Fuzzy logic-based detection scheme for pilot fatigue

被引:3
|
作者
Perhinschi, M. G. [1 ]
Smith, B. [1 ]
Betoney, P. [1 ]
机构
[1] W Virginia Univ, Dept Mech & Aerosp Engn, Morgantown, WV 26506 USA
来源
AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY | 2010年 / 82卷 / 01期
关键词
Air safety; Fuzzy logic; Stress; Human failure; OPTIMAL CONTROL MODEL; HUMAN RESPONSE; PERFORMANCE;
D O I
10.1108/00022661011028100
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Purpose - The paper aims to present the development of a detection scheme for pilot fatigue using fuzzy logic. Evaluation parameters based on the dynamic response of the pilot/aircraft system are to be defined and criteria for online fatigue detection to be formulated. Design/methodology/approach - The approach is based on the idea that, while performing the same task, under otherwise identical conditions, the dynamic signatures of the pilot/aircraft system are different depending on the pilot condition, "rested" or "tired." Tests performed on a 6 degrees-of-freedom (DOF) flight simulator with pilots at two extreme levels of alertness are used to define parameters based on aircraft states and pilot input measurements that can serve as pilot fatigue detectors at steady state flight conditions. These parameters are computed using the statistics of the tracking errors (TE), state and control time histories, and the Fourier transforms of the TE. Fuzzy logic is used to evaluate the pilot condition based on composite detection parameters. Findings - Validation tests on a 6 DOF flight simulator showed that the proposed detection scheme has promising capabilities for safety monitoring purposes and design of control laws that can accommodate for pilot abnormal conditions. Research limitations/implications - The pilot fatigue detection algorithm presented in this paper can be used as a starting point for future research in the following directions: development of safety monitoring systems for warning and/or triggering of automatic control compensation; development of pilot fault-tolerant control laws; development of human pilot models for simulation, handling qualities assessment, and control laws design. Practical implications The approach for pilot fatigue detection proposed in this paper is a viable alternative to existing methods based on physiological measurements such as electrical activity of the brain, pulse, body temperature, etc. which imply direct and permanent connection of the pilot to the measurement system and interfere adversely with pilot comfort and his/her ability to perform the task. The proposed approach eliminates this drawback and does not require on-board additional heavy equipment. Originality/value - Pilot fatigue assessment from measurements of pilot/aircraft dynamic parameters has not yet been investigated as an alternative to the physiological approach.
引用
收藏
页码:39 / 47
页数:9
相关论文
共 50 条
  • [21] A Novel Method for Fatigue Detection Based on Fuzzy Logic
    Dong, Huailin
    Chen, Weijin
    Wu, Qingfeng
    ADVANCES IN SCIENCE AND ENGINEERING, PTS 1 AND 2, 2011, 40-41 : 560 - 565
  • [22] Probabilistic: A Fuzzy Logic-Based Distance Broadcasting Scheme For Mobile Ad Hoc Networks
    Bano, Tasneem
    Singhai, Jyoti
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2012, 3 (09) : 124 - 129
  • [23] A Fuzzy Logic-Based Intelligent Multiattribute Routing Scheme for Two-Layered SDVNs
    Zhao, Liang
    Yin, Zhihong
    Yu, Keping
    Tang, Xiongyan
    Xu, Lexi
    Guo, Zhenzhou
    Nehra, Pulkit
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2022, 19 (04): : 4189 - 4200
  • [24] A Practical Fast Acting Control Scheme For Fuzzy Logic-Based Voltage Stabilization Control
    El-Kholy, E. E.
    El-Sabbe, A.
    Shokralla, S. S.
    EL-Hefnawy, N. A.
    JOURNAL OF ELECTRICAL SYSTEMS, 2005, 1 (01) : 26 - 38
  • [25] Fuzzy logic-based loss minimisation scheme for brushless DC motor drive system
    Nag, Tridibesh
    Santra, Subhendu Bikash
    Chatterjee, Arunava
    Chatterjee, Debashis
    Ganguli, Ashoke K.
    IET POWER ELECTRONICS, 2016, 9 (08) : 1581 - 1589
  • [26] A Fuzzy Logic-Based Energy-Adaptive Localization Scheme by Fusing WiFi and PDR
    Yang, Yankan
    Huang, Baoqi
    Xu, Zhendong
    Yang, Runze
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2023, 2023
  • [27] QoE aware fuzzy logic-based vertical handover scheme for VLC heterogeneous networks
    Adjardjah W.
    Addor J.A.
    Afonaa-Mensah S.
    Okine A.A.
    Multimedia Tools and Applications, 2024, 83 (37) : 84673 - 84698
  • [28] A fuzzy logic-based adaptive PWM technique
    Cecati, C
    Corradi, S
    Rotondale, N
    IECON '97 - PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON INDUSTRIAL ELECTRONICS, CONTROL, AND INSTRUMENTATION, VOLS. 1-4, 1997, : 1142 - 1147
  • [29] AN APPLICATION OF FUZZY LOGIC-BASED IMAGE STEGANOGRAPHY
    Karakis, Rukiye
    Guler, Inan
    2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2014, : 156 - 159
  • [30] Design of a fuzzy logic-based level controller
    Malki, HA
    Umeh, CG
    JOURNAL OF ENGINEERING TECHNOLOGY, 2000, 17 (01) : 32 - 38