Industrial neuroscience in aviation : evaluation of mental states in aviation personnel

This book discusses the emerging field of industrial neuroscience, and reports on the authors' cutting-edge findings in the evaluation of mental states, including mental workload, cognitive control and training of personnel involved either in the piloting of aircraft and helicopters, or in mana...

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Bibliographic Details
Main Authors Borghini, Gianluca (Author), Aricò, Pietro (Author), Flumeri, Gianluca Di (Author), Babiloni, Fabio (Author)
Format Electronic eBook
LanguageEnglish
Published Cham, Switzerland : Springer, 2017.
SeriesBiosystems & biorobotics ; 18.
Subjects
Industrial psychiatry.
Neurosciences.
elektronické knihy
electronic books
Online AccessFull text
ISBN9783319585987
9783319585970
Physical Description1 online resource

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Table of Contents:
  • Preface; Contents; Abbreviations; List of Tables; 1 Introduction; References; 2 Preliminary Concepts; 2.1 Nervous System; 2.1.1 Basic Neurophysiology; 2.1.2 EEG Generation; References; 3 Mental States in Aviation; 3.1 Aviation Medicine Hystory; 3.2 Mental Workload; 3.3 Cognitive Control Behavior; 3.4 Training; 3.5 Crew Resourses Management; References; 4 Cognitive Processes; 4.1 Working Memory; 4.2 Attention; 4.3 Decision-Making; 4.4 Procedural Memory; References; 5 Simulators; 5.1 Simulators; 5.2 NASA-Multi Attribute Task Battery (MATB); 5.3 ATM Environment; 5.4 Flight Simulators; References.
  • 6 Neurophysiological Signals Processing6.1 EEG Analysis; 6.2 Estimation of Brain Cortical Sources Current Density; 6.3 Generation of the Regions of Interest (ROIs); 6.4 EEG-Based Mental Workload Index (WEEG); 6.5 Inter-brain Connections; 6.5.1 Coherence (COH); 6.5.2 Partial Directed Coherence (PDC); 6.5.3 Phase Locking Value (PLV); 6.6 Autonomic Data Analysis; 6.7 Machine Learning; 6.7.1 Supervised Learning Systems; 6.7.2 Unsupervised Learning Systems; 6.7.3 Reinforcement Learning System; 6.7.4 Linear Discriminant Analysis (LDA); 6.7.5 Stepwise Linear Discriminant Analysis (SWLDA).
  • 6.7.6 Automatic-Stop SWLDA (asSWLDA)6.7.6.1 asSWLDA Over-Time Stability; 6.7.6.2 Mental Workload Discrimination; 6.7.6.3 Discussion and Conclusions; 6.8 Self-reported Questionnaires; 6.8.1 NASA-Task Load Index (NASA-TLX); 6.8.2 Instantaneous Self Assessment (ISA); References; 7 Applications; 7.1 Mental Workload Evaluation; 7.1.1 Air Traffic Controllers' Mental Workload Evaluation; 7.1.2 Mental Workload and CRM Evaluation in Commercial Fligths; 7.1.3 Military Pilots Comparison from a Cognitive Perspective; 7.1.4 Mental Workload Evaluation in Real Flights.
  • 7.1.5 Neuroergonomics: Avionic Technologies Testing7.2 Training Assessment; 7.3 Expertise Estimation of Professional ATCOs; References; 8 General Conclusions; References.

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