlines with a more reasonable way to evaluate pilots’ flight safety style quantitatively, and further improve flight safety.KeywordsFlight Safety StyleSafety-IIFlight SafetyFlight Safety Style Evaluation


Fig. 3. Sample of the unstable pitch angle value
Fig. 4. Sample of rough manipulation of the stick before touchdown (Color figure online)
Fig. 5. Sample of continuous over-manipulation of the stick after grounding
Fig. 6. Sample of belatedly setting the spoiler
Fig. 7. Sample of intensely operating the stick before the touchdown
Risk Analysis of Human Factors in Aircraft Tail Strike During Landing: A Study Based on QAR Data

July 2023

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194 Reads

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1 Citation

Lecture Notes in Computer Science

Aircraft tail strike is an unsafe event that usually occurs during takeoff, landing, and go-around. The majority of related studies only focus on incident investigation reports for analyzing causation, while few examine the risk of human factors in combination with QAR data. The purpose of this study is to investigate the risk of human factors in landing tail-strike. Based on 39 incident investigation reports and expert evaluations, the most influential factor in tail strikes during landing was determined. The QAR data of 291,000 flight sectors of an airline was then used to extract and analyze the samples related to influential factors. The results showed that improper pitch attitude always leads to tail strikes during landing. The large pitch angle in landing was classified into three types including continuously incremental pitch angle value, consistently high pitch angle value, and unstable pitch angle value. Roughly manipulating the stick before touchdown and continuously over-manipulating the stick after grounding contributes to the increased pitch angle after grounding, while the causes of bounced landing are belatedly setting the spoiler and intensely operating the stick before touchdown. These findings are expected to help airlines to identify and reduce the human risk from aircraft tail strikes and improve the efficiency of flight training.Keywordsflight safetyhuman factorstail strikeQAR datapitch attitude


Fig. 1. An initial framework of the competency-based flying style based on driving style.
Fig. 2. The research framework of pilot's flying style using multidimensional data in the future.
An Evaluation Framework on Pilot’s Competency-Based Flying Style

July 2023

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87 Reads

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1 Citation

Lecture Notes in Computer Science

Like most drivers have their own driving styles, commercial airline pilots also have their own flying styles, referring to a set of individual flying habits that gradually formed with their flying experience. However, little is known about flying style that might affect flight safety. This study aims to develop a framework for evaluating pilots’ flying style. Our original evaluation framework was derived from the “Manual of Evidence-based Training” issued by the International Civil Aviation Organization (Doc 9995), which outlines eight competencies of commercial airline pilots for observation and evaluation by flight instructors. Furthermore, in the next step, the initial framework can be developed by interviewing evidence-based training (EBT) flight instructors and applying new technologies (e.g., eye-tracking technology and physiological measuring technology). Using the initial framework for flying style, we can evaluate pilots’ preferences for flying. In this regard, it is useful for a variety of purposes, including understanding the operational characteristics of pilots, improving flight training, and crew paring in a more rational way.KeywordsFlying StyleCore CompetencyFlight SafetyEvidence-based Training (EBT)

Citations (4)


... Depending on the meteorological conditions, the flight rule in procedural control can be divided into the VFR and IFR, with the corresponding flight activities being visual flight and instrument flight. Visual flight [30] refers to flight where the aircraft's flight status and orientation are determined by visual means under conditions of a visible horizon and landmarks. Instrument flight [31] refers to flight where the pilot determines the aircraft's flight status and position entirely or partially by using the aircraft's instruments. ...

Reference:

Research on Runway Capacity Evaluation of General Aviation Airport Based on Runway Expansion System
How flight experience impacts pilots' decision- making and visual scanning pattern in low- visibility approaches: preliminary evidence from eye tracking

... In recent years, research on AI has increased in many fields. There are some fields where AI is integrated such as health (Emmert-Streib et al., 2020;Huo et al., 2024;Liyanage et al., 2019;Mehta et al., 2021;Mijwil et al., 2024;Sallam & Mousa, 2024;Shorey et al., 2024), security (Guo et al., 2023;Okey et al., 2023;Wu et al., 2023), industry (Gao et al., 2024;Javaid et al., 2023) technology (Majumdar et al., 2018;Rice et al., 2024), banking and finance (Bouteraa et al., 2024;Malali & Gopalakrishnan, 2020), psychology (Hwang et al., 2024;Salah et al., 2023;Taylor & Taylor, 2021), journalism and media (Moravec et al., 2024;Pavlik, 2023), and academic literature (Frye, 2022;Shah, 2023;Srivastava, 2023). Many studies on ChatGPT are focused on its impact on education (Alshater, 2022;Choi et al., 2022;Hadi Mogavi et al., 2024;Susnjak, 2022;Zhai, 2022). ...

AI Pilot in the Cockpit: An Investigation of Public Acceptance

... Wang et al. [23] also conducted a study on the correlation between age and flight safety performance, revealing a direct impact of age on the exceedance rate of pilots aged 41-45 and 56-60. Zhang et al. [24] utilized the Apriori algorithm to mine association rules within exceedance events and their correlation with environmental conditions, finding that speed exceedances during the approach process at 500-50 feet are more likely to lead to speed deviations at altitudes below 50 feet during the approach process. Li et al. [25] developed an interpretable model called IMTCN, which can accurately pinpoint key flight parameters and the corresponding moments with the greatest impact on safety incidents. ...

A Method of Analyzing Flight Exceedance Events Based on Association Rule and QAR Data

... This session was part of the annual evaluation required for pilots, which assesses their competence in key performance dimensions essential for the pilot profession. The flight simulator scores followed validated scoring systems commonly employed in professional pilot evaluation (European Aviation Safety Agency EASA 2018; Gao et al. 2023;International Civil Aviation Organization ICAO 2013). The evaluation session concerned the sum of several key performance dimensions for the pilot profession: application of procedures, communication flight, path management, knowledge, leadership and teamwork, problem-solving and decision-making, situation awareness, and workload management. ...

An Evaluation Framework on Pilot’s Competency-Based Flying Style

Lecture Notes in Computer Science