Real-time evaluation method of flight mission load based on sensitivity analysis of physiological factors
Real-time evaluation method of flight mission load based on sensitivity analysis of physiological factors作者机构:School of Electronics and InformationNorthwestern Polytechnical UniversityXi’an 710072China Department of Data Science and AIMonash UniversityClaytonVIC 3800Australia
出 版 物:《Chinese Journal of Aeronautics》 (中国航空学报(英文版))
年 卷 期:2022年第35卷第3期
页 面:450-463页
核心收录:
学科分类:08[工学] 0825[工学-航空宇航科学与技术]
基 金:co-supported by the Aeronautical Science Foundation of China(No.2020Z023053002) the National Natural Science Foundation of China(No.61305133
主 题:Eye movement Mission load Physiological data Sensitivity analysis Support Vector Machine(SVM)
摘 要:As the complexity of flight missions continues to increase,sending a timely warning or providing assistance to pilots helps to reduce the probability of operational errors and flight *** pilots’physiological data,real-time evaluation of mission load is a feasible technical way to achieve *** this paper,a set of flight tasks including aircraft control,humancomputer interaction and mental arithmetic tests are designed to simulate five mission loads at different flight difficulty levels.A sensitivity analysis method based on a comprehensive test is proposed to select a set of sensitive physiological ***,based on the SVM hierarchical combination classification method,the pilot mission load real-time evaluation model is *** test results show significant differences in EMG,respiration rate(abdomen),heart rate,blood oxygen saturation,pupil area,fixation duration,number of fixations,and *** high accuracy obtained from experiments proved that the proposed real-time evaluation model is applicable to meet the requirements of real working *** findings can provide methodological references for mission load evaluation research in other fields.