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Volumn 32, Issue 10, 2005, Pages 2713-2730

Improving pilot mental workload classification through feature exploitation and combination: A feasibility study

Author keywords

Artificial neural network; Backpropagation; Feature calibration; Feature combination; Feature exploitation; Feature identification and classification; Feature saliency; Feature space; Mental workload; Pilot workload; Signal to noise ratio (SNR)

Indexed keywords

DATA REDUCTION; ELECTROENCEPHALOGRAPHY; FAST FOURIER TRANSFORMS; INFORMATION USE; SIGNAL TO NOISE RATIO;

EID: 13544270842     PISSN: 03050548     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cor.2004.03.022     Document Type: Article
Times cited : (41)

References (19)
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    • (1998) Aviation, Space, and Environmental Medicine , vol.69 , pp. 360-367
    • Hankins, T.C.1    Wilson, G.F.2
  • 2
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    • G-LOC: Is the cluebag half full or half empty?
    • Auten J. G-LOC. is the cluebag half full or half empty? Flying Safety. 52:1996;5-6
    • (1996) Flying Safety , vol.52 , pp. 5-6
    • Auten, J.1
  • 3
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    • Air Force Research Laboratory, AFRL. Flight Psychophysiological Laboratory. Office Brochure, Flight Psychophysiological Laboratory, Human Interface Technology Branch, Crew System Interface Division, Human Effectiveness Directorate (AFRL/HECP); 1998.
    • Air Force Research Laboratory, AFRL. Flight Psychophysiological Laboratory. Office Brochure, Flight Psychophysiological Laboratory, Human Interface Technology Branch, Crew System Interface Division, Human Effectiveness Directorate (AFRL/HECP); 1998.
  • 4
    • 0026447869 scopus 로고
    • Applied use of cardiac and respiration measures: Practical considerations and precautions
    • Wilson G.F. Applied use of cardiac and respiration measures. practical considerations and precautions Biological Psychology. 34:1992;163-178
    • (1992) Biological Psychology , vol.34 , pp. 163-178
    • Wilson, G.F.1
  • 5
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    • Air-to-ground training missions: A psychophysiological workload analysis
    • Wilson G.F. Air-to-ground training missions. a psychophysiological workload analysis Ergonomics. 36(9):1993;1071-1087
    • (1993) Ergonomics , vol.36 , Issue.9 , pp. 1071-1087
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  • 9
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    • Cognitive task classification based upon topographical EEG data
    • Wilson G.F., Fisher F. Cognitive task classification based upon topographical EEG data. Biological Psychology. 40:1995;239-250
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    • Wilson, G.F.1    Fisher, F.2
  • 10
    • 0026474990 scopus 로고
    • Topographical changes in the ongoing EEG related to the difficulty of mental tasks
    • Wilson G.F., Gundel A. Topographical changes in the ongoing EEG related to the difficulty of mental tasks. Brain Topography. 5:1992;17-25
    • (1992) Brain Topography , vol.5 , pp. 17-25
    • Wilson, G.F.1    Gundel, A.2
  • 11
    • 0033329293 scopus 로고    scopus 로고
    • Multiple crewmember workload classification using neural networks with input feature selection. Intelligent engineering systems through artificial neural networks
    • St. Louis MO, 7-10 Nov
    • Laine TI, Bauer KW, Lanning JW. Multiple crewmember workload classification using neural networks with input feature selection. Intelligent engineering systems through artificial neural networks. Proceedings of Artificial Neural Networks in Engineering (ANNIE) International Conference, St. Louis MO, 7-10 Nov 1999.
    • (1999) Proceedings of Artificial Neural Networks in Engineering (ANNIE) International Conference
    • Laine, T.I.1    Bauer, K.W.2    Lanning, J.W.3
  • 12
    • 0342546478 scopus 로고    scopus 로고
    • Feature Screening using Signal-to-Noise Ratios
    • Bauer K.W., Alsing S.G., Greene K.A. Feature Screening using Signal-to-Noise Ratios. Neurocomputing. 31:1999;29-44
    • (1999) Neurocomputing , vol.31 , pp. 29-44
    • Bauer, K.W.1    Alsing, S.G.2    Greene, K.A.3
  • 14
    • 13544269105 scopus 로고    scopus 로고
    • MS thesis, School of Engineering, Air Force Institute of Technology, Wright-Patterson AFB OH, March
    • Noel JB. Pilot mental workload calibration. MS thesis, School of Engineering, Air Force Institute of Technology, Wright-Patterson AFB OH, March 2001.
    • (2001) Pilot Mental Workload Calibration
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  • 16
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    • Evoked potential, cardiac, blink, and respiration measures of pilot workload in air-to-ground missions
    • February
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    • (1995) Aviation, Space and Environmental Medicine , pp. 100-105
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  • 18
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    • OPER 685
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    • Bauer KW. OPER 685, Applied Multivariate Data Analysis. School of Engineering, Air Force Institute of Technology, Wright-Patterson AFB OH; Fall 2000.
    • (2000) Applied Multivariate Data Analysis
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* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.