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a publisher's https://oatao.univ-toulouse.fr/21820

http://doi.org/10.1016/C2016-0-02196-4

Ayaz, Hasan and Dehais, Frédéric Neuroergonomics: the brain at work and in everyday life. (2019) Elsevier. ISBN 9780128119266

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Neuroergonomics

The Brain at Work and in Everyday Life

Edited by

Hasan Ayaz

Drexel University, Philadelphia, PA, United States

Frédéric Dehais

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Academic Press is an imprint of Elsevier

125 London Wall, London EC2Y 5AS, United Kingdom 525 B Street, Suite 1650, San Diego, CA 92101, United States 50 Hampshire Street, 5th Floor, Cambridge, MA 02139, United States

The Boulevard, Langford Lane, Kidlington, Oxford OX5 1GB, United Kingdom Copyright © 2019 Elsevier Inc. All rights reserved.

No part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or any information storage and retrieval system, without permission in writing from the publisher. Details on how to seek permission, further information about the Publisher’s permissions policies and our arrangements with organizations such as the Copyright Clearance Center and the Copyright Licensing Agency, can be found at our website: www.elsevier.com/permissions. This book and the individual contributions contained in it are protected under copyright by the Publisher (other than as may be noted herein).

Notices

Knowledge and best practice in this field are constantly changing. As new research and experience broaden our understanding, changes in research methods, professional practices, or medical treatment may become necessary.

Practitioners and researchers must always rely on their own experience and knowledge in evaluating and using any information, methods, compounds, or experiments described herein. In using such information or methods they should be mindful of their own safety and the safety of others, including parties for whom they have a professional responsibility.

To the fullest extent of the law, neither the Publisher nor the authors, contributors, or editors, assume any liability for any injury and/or damage to persons or property as a matter of products liability, negligence or otherwise, or from any use or operation of any methods, products, instructions, or ideas contained in the material herein.

Library of Congress Cataloging-in-Publication Data

A catalog record for this book is available from the Library of Congress

British Library Cataloguing-in-Publication Data

A catalogue record for this book is available from the British Library ISBN: 978-0-12-811926-6

For information on all Academic Press publications visit our website at

https://www.elsevier.com/books-and-journals

Publisher: Nikki Levy

Acquisition Editor: Natalie Farra

Editorial Project Manager: Kathy Padilla

Production Project Manager: Poulouse Joseph

Designer: Mark Rogers Typeset by TNQ Technologies

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Dedication

This book is dedicated to Professor Raja Parasuraman who unexpectedly passed

on March 22, 2015. Raja Parasuraman’s pioneering work led to the emergence

of Neuroergonomics as a new scientific field. He made significant contributions

to a number of disciplines from human factors to cognitive neuroscience. His

early work included important contributions to topics such as vigilance and

human interaction with automated systems. He later consolidated his interests

in human factors and cognitive neuroscience to develop a new discipline called

Neuroergonomics, which he defined as the study of the brain and behavior at

work.

His advice to young researchers was to be passionate in order to develop

theory and knowledge that can guide the design of technologies and

environments for people. His legacy, the field of Neuroergonomics, will live

on in countless faculties and students whom he advised and inspired with

unmatched humility throughout the span of his distinguished career. Raja

Parasuraman was an impressive human being, a very kind person, and an

absolutely inspiring individual who will be remembered by everyone who had

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vii

Contents

List of Contributors xxi

Section I

Introduction

1. Progress and Direction in Neuroergonomics

Frédéric Dehais and Hasan Ayaz

Introduction 3 Understanding the Brain in Everyday Activities 3

Adapting Interaction 4 Augmenting Cognition 5

Conclusion and Future Challenges 5

Book Organization 5

References 6

Section II

Methods

2. The Use of Electroencephalography in

Neuroergonomics

Klaus Gramann and Markus Plank

Introduction 11

Physiological Foundation of the EEG 11

EEG Amplifiers 12 EEG Sensors 12

Signal Processing 13

Data Analysis in the Time Domain—Event- Related Potentials 13 Data Analysis in the Frequency Domain—

Spectral Variations 13

Applications 14 Summary 14 References 15

3. The Use of Functional Near-Infrared Spectroscopy in Neuroergonomics

Hasan Ayaz, Meltem Izzetoglu, Kurtulus Izzetoglu and Banu Onaral

Introduction 17 Measure 17

Physiological and Physical Principles 17

Processing 18 Motion Artifacts 18 Superficial Layers 19 Physiological Signals 19 Analyze 19 Applications 20

Aerospace: Cognitive Workload Assessment of Air Traffic Controllers 20 Aerospace: Expertise Development With

Piloting Tasks 21 Healthcare: Cognitive Aging 21

Conclusion 22 References 22

4. Why is Eye Tracking an Essential Part of Neuroergonomics?

Vsevolod Peysakhovich, Frédéric Dehais and Andrew T. Duchowski

Eye Movements 27

Pupil Diameter 28

Eye–Computer Interface 28

References 29

5. The Use of tDCS and rTMS

Methods in Neuroergonomics

Daniel Callan and Stephane Perrey

Introduction 31

TMS Principles 31

tDCS Principles 32

Conclusion 33 References 33

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viii Contents

6. Transcranial Doppler Sonography

in Neuroergonomics

Tyler H. Shaw, Amanda E. Harwood, Kelly Satterfield and Victor S. Finomore

TCD Instrumentation and Application 35

TCD and Task Characteristics 36

TCD and Supervisory Control 36

TCD and Operator Characteristics 37

TCD and the Effects of Operator Experience 38 TCD and the Effects of Cognitive Aging 38

Conclusion 39 References 40

Further Reading 41

7. Brain–Computer Interface

Contributions to Neuroergonomics

Fabien Lotte and Raphaëlle N. Roy

Introduction 43 Signal Processing 44 Preprocessing 44 Feature Extraction 44 Classification 45 Adaptation 45 Contributions to Neuroergonomics 45 Mental States 45 Offline Use: Evaluation 46 Online Use: Adaptation 46

Perspectives 46 References 46

8. Neuroergonomics of Simulators and

Behavioral Research Methods

Carryl L. Baldwin

Overview 49

Simulations and Neuroergonomics 49

Advantages 49 Challenges 49 Important Issues 50 Transfer of Training 50 Fidelity 50 Validity 50 Generalizability 50 Part Task 51 Whole Task 51 Simulator Sickness 51 Adaptation Period 52

Behavioral Research Methods 52

Baseline Performance 52 Control Conditions 52

Conclusion 52 References 53

9. Neuroergonomics for Aviation

Daniel E. Callan and Frédéric Dehais

Introduction 55

Challenges 55

Electro-Encephalography 56

Functional Near Infra Red Spectroscopy 56

Brain Computer Interface and Neuro-Adaptive Technology 57

Neurostimulation 57 Conclusion 57 References 57

10. MoBI—Mobile Brain/Body Imaging

Evelyn Jungnickel, Lukas Gehrke, Marius Klug and Klaus Gramann

Introduction 59

Physiological Principles 59

Instrumentation 60

Signal Processing and Analysis Approaches 60

Applications 61 References 62

11. Experiments With Participants: Some Ethical Considerations

Catherine Tessier and Vincent Bonnemains

Introduction 65

Who Is Involved in the Experiment? 65

The Investigator 65 The Participants 65

Information Given to the Participants 66

Can the Criteria Really Be Satisfied? 66 To What Extent Is the Participant Informed? 66 Potential Benefits and Risks 66 Incidental Findings 67

Data 67

Which Data Is Really Necessary? 67 Personal Data 67 Anonymization and Pseudonymization 67 Data Storage and Access 68

Toward Experiment Results Publication 68

Approval by an Ethics Committee 68 Conflicts of Interest 68 More Scientific Integrity Issues 69

Conclusion 69 Acknowledgments 69 References 69

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Contents ix

Section III

Neuroadaptive Interfaces and

Operator Assessment

12. Neural Efficiency and Mental Workload: Locating the Red Line

Stephen Fairclough, Kate Ewing, Christopher Burns and Ute Kreplin

Introduction 73 Neural Efficiency 73 Study One 74 Study Two 75 Summary 76 References 76

13. Drowsiness Detection During a Driving Task Using fNIRS

Rayyan A. Khan, Noman Naseer and Muhammad J. Khan

Introduction 79

Literature Review 80

Methods 80

Support Vector Machine 81 Linear Discriminant Analysis 82

Results 82 Discussion 82 Conclusion 84 References 84

Further Reading 85

14. Neural Oscillation Dynamics of Emerging Interest in Neuroergonomics

Robert J. Gougelet

Neuroergonomists Should Know About

Neural Oscillations 87

Neural Oscillation Dynamics of Emerging

Interest 87

Amplitude, Frequency, and Phase

Modulation of Neural Oscillations 87 Amplitude, Frequency, and Phase

Coupling of Neural Oscillations 89 Waveform Shape and Neural Noise 89

Leveraging Neural Oscillations in

Neuroergonomics 89 References 90

15. Is Mindfulness Helping the Brain to Drive? Insights From Behavioral Data and Future Directions for Research

Emanuelle Reynaud and Jordan Navarro

Introduction 93

MMP and Driving 93

Method 93 Results 94 Discussion 95

MMP and the Driving Brain 95

Rationale 95 Method 96 Results 96 Discussion 96

General Discussion and Conclusion 97

References 97

16. Tracking Mental Workload by

Multimodal Measurements in the Operating Room

Ahmet Omurtag, Raphaëlle N. Roy, Frédéric Dehais, Luc Chatty and Marc Garbey

Introduction 99 Methods 100 Results 101 Discussion 102 Conclusion 102 References 102

17. Toward Brain-Based Interaction Between Humans and Technology: Does Age Matter?

Mathias Vukelić, Kathrin Pollmann and

Matthias Peissner

Introduction 105 Methods 105

Participants 105 Experimental Procedure and Data Recording 105 EEG Data Analysis 106

Results 106 Subjective Ratings 106 Event-Related Potentials 106 Discussion 107 Acknowledgments 108 References 108

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x Contents

18. Mobile Neuroergonomics: Action,

Interfaces, Cognitive Load, and Selective Attention

Ryan McKendrick

Action, Environment, and the Brain 111

Action, Technology, and the Brain 113

Neuroergonomics and Selective Attention 115 Conclusion 115 References 116

19. Computational Models for

Near-Real-Time Performance Predictions Based on Physiological Measures of Workload

Matthias D. Ziegler, Bartlett A. Russell, Amanda E. Kraft, Michael Krein, Jon Russo and William D. Casebeer

Introduction 117 Methods 118 Participants 118 Task Design 118 Results 119 Discussion 120 Acknowledgments 120 References 120

20. EEG-Based Mental Workload

Assessment During Real Driving: A Taxonomic Tool for Neuroergonomics in Highly Automated Environments

Gianluca Di Flumeri, Gianluca Borghini, Pietro Aricò, Nicolina Sciaraffa, Paola Lanzi, Simone Pozzi, Valeria Vignali, Claudio Lantieri, Arianna Bichicchi, Andrea Simone and Fabio Babiloni

Introduction 121

Material and Methods 122

Experimental Protocol 122 EEG Recording and Processing 123 Eye Tracking Recording and Processing 123 Performed Data Analysis 123

Results 124 Discussion 125 Conclusions 125 Acknowledgments 125 References 125

21. Preliminary Validation of an Adaptive Tactical Training Model: Cognitive Alignment With Performance-Targeted Training Intervention Model

Quinn Kennedy, Travis Carlson and Lee Sciarini Introduction 127 Methods 128 CAPTTIM Classification 129 Results 129 Discussion 130 Acknowledgments 131 References 131 Further Reading 131

22. Neural Efficiency Metrics in Neuroergonomics: Theory and Applications

Adrian Curtin and Hasan Ayaz

Introduction 133 Measuring Neural Correlates of Cognitive

Load: Electroencephalography 134

Measuring Neural Correlates of Cognitive Load: Functional Near-Infrared

Spectroscopy 135 Calculating and Employing Measures of

Neural Efficiency 136

Discussion: Application, Challenges, and

Limitations 137 Conclusion 138 References 138

Section IV

Neurostimulation Applications

23. Neuromodulatory Effects of Transcranial Direct Current

Stimulation Revealed by Functional Magnetic Resonance Imaging

Brian Falcone and Daniel E. Callan

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Contents xi

24. Neurophysiological Correlates of tDCS-Induced Modulation of Cortical Sensorimotor Networks: A Simultaneous fNIRS–EEG Study

Makii Muthalib, Pierre Besson, Anirban Dutta, Mitsuhiro Hayashibe and Stephane Perrey

Introduction 147 Methods 148

Design and Protocol 148 tDCS 148 fNIRS 149 EEG 149 fNIRS and EEG Analysis 149

Results 149 Discussion 149 Conclusion 150 Acknowledgments 150 References 150

25. Opinion: The Use of Online/Offline Terminology for Transcranial Direct Current Stimulation Can Bring Confusion

Pierre Besson, Vincent Cabibel, Mark Muthalib and Stephane Perrey

Acknowledgments 154 References 154

Section V

Emerging Applications in

Decision-Making, Usability, Trust & Emotions

26. Neural Signatures of Advice Utilization During Human–Machine Agent

Interactions: Functional Magnetic Resonance Imaging and Effective Connectivity Evidence

Kimberly Goodyear and Frank Krueger

Introduction 159 Background 159 Empirical Evidence 160 Summary 162 Acknowledgments 163 References 163

27. Psychophysical Equivalence of Static Versus Dynamic Stimuli in a Two-Alternative Forced-Choice Detection Task Gabriella M. Hancock Introduction 165 Methods 165 Results 166 Discussion 166 References 168

28. Functional Near-Infrared Spectroscopy: Proof of Concept for Its Application in Social Neuroscience

Stefano I. Di Domenico, Achala H. Rodrigo, Mengxi Dong, Marc A. Fournier, Hasan Ayaz, Richard M. Ryan and Anthony C. Ruocco A Brief Introduction to fNIRS and Its

Potential for Social Neuroscience 169

The Current Study 170

Method 170

Participants 170 Personality Judgment Task 170 fNIRS Procedures and Signal Processing 170

Results 172 Discussion 172 References 172

29. Quantifying Brain Hemodynamics

During Neuromuscular Fatigue

Joohyun Rhee and Ranjana K. Mehta

Introduction 175 Methods 175 Participants 175 Procedures 175 Measurements 176 NIRS Analyses 176 Data Presentation 178

Results and Discussion 179

References 180

30. Web Usability Testing With Concurrent fNIRS and Eye Tracking

Siddharth Bhatt, Atahan Agrali, Kevin McCarthy, Rajneesh Suri and Hasan Ayaz

Introduction 181 Methods 182 Results 182

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xii Contents Survey Measures 182 Behavioral Measures 182 Eye-Tracking Measures 182 Neural Measures 184 Conclusion 184 References 185 Further Reading 186

31. Hybrid Collaborative Brain–Computer

Interfaces to Augment Group Decision-Making

Davide Valeriani, Caterina Cinel and Riccardo Poli Introduction 187 Methods 187

Participants 187 Experiments 188 Data Recording and Group Decisions 188

Results 189 Individual Performance 189 Group Performance 189 Conclusions 189 Acknowledgments 190 References 190

32. How to Recognize Emotions Without

Signal Processing: An Application of Convolutional Neural Network to Physiological Signals

Nicolas Martin, Jean-Marc Diverrez, Sonia Em, Nico Pallamin and Martin Ragot

Introduction 191

Emotion Recognition 191 Deep Learning Algorithms 191 Deep Learning Applied to Physiological

Signals 192

Current Study 192

Method 192 Results 193

Discussion and Conclusion 193

Futures Work 193

Acknowledgments 193 References 193

Section VI

Entries From the Inaugural International

Neuroergonomics Conference

33. Technical Manifestations of the Everted Brain: The Impact and Legacy of Raja Parasuraman

Peter A. Hancock

34. Can We Trust Autonomous Systems?

Peter A. Hancock, Kimberly L. Stowers and Theresa T. Kessler

Aim 199 Methods 199 Results 199 Conclusions 199

35. Learning and Modulating Spatial Probabilities in Virtual Environments

Amy L. Holloway, Peter Chapman and Alastair D. Smith

Background 201 Aims 201 Methods 201

Results and Conclusions 201

Study 1 201 Study 2 201 Study 3 202

36. Physiological Markers for UAV Operator Monitoring

Raphaëlle N. Roy, Thibault Gateau, Angela Bovo, Frédéric Dehais and Caroline P.C. Chanel

Aims of This Chapter 203

Methods 203 Results 203 Conclusions 204 References 204

37. Estimating Cognitive Workload Levels While Driving Using Functional Near-Infrared Spectroscopy (fNIRS)

Anirudh Unni, Klas Ihme, Meike Jipp and Jochem W. Rieger

Introduction and Aim 205

Methods 205 Results 205

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Contents xiii

Discussion and Conclusion 205

Acknowledgments 206 References 206

38. Auditory Neglect in the Cockpit: Using ERPs to Disentangle Early From Late Processes in the Inattentional Deafness Phenomenon

Sébastien Scannella, Raphaëlle N. Roy, Amine Laouar and Frédéric Dehais

Introduction and Aims 207

Methods 207 Results 207

Discussion and Conclusion 207

References 208

39. Immediate Effects of Ankle Foot Orthosis During Gait Initiation: Impaired Balance Control and Change in Ankle Electromyographic Activity

Arnaud Delafontaine, Jean-Louis Honeine, Manh-Cuong Do and Olivier Gagey

Aims 209 Methods 209 Results 209 Conclusions 209 References 209

40. Toward a Better Understanding of Human Prioritization. A Dual-Task Study

Benoît Valéry, Nadine Matton, Sébastien Scannella and Frédéric Dehais

Objective 211 Background 211 Methods 211 Results 211 Conclusions 211 Fundings 211 References 212

41. Assessing Working Memory Load

in Real Flight Condition With Wireless fNIRS

Frédéric Dehais, Hasan Ayaz and Thibault Gateau

Introduction and Aims 213

Methods 213 Results 213

Conclusion 213 References 214

42. Assessing Driver Frustration Using Functional Near-Infrared Spectroscopy (fNIRS)

Klas Ihme, Anirudh Unni, Jochem W. Rieger and Meike Jipp

Introduction and Aim 215

Methods 215 Results 215

Discussion and Conclusion 215

Acknowledgments 216 Reference 216

43. The Spatial Release of Cognitive Load in Multi-Talker Situation

Guillaume Andéol, Clara Suied, Sébastien Scannella and Frédéric Dehais

Acknowledgments 217 References 217

44. Decreased Intra-Hemispheric Prefrontal

Connectivity and Impaired Performance After Induction of Cognitive Fatigue During a State of Sleep Deprivation. An Optical Imaging Study

Guillermo Borragán, Céline Guillaume, Hichem Slama, Carlos Guerrero-Mosquera and Philippe Peigneux

References 219

45. Bright Light Exposure Does Not Prevent the Deterioration of Alertness Induced by Sustained High Cognitive Load Demands

Guillermo Borragán, Gaétane Deliens, Philippe Peigneux and Rachel Leproult

Theoretical Framework and Study Goal 221

Methods 221 Results 221

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xiv Contents

46. A Psychophysiology-Based Driver Model for the Design of Driving Assistance Systems

Franck Mars and Philippe Chevrel

Aims 223 Methods 223 Results 223 Conclusions 223

47. Effect of Postural Chain Mobility on Body Balance and Motor Performance Alain Hamaoui Aims 225 Methods 225 Results 225 Conclusions 225 References 225

48. Effect of Seat and Backrest Sloping on the Biomechanical Strain Sustained by the Body

Nadège Tebbache and Alain Hamaoui

Aims 227 Methods 227 Results 227 Conclusions 227 References 227

49. Effect of Human Exposure to Whole-Body Vibration in Transport

Hiba Souissi and Alain Hamaoui

Aims 229 Methods 229 Results 229 Conclusion 229 References 229

50. Electroencephalography (EEG) Activity Associated With Manual Lifting Tasks: A Neuroergonomics Study

Awad Aljuaid, Waldemar Karwowski, Petros Xanthopoulos and Peter A. Hancock

51. Anticipatory Postural Control of Stability During Gait Initiation Over Obstacles of Different Height and Distance

Under Reaction-Time and Self-Initiated Instructions

Eric Yiou, Romain Artico, Claudine Teyssedre, Ombeline Labaune and Paul Fourcade

Aims 233 Methods 233 Results 233 Conclusions 234 References 234

52. Effect of Age on Behavioral Performance and Metabolic Brain Activity During Dual-Task

Nounagnon F. Agbangla, Michel Audiffren, Jean Pylouster and Cédric T. Albinet

Aim and Methods 235

Results 235

Single Task 235 Dual-Task 235

Discussion and Conclusion 235

References 236

53. Using Machine Learning Algorithms to Develop Adaptive Man–Machine Interfaces

Dargent Lauren, Branthomme Arnaud, Kou Paul, Girod Hervé and Morellec Olivier

Context 237 Aim 237 Method 237 Expected Results 237 Conclusion 238 References 238

54. Link Between Out-of-the-Loop

Performance Problem and Mind Wandering: How to Keep the Operator in the Loop

Jonas Gouraud, Bruno Berberian and Arnaud Delorme

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Contents xv

55. Applied Neuroergonomic: Recent

Updates From Automotive Industry Case Studies

Ivan Macuzic, Evanthia Giagloglou,

Ivana Živanovic-Macuzic and Branislav Jeremic Aims 241 Methods 241

Results and Conclusions 241

Acknowledgments 241

Further Reading 241

56. Multi-Brain Computing: BCI Monitoring and Real-Time Decision Making

Anton Nijholt

References 243

57. Toward Mental Workload

Measurement Using Multimodal EEG–fNIRS Monitoring

Hubert Banville, Mark Parent, Sébastien Tremblay and Tiago H. Falk

Aims 245 Methods 245 Results 245 Conclusion 245 Acknowledgments 245 References 246

58. The Effects of Transcranial Direct Current Stimulation (tDCS) on Adapting to Temporal Lag in Virtual Environments

Hayley Thair and Roger Newport

Aims 247 Methods 247 Results 247 Conclusions 247 References 247

59. Why Do Auditory Warnings During

Steering Allow for Faster Visual Target Recognition?

Christiane Glatz, Heinrich H. Bülthoff and Lewis L. Chuang

Introduction and Aim 249

Methods 249

Results 250

Discussion and Conclusion 250

Reference 250

60. Attending to the Auditory Scene Improves Situational Awareness

Menja Scheer, Heinrich H. Bülthoff and Lewis L. Chuang Aim 251 Methods 251 Results 251 Conclusion 251 References 252

61. Individual Differences and Detection Response Task Reaction Times

Antonia S. Conti, Moritz Späth and Klaus Bengler Aims 253 Methods 253 Results 253 Conclusions 254 References 254

62. Cognitive Components of Path

Integration: Implications for Simulator Studies of Human Navigation

Alastair D. Smith and Lydia Dyer

Aims 255 Method 255 Results 255 Conclusions 255

63. Vector-Based Phase Analysis Approach for Initial Dip Detection Using HbO and HbR

Amad Zafar, Keum-Shik Hong and Muhammad J. Khan Introduction 257 Aims 257 Methods 257 Results 257 Conclusions 258 Acknowledgments 258 References 258

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xvi Contents

64. Subjective and Objective Methods to Continuously Monitor Workload

Horia A Maior, Sarah Sharples and Max L. Wilson References 260

Further Reading 260

65. Decision Making and Executive

Functioning in Aortic Valve Resection: About the Design of an Ergonomic Aortic Valve Resection Tool

René Patesson and Eric Brangier

Reference 262

Further Reading 262

66. Short-Duration Affective States Induced by Emotional Words Improve Response Inhibition: An Event-Related Potential Study

Magdalena Senderecka, Michal Ociepka, Magdalena Matyjek and Bartlomiej Kroczek

Aim 263 Method 263 Results 263 Conclusions 263 Acknowledgments 264 References 264

67. Predicting Audience Preferences for Television Advertisements Using Functional Brain Imaging

Atahan Agrali, Siddharth Bhatt, Rajnesh Suri, Kurtulus Izzetoglu, Banu Onaral and Hasan Ayaz

References 266

68. When Does the Brain Respond

to Information During Visual Scanning?

Nina Flad, Heinrich H. Bülthoff and Lewis L. Chuang Aims 267 Methods 267 Results 267 Conclusion 268 References 268

69. Brain–Computer Interface: Analysis of Different Virtual Keyboards for Improving Usability

Liliana Garcia, Véronique Lespinet-Najib, Mathilde Menoret, Bernard Claverie, Jean M. André and Ricardo Ron-Angevin

Acknowledgments 269 References 270

70. A Method for Prediction of

Behavioral Errors From Single-Trial Electrophysiological Data

Hiroki Ora and Yoshihiro Miyake

Aims 271 Methods 271 Results 271 Conclusion 271 Reference 271

71. Neuro-Functional Correlates of the Out-of-the-Loop Performance Problem: Impact on Performance Monitoring

Bertille Somon, Aurélie Campagne, Arnaud Delorme and Bruno Berberian

Acknowledgments 273 References 273

72. Recent Advances in EEG-Based

Neuroergonomics for Human– Computer Interaction

Jérémy Frey, Martin Hachet and Fabien Lotte References 275

73. Attention and Driving

Performance Modulations Due to Anger State: Contribution of Electroencephalographical Data

Franck Techer, Christophe Jallais, Yves Corson and Alexandra Fort

References 277

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Contents xvii

74. Development of Intelligent Early Warning System for Hypoglycemia Attacks

Ali Berkol, Emre O. Tartan and Gozde Kara

Acknowledgments 279 References 279

75. Out-of-the-loop (OOL) Performance

Problem: Characterization and Compensation

Bruno Berberian

Acknowledgments 281

76. The Impact of Visual Scan Strategies on Active Surveillance Performance: An Eye-Tracking Study

Jean-Denis Thériault, Benoit Roberge-Vallières, Daniel Lafond, Sébastien Tremblay and François Vachon Aims 283 Methods 283 Results 283 Conclusions 284 Reference 284

77. Using Neural Correlates for Enhancing Customer Experience Through Effective Visual Price Placement

Rajneesh Suri, Nancy M. Puccinelli, Dhruv Grewal, Anne L. Roggeveen, Atahan Agrali, Hasan Ayaz, Kurtulus Izzetoglu and Banu Onaral

References 286

78. Human Decision-Making During

Crowd Evacuations: The Role of Stress, Conflicting Information, and Social Interactions

Nikolai W.F. Bode

References 287

79. Toward an Online Index of the Attentional Response to Auditory Alarms in the Cockpit: Is Pupillary Response Robust Enough?

Alexandre Marois, Johnathan Crépeau, Sébastien Tremblay and François Vachon

Aims 289 Methods 289 Results 289 Conclusions 289 References 290 80. Functional Neuroimaging of Prefrontal Cortex Activity During a Problem Solving Versus Motor Task in Children With and Without Autism

Nancy Getchell and Ling-Yin Liang

Aims 291 Method 291 Results 291 Conclusions 292

81. Differential Within and Between Effects on Prefrontal Hemodynamics of fNIRS Guided HD-tDCS

Ryan McKendrick, Melissa Scheldrup, Raja Parasuraman and Hasan Ayaz

82. Neuroergonomics In Situ:

Differentiation Between Naviation Displays

Ryan McKendrick, Raja Parasuraman, Rabia Murtza, Alice Formwalt, Wendy Baccus, Martin Paczynski and Hasan Ayaz

83. Embodied and Situated Cognitive Neuroscience

Ryan McKendrick, Ranjana Mehta, Hasan Ayaz, Melissa Scheldrup and Raja Parasuraman

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xviii Contents

84. Workload Transition, Cognitive Load States, and Adaptive Autonomous Transportation

Ryan McKendrick

85. Towards Neuroadaptive Technology:

Implicitly Controlling a Cursor Though a Passive Brain–Computer Interface

Thorsten O. Zander, Lauens R. Krol and Klaus Gramann

86. A Random Practice Schedule Provides

Better Retention and Transfer Than Blocked When Learning Computer Mazes: Preliminary Results

Nancy Getchell, Alex Schilder, Emily Wusch and Amy Trask Aims 303 Method 303 Results 303 Conclusions 303 87. Detection of Mind-Wandering in

Driving: Contributions of Cardiac Measurement and Eye Movements

G. Pepin, S. Malin, J. Navarro, Alexandra Fort, Christophe Jallais and C. Gabaude

Acknowledgments 305 References 305

88. Electroencephalography and Eye

Tracking Signatures of Target Encoding During Guided Search

Anne-Marie Brouwer, Maarten A.J. Hogervorst, Bob Oudejans, Anthony J. Ries and

Jonathan Touryan Aims 307 Methods 307 Results 307 Conclusions 308 Acknowledgments 308 References 308

89. Effects of an Acute Social Stressor on Trustworthiness Judgements,

Physiological and Subjective Measures– Differences Between Civilians and Military Personnel

Martijn Bijlsma, Alexander Toet, Helma van den Berg and Anne-Marie Brouwer

Aims 309 Methods 309 Results 309 Conclusions 310 References 310

90. Meta-Cognitive Skills Modeling: Communication and Reasoning Among Agents

Laurent Chaudron, Hélio Kadogami, Nicolas Maille and Guillaume Roumy

Further Reading 311

91. Assessing Differences in Emotional Expressivity Between Expert and Non Expert Video Game Players Using Facial Electromyography

Marc-André Bouchard, Jérémy Bergeron-Boucher, Cindy Chamberland, Sébastien Tremblay and Philip L. Jackson Aim 313 Method 313 Results 313 Conclusion 314 References 314

92. Mental Fatigue Assessment in

Prolonged BCI Use Through EEG and fNIRS

Amanda Sargent, Terry Heiman-Patterson, Sara Feldman, Patricia A. Shewokis and Hasan Ayaz References 316

93. Neuroergonomic Multimodal Neuroimaging During a Simulated Aviation Pursuit Task

Robert J. Gougelet, Cengiz Terzibas and Daniel E. Callan

Aims 317 Methods 317

Results and Conclusions 317

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Contents xix

94. The Use of Neurometric and Biometric

Research Methods in Understanding the User Experience of First-Time Buyers in E-Commerce

Tuna E. Çakar, Kerem Rızvanoğlu, Özgürol Öztürk

and Deniz Zengin Çelik

Aim 319 Method 319 Results 319 Conclusion 320 References 320

95. An Applied Driving Evaluation of Electrodermal Potential as a Measurement of Attentional State

Bruce Mehler, Ben D. Sawyer, Tom McWilliams and Bryan Reimer

References 321

96. Applied Potential: Neuroergonomic

Error Detection in Single Electrode Electroencephalography

Ben D. Sawyer, Waldemar Karwowski, Petros Xanthopoulos and Peter A. Hancock

References 324

97. Negative Mood States in Neuroergonomics

Ahmad Fadzil M. Hani, Ying Xing Feng and Tong Boon Tang

Supplementary (Research Framework) 326

References 326

98. EEG and FNIRS Connectivity Features

for Mental Workload Assessment: A Preliminary Study

Raphaëlle N. Roy, Alexandre Moly, Frédéric Dehais and Sébastien Scannella

Introduction 327 Aims 327 Methods 327 Results 327 Discussion 328 Reference 328

99. Using Cognitive Models to Understand

In-Car Distraction

Christian P. Janssen

Acknowledgments 329 References 329

100. Concurrent fNIRS and TMS for Neurocognitive Enhancement on a Speed-of-Processing Task

Adrian Curtin, Shanbao Tong, Yingying Tang, Junfeng Sun, Jijun Wang and Hasan Ayaz

References 332

Index 333

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L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

1 st Joint Meeting, FAO-CIHEAM Networks on Sheep and Goats and on Mediterranean Pastures 1 ére Réunion Conjointe des Réseaux FAO-CIHEAM sur les Ovins et les Caprins et sur les