Study on flight cadets′ cognitive load based on ensemble learning model

During flight, pilots need to receive a large amount of information in a short time and make correct judgments and decisions. The cognitive processes such as perception, judgment and decision-making will be affected by excessive cognitive load and affect flight safety. Firstly, the physiological dat...

Full description

Bibliographic Details
Published in:	Hangkong gongcheng jinzhan
Main Authors:	PAN Ting, TANG Bokai, SI Haiqing, WANG Haibo, ZHANG Zhongzhe
Format:	Article
Language:	Chinese
Published:	Editorial Department of Advances in Aeronautical Science and Engineering 2023-04-01
Subjects:	physiological signal flight cadets cognitive load ensemble learning feature selection flight safety
Online Access:	http://hkgcjz.cnjournals.com/hkgcjz/article/abstract/2022086

Similar Items

Fuzzy Comprehensive Evaluation of Pilot Cadets’ Flight Performance Based on G1 Method
by: Gen Li, et al.
Published: (2023-11-01)

Research on fatigue detection of flight trainees based on face EMF feature model combination with PSO-CNN algorithm
by: Lei Shang, et al.
Published: (2024-09-01)

Exploring the Psychological Well-Being of Flight Cadets through a Comprehensive Survey Analysis of Self-Awareness and Self-Acceptance
by: Dan Miao, et al.
Published: (2024-05-01)

Command-methodological competence of cadets-military pilots as a factor of flight safety
by: A. I. Savelev
Published: (2021-12-01)

Construction of leadership competency model for civil aviation flight cadets: An empirical study from China
by: Chen Lin, et al.
Published: (2025-04-01)

Time-Varying Pilot’s Intention Identification Based on ESAX-CSA-ELM Classification Method in Complex Environment
by: Haibo Wang, et al.
Published: (2022-05-01)

THE ESTIMATION OF A PSYCHOPHYSIOLOGICAL AIRCRAFT PILOT WORKLOAD IN SITUATIONS AFFECTING THE FLIGHT SAFETY
by: P. M. Polyakov, et al.
Published: (2016-11-01)

THE FORMATION OF THE CONTOUR OF THE DOCUMENTED AND REAL FLIGHT SAFETY IN THE SYSTEM OF THE INFORMATION PROVISION OF SAFETY OF FLIGHTS
by: B. I. Bachkalo, et al.
Published: (2016-11-01)

Flight Trainee Performance Evaluation Using Gradient Boosting Decision Tree, Particle Swarm Optimization, and Convolutional Neural Network (GBDT-PSO-CNN) in Simulated Flights
by: Lei Shang, et al.
Published: (2024-04-01)

Flight training and alterations in cortical characteristics
by: Xi Chen, et al.
Published: (2025-09-01)

A NEW APPROACH TO THE PROBLEM OF CREATING THE SYSTEM OF FLIGHT SAFETY MANAGEMENT IN STATE AVIATION OF RF
by: B. I. Bachkalo, et al.
Published: (2016-11-01)

Study on Flight Load Modeling Method for Complex Structure Aircraft
by: CHEN Zhiming, et al.
Published: (2022-04-01)

Evaluating the effectiveness of flight simulator training on developing perceptual-motor skills among flight cadets: a pilot study
by: Yang Zhang, et al.
Published: (2025-08-01)

FEATURES OF THE APPLICATION OF STATISTICAL INDICATORS OF SCHEDULED FLIGHTS OF AIRCRAFT
by: G. A. Volkov, et al.
Published: (2016-11-01)

Development Overview of Flight Loads
by: YAN Zhongwu, et al.
Published: (2020-12-01)

The possibility of the event-based flight safety control taking into account the particular qualities of the pilot
by: B. I. Bachkalo, et al.
Published: (2020-09-01)

Flight safety event management method as illustrated by a guided reactivity model
by: B. I. Bachkalo, et al.
Published: (2021-06-01)

A mathematical model for identifying military training flights
by: Anna Borucka, et al.
Published: (2024-02-01)

Energy supply during nocturnal endurance flight of migrant birds: effect of energy stores and flight behaviour
by: Susanne Jenni-Eiermann, et al.
Published: (2024-05-01)

Integrating the HFACS Framework and Fuzzy Cognitive Mapping for In-Flight Startle Causality Analysis
by: Abiodun Brimmo Yusuf, et al.
Published: (2022-01-01)

A Flight Parameter-Based Aircraft Structural Load Monitoring Method Using a Genetic Algorithm Enhanced Extreme Learning Machine
by: Yanjun Zhang, et al.
Published: (2023-03-01)

An air-ground integrated flight test technical framework based on flight simulation
by: MI Yi, et al.
Published: (2024-08-01)

Study of the effects of occupational stress among flight care staff
by: M.Abolfazl Mokhtari, et al.
Published: (2019-11-01)

Flight Load Assessment for Light Aircraft Landing Trajectories in Windy Atmosphere and Near Wind Farms
by: Carmine Varriale, et al.
Published: (2018-04-01)

You are what you eat – The influence of polyphagic and monophagic diet on the flight performance of bees
by: Jula‐Klarissa Krüger, et al.
Published: (2024-09-01)

Pilot turning behavior cognitive load analysis in simulated flight
by: Wen-gang Zhou, et al.
Published: (2024-09-01)

Prediction of Flight Delays at <i>Beijing</i> Capital International Airport Based on Ensemble Methods
by: Xunuo Wang, et al.
Published: (2022-10-01)

ALGORITHM OF AIRCRAFT FLIGHT DATA PROCESSING IN REAL-TIME
by: Elkhan SABZIEV
Published: (2020-09-01)

Research on simplified calculation method of aircraft flight load
by: SHI Hongwei, et al.
Published: (2023-04-01)

Simulation and Optimization of Control of Selected Phases of Gyroplane Flight
by: Wienczyslaw Stalewski
Published: (2018-02-01)

Studies on in-flight aircraft rerouting
by: M. A. Kiselev, et al.
Published: (2024-07-01)

A Comparative Study of Unsupervised Machine Learning Methods for Anomaly Detection in Flight Data: Case Studies from Real-World Flight Operations
by: Sameer Kumar Jasra, et al.
Published: (2025-02-01)

Comparison of flight behaviour and flight morphology between perching Lycaena phlaeas and patrolling Zizeeria maha (Lepidoptera: Lycaenidae)
by: Michio IMAFUKU
Published: (2025-04-01)

Cognitive load estimation in VR flight simulator
by: Archana Hebbar, et al.
Published: (2023-07-01)

FLIGHT SAFETY MANAGEMENT PROBLEMS AND EVALUATION OF FLIGHT SAFETY LEVEL OF AN AVIATION ENTERPRISE
by: B. V. Zubkov, et al.
Published: (2017-11-01)

In-Flight Aircraft Trajectory Optimization within Corridors Defined by Ensemble Weather Forecasts
by: Martin Lindner, et al.
Published: (2020-10-01)

Methodology for plotting the flight planned route change of the aircraft in flight
by: M. A. Kiselev, et al.
Published: (2023-12-01)

UltraFLoads: A Simulation Suite and Framework for High-Fidelity Flight Loads
by: Johan Feldwisch, et al.
Published: (2023-03-01)

A Comparative Study of Unsupervised Deep Learning Methods for Anomaly Detection in Flight Data
by: Sameer Kumar Jasra, et al.
Published: (2025-07-01)

FLIGHT LOAD MEASUREMENT CONSIDERING THE LOADING INSIDE STRAIN-GAGE STATION
by: ZHAO Yan, et al.
Published: (2017-01-01)