Advances in Neuroergonomics and Cognitive Engineering

Name: Advances in Neuroergonomics and Cognitive Engineering | Proceedings of the AHFE 2021 Virtual Conferences on Neuroergonomics and Cognitive Engineering, Industrial Cognitive Ergonomics and Engineering Psychology, and Cognitive Computing and Internet of Things, July 25-29, 2021, USA
Brand: Springer
Price: 213.99 EUR
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Proceedings of the AHFE 2021 Virtual Conferences on Neuroergonomics and Cognitive Engineering, Industrial Cognitive Ergonomics and Engineering Psychology, and Cognitive Computing and Internet of Things, July 25-29, 2021, USA

Hasan Ayaz Umer Asgher Lucas Paletta(Herausgeber*in)

Springer (Verlag)

Erschienen am 3. Juli 2021

XVII, 536 Seiten

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978-3-030-80285-1 (ISBN)

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Inhalt

Intro
Advances in Human Factors and Ergonomics 2021
Preface
Contents
Modeling and Monitoring Humans for Operational Task Performance
Planned Investigations to Address Acute Central Nervous System Effects of Space Radiation Exposure with Human Performance Data
1 Introduction
2 Transferring Human Performance Outcome Limits to Animal Exposure Levels
3 Experimental Design Considerations
3.1 Task and Mission Selection
3.2 Determining Significantly-Low Levels of Performance
3.3 Measures and Evaluation
4 Conclusions
References
Investigating the Modulation of Spatio-Temporal and Oscillatory Power Dynamics by Perceptible and Non-perceptible Rhythmic Light Stimulation
1 Introduction
2 Methods
2.1 Participants
2.2 Apparatus and Stimuli
2.3 Procedure
2.4 Data Analysis
3 Results
4 Discussion
5 Conclusion
References
Towards Artificial Social Intelligence: Inherent Features, Individual Differences, Mental Models, and Theory of Mind
1 Introduction
1.1 Framing the Issue: ASI and Urban Search and Rescue
2 From Knowledge in the Head to Artificial Social Intelligence
2.1 Theory of Mind, Mental Models, and Human-Agent Profiles
3 Preliminary Data Insights
3.1 Sample and Study Design
3.2 Processing Knowledge from the Head
3.3 Individual Differences and Minecraft USAR Mental Models
4 Concluding Remarks
References
Real-World Human State Assessment: Victories and Remaining Challenges
Can Situation Awareness Be Measured Physiologically?
1 Introduction
2 Current SA Measures
3 Physiological Measures of SA
4 A Multidimensional Approach
5 Summary
References
Towards a Measure of Situation Awareness for Space Mission Schedulers
1 Introduction
2 Situation Awareness Overview
2.1 Understanding SA in Scheduling
2.2 Scheduling-Specific SA Measure Development
3 Measure Implementation: Experimental Methodology
4 Results
5 Discussion and Conclusions
References
Monitoring Human Performance on Future Deep Space Missions
1 Introduction
2 Select Human Performance Monitoring Technologies
3 Conclusions and Future Work
References
What Did Our Model Just Learn? Hard Lessons in Applying Deep Learning to Human Factors Data
1 Introduction
2 Background
3 Case Study 1: Context Identification
4 Case Study 2: User Verification
5 Discussion
6 Conclusion
References
Addressing Two Central Issues of Team Interaction Dynamics: The Whole is Greater Than the Sum of Its Parts
1 Introduction
2 Team Task and Uncertainty: A Toy Model
3 Two Ways to Build Models of Human Cognitive Systems
3.1 Classical Probability Theory
3.2 Quantum Cognition
4 Summary
References
Amyotrophic Lateral Sclerosis Disease Progression Presents Difficulties in Brain Computer Interface Use
1 Introduction
2 Methods
2.1 Equipment
2.2 Protocol
3 Results
4 Discussion
5 Conclusion
References
Epileptic Seizure Detection Using Tunable Q-Factor Wavelet Transform and Machine Learning
1 Introduction
2 Data and Methodology
2.1 Bonn Dataset
2.2 TQWT
2.3 Fractional Fuzzy Entropy
2.4 Auto-encoder
2.5 K Nearest Neighbor
2.6 Support Vector Machines
3 Results
4 Conclusion
References
Cognitive State Assessment
Augmented Reality Integrated Brain Computer Interface for Smart Home Control
1 Introduction
2 Traditional System Set-up and Challenges
3 AR BCI Based Smart Home Set-up
3.1 Ultra-mobile EEG Headset
3.2 AR Headset
3.3 Raspberry Pi SoC
3.4 Smart Home Assistant
3.5 Overall System Design
4 Conclusion
References
Expectations in Human-Robot Interaction
1 Introduction
2 Expectations
2.1 Expectations of Social Robots
3 Studying Expectations with UX Methodology
3.1 Analyze: Understanding User Work and Needs
3.2 Design: Creating Design Concepts
3.3 Prototype: Realizing Design Alternatives
3.4 Evaluate: Verifying and Refining Designs
4 Conclusions
References
Application of Recurrent Convolutional Neural Networks for Mental Workload Assessment Using Functional Near-Infrared Spectroscopy
1 Introduction
2 Network Development
2.1 Brief Overview of Network Components
2.2 Network Architectures
3 Implementation
3.1 Dataset and Preprocessing
3.2 Evaluation
4 Conclusion
References
Influence of Properties of the Nervous System on Cognitive Abilities
1 Introduction
2 Method
3 Results and Discussion
4 Conclusion
References
Understanding Junior Design Students' Emotion During the Creative Process
1 Introduction
2 Emotionalise Design Process
3 Decision-Making and Evaluation in the Design Process
4 Steps for Designing Emotion
5 Grammar for Visualising Emotions
6 Conclusion
References
Art Image Complexity Measurement Based on Visual Cognition: Evidence from Eye-Tracking Metrics
1 Introduction
2 Method
2.1 Stimuli
2.2 Participants
2.3 Eye-Tracking Task
2.4 Psychological Scaling
3 Result
4 Discussion
References
Neurobusiness Applications
Attentional and Emotional Engagement of Sustainability in Tourism Marketing: Electroencephalographic (EEG) and Peripheral Neuroscientific Approach
1 Sustainability in Tourism Marketing
2 Neuroscience to Investigate Sustainability
3 A Neuroscientific Approach to Investigate Sustainability in Tourism Marketing
4 Discussion and Conclusions
References
The Face of Bad Advertising: Assessing the Effects of Human Face Images in Advertisement Design Using Eye-Tracking
1 Introduction
2 Methods
2.1 Participants
2.2 Experimental Procedure
2.3 Eye Tracking Procedure and Analysis
3 Results
4 Discussion
References
Interpersonal Synchrony Protocol for Cooperative Team Dynamics During Competitive E-Gaming
1 Introduction and Background
2 Methodology
2.1 Experimental Overview
2.2 Experimental Setup
2.3 Cognitive Baseline Battery
2.4 Overwatch Gaming Task
3 Discussion
References
Assessing the Impact of Ad Characteristics on Consumer Behavior and Electrodermal Activity
1 Introduction
2 Methods
2.1 Participants
2.2 Experiment Protocol
2.3 Data Acquisition, Signal Processing, and Analysis
3 Results
3.1 Self-reported Ratings
3.2 EDA Measures
4 Discussion
References
Systemic-Structural Activity Theory
Systemic-Structural Activity Theory and Artificial Intelligence
1 Introduction
2 Various Applications of Artificial Intelligence
3 Application of SSAT to Artificial Intelligence
4 Conclusion
References
Applying Web-based Application ExpressDecision2 in Patient-Centered Care
1 Introduction
2 Problem-Centered and User-Centered Decisions
3 ExpressDecision2
4 Applying ED2 to Reduce High Cholesterol Levels
4.1 Statin Choice Decision Aid Applied to John's Case
4.2 ED2 Applied to John's Case
4.3 Evaluating Hypothesis "STD Helps"
5 Conclusion
References
Neurocognitive Indicators of Insight According to P300 and Later Visual ERP Components
1 Introduction
2 Methods
3 Outcomes
4 Discussion
5 Conclusion
References
Self-regulation Approach for Setting Goals in Problem-Solving
1 Introduction
2 Bounded Rationality of Decision-Making and Problem-Solving
3 Self-regulation Model of Decision-Making
4 The Principle of Instrumental Rationality for Setting Goals in Problem-Solving
5 Conclusion
References
Worker Engagement in Routinized Structured Activity Circumvention: Using SSAT to Understand the Significance of Involuntary Cognitive Intentionality
1 Introduction
2 Literature Review
3 Methodology
4 Results and Discussion
4.1 Outline of Supervisory Research Activity Guide
4.2 Supervisor-Students Exchanges on Students' Output Conformity
5 Conclusion
References
Brain-Machine Interface (BMI) and Neuroinformatics
Design for AI-Enhanced Operator Information Ergonomics in a Time-Critical Environment
1 Introduction
1.1 Measures of Information Ergonomics
2 Information Ergonomics in the Context of Situational Awareness
3 Using 3D Modelling and AI Driven Clustering to Enhance Information Ergonomics in Time-Critical Activity
3.1 Use Scenario
4 Concluding Remarks
References
Feature Comparison of Emotion Estimation by EEG and Heart Rate Variability Indices and Accuracy Evaluation by Machine Learning
1 Introduction
2 Feature Extraction from EEG and Heart Rate Variability
2.1 EEG Indexes
2.2 Heart Rate Variability (HRV) Indexes
3 Feature Selection
4 Data Collection
5 Model Construction and Comparison of Accuracies
6 Discussion and Future Work
7 Conclusion
References
An Analysis of the Cognitive Process and Similarities of Complex Problem Solving Discussions
1 Introduction
2 Methodology
2.1 Data Collection
2.2 Change in Subjective Difficulties and Conflict Level
2.3 Comparing Problem Difficulty and Conflict
2.4 Unitizing and Coding
2.5 Cognitive Process
2.6 Cognitive Process Similarity
3 Results
3.1 Participants' Information
3.2 Comparing Problem Difficulty and Conflict
3.3 Cognitive Process
3.4 Cognitive Similarity
3.5 Validation of Cognitive Similarity
4 Discussion
5 Conclusion
References
Control Room Operators' Cognitive Strategies in Complex Troubleshooting
1 Introduction
2 Methods
2.1 Participants
2.2 Test Procedure
2.3 Scenario Modelling
2.4 Technical Set-Up
3 Results and Discussion
3.1 Expert Evaluation of Performance
3.2 Subjective Evaluation of Performance
3.3 Operator Interviews
3.4 Debriefing
4 Conclusion
Reference
Cognitive Interventions Based on Technology: A Systematic Literature Review
1 Introduction
2 Method
2.1 Analyzing Process for the Information Included from Studies
3 Results
3.1 Sample Size
3.2 Participant's Countries
3.3 Education Level
3.4 Technological Intervention Protocols
3.5 Integration of Analyzed Information
4 Conclusions
References
Exploring Relationships Between Distractibility and Eye Tracking During Online Learning
1 Introduction
2 Related Work
2.1 Network Accessibility Model
2.2 Entropy and Eye Movements
3 Hypothesis
4 Method
4.1 Equipment and Materials
4.2 Subjects and Procedure
5 Results
5.1 Traditional Statistical Indices
5.2 The Complexity of Eye Movements
6 Discussion and Conclusion
References
Human-Machine interaction and Learning Systems
Designing Augmented Reality Learning Systems with Real-Time Tracking Sensors
1 Introduction
2 Related Works
3 System Design
4 System Implementation
5 Application
6 Conclusion
References
Practical Evaluation of Impression and Aesthetics for Public Displays: A Case Study in Evaluation of Platform Display Design
1 Introduction
2 Platform Displays Focused
3 Analysis Procedure Developed
3.1 Perceived Visual Aesthetics Question Items
3.2 Two Versions of Data Collection
4 Case Study
4.1 Objectives
4.2 Participant
4.3 Overview of Sessions
5 Result
5.1 Session 1
5.2 Session 2
6 Discussion
7 Conclusion
References
Location of the Shift Technical Advisor Role in Nuclear Power Plant Scenarios - Impact on Performance
1 Introduction
1.1 The NPP Control Room Team
1.2 The STA Role
1.3 Human Redundancy and Cognitive Diversity
2 Purpose of the Study
3 Study Description
4 Results and Discussion
4.1 Will Physical Location of the STA Affect Crew Performance?
4.2 Will Physical Location of the STA Affect Fulfilment of Expected STA Duties?
5 Conclusion
References
Psycho-Educational Intervention Program to Eradicate Sexual Harassment for University Students
1 Introduction
2 Methodology
2.1 Hypothesis
2.2 Type of Study
2.3 Variables
2.4 Data Collection Techniques and Instruments
2.5 Data Analysis
3 Results
3.1 Specific Objective 1.
3.2 Specific Objective 2.
3.3 Specific Objective 3.
3.4 Specific Objective 4.
3.5 Specific Objective 5.
4 Discussion
5 Conclusion
References
Does Being Human Cause Human Errors? Consideration of Human-Centred Design in Ship Bridge Design
1 Introduction
2 Human-Centred Design
3 Reviewing Current Ship Bridge Design
4 Addressing Human Error Through Human Factors
5 Preleminary Results and Findings Discussion
6 Conclusions
References
Reflections of the Different Reasons for not Teleworking
1 Introduction
2 Organizational Commitment
3 Telework
4 Methodology
4.1 Definition of Variables and Research Measuring Instruments
5 Field Research
6 Results
6.1 Affective Commitment
6.2 Continuance Commitment
6.3 Normative Commitment
6.4 Job Satisfaction
6.5 Intention to Leave
6.6 Burnout
7 Conclusions
References
Psychological Impact on Design: Empirical Case Studies in City Regeneration of Post-industrial Sites
1 Introduction
2 Aim and Objectives
3 Human-Centred Emotional Design and Environmental Psychology
4 Methodology
5 Comparative Case Studies
5.1 Beijing - 798 ArtDis
5.2 Liverpool - Albert Dock
6 Discussion
7 Conclusions
References
Effect of Color Weight Balance on Visual Aesthetics Based on Gray-Scale Algorithm
1 Introduction
2 The Influence of Color Weight Balance on Visual Beauty
3 Balance of Color Weight Based on Gray-Scale Algorithm
3.1 Color Image Gray-Scale Algorithm
3.2 Calculation of Color Weight Based on Gray-Scale Algorithm
3.3 Color Weight Balance Calculation
3.4 Summary of Research Method Framework
4 Design Experiment
4.1 Experimental Subjects
4.2 Experiment Process
5 Results
6 Data Analysis
7 Discussion
Appendix: Experimental Raw Data
References
Improving Physical Activity with a Data-Analyzing Smart Insole that Assesses Root Causes of Chronic Pain and Physical Inactivity
1 Introduction
2 Materials and Methodology
3 System Development
4 Smartphone Mobile Application
5 Discussion
6 Limitation and Future Studies
7 Conclusion
References
Cognitive Neuroscience, Health Care and Artificial Intelligence (AI) Systems
Sense of Agency in Human-Machine Interaction
1 Introduction
2 Method
2.1 Participants
2.2 Design
2.3 Materials and Procedure
2.4 Data Analyses
3 Results
4 Discussion
5 Conclusion
References
The Differences in Information Transmission Efficiency - A Comparison of Analog and Digital Media
1 Introduction
2 Related Work
3 Experiment Methods
4 Experiment Results
4.1 Reading Speed and Levels of Understanding
4.2 Gaze Tracking Records
5 Conclusions and Future Work
References
Using Virtual Reality in the Treatment of Social Anxiety Disorder: Technological Proposal
1 Introduction
2 Systematic Desensitization
3 Treatment Proposal Through Virtual Reality
4 Previous Research of Virtual Reality Used for Anxiety Disorders
5 Conclusions
References
Product Design for Yangliuqing Woodblock New Year Paintings Based on Eye Movement Experiment
1 Introduction
2 Current Status and Research on Products About Yangliuqing Paintings
3 Research Process
3.1 Eye Movement Experiment
3.2 Experimental Data Analysis
3.3 Experiment Findings
3.4 Improvement and Design of Yangliuqing Woodblock New Year Paintings
3.5 Design and Analysis of Confirmatory Experiment
4 Conclusion
References
Human-Computer Interaction (HCI) Approach for the Optimal Generation and Selection of Batches Destination Options in Steel Making Factories
1 Introduction
2 Destiny Options Generation and Selection
3 Mathematical Modeling
4 Task Decomposition and Solution Scheme
5 Human-Machine Interaction
6 Conclusions
References
Advantage Design of Small Commodities Under Cultural Transfer
1 Introduction
2 The Phenomenon of Cultural Transfer and Advantage Design Ideas in International Trade
3 Cultural Transfer in Product Design
4 Advantage Design Under Cultural Transfer
5 Small Commodity Advantage Design Strategies and Their Case Studies
5.1 Traceability Design Under the Positive Cultural Transfer
5.2 Fusion Design Under the Negative Cultural Transfer
5.3 System Design Under the Two-Way Cultural Transfer
6 Conclusion
References
Cognitive Living Spaces Using IoT Devices
Cognitive Living Spaces by Using IoT Devices and Ambient Biosensor Technologies
1 Introduction
2 Background and Related Work
3 Our Approach of Using Data Spaces
3.1 User Scenario Description
3.2 Implementation of the Use Case Example
4 Experiments with Time-Aware Data Spaces
5 Conclusion and Future Work
References
Human-Centric Emergent Configurations: Supporting the User Through Self-configuring IoT Systems
1 Setting the Context
2 The Smart Dance Party Scenario
3 Human-Centric Emergent Configurations: Our Approach
4 Conclusions and Future Work
References
Playful Screening of Executive Functions Using Augmented Reality and Gaze Based Assessment
1 Introduction
2 Context and Related Work
3 AR-Based Gamified Tower-Of-London
3.1 The Tower-Of-London (TOL) Test
3.2 AR-Based Technology Implementation
4 Eye Movement Analysis for Cognitive Assessment
5 Experimental Results of Pilot Study
6 Conclusions and Future Work
References
Advanced Cyber and Physical Situation Awareness in Urban Smart Spaces
1 Introduction
2 S4AllCities Project
2.1 System of Systems Architecture (SoS)
2.2 IoT and Edge Computing
2.3 Data Fusion, Modelling and Reasoning
3 Cyber Behaviour Detection
3.1 High-Level Architecture
3.2 Cyber Detection with Machine Learning
3.3 Discussion
4 Physical Behavior Detection
4.1 Physical Detection with Computer Vision
5 Conclusion and Future Recommendations
References
Design of an IoT Architecture in Livestock Environments for the Treatment of Information for the Benefit of Cattle
1 Introduction
2 Methods and Materials
2.1 Bibliographic Review
2.2 Applications of IoT in the Livestock Sector
2.3 Comparison of IoT Architecture Models
2.4 Layer Based IoT Architecture Design Applicable in Livestock
2.5 Component-Based IoT Architecture Design Applicable in Livestock
2.6 Operation of Architectures in IoT Technology
3 Research Results Based on IoT Architecture Component Model
4 Conclusion and Suggestions
References
Intelligent Computing and Cognitive Computing in Healthcare
Requirements Analysis on Emotional Preferences for Leisure Activities in Virtual Reality for Female Nursing Home Residents - A Mixed Method Approach
1 Background
2 Methods
2.1 Design
2.2 Setting and Sample
2.3 Data Collection
2.4 Data Analysis:
3 Results
3.1 Basic Characteristics
3.2 Knowledge and Attitudes
3.3 (Leisure) Activities Expectations
4 Discussion
5 Conclusion
References
Virtual Reality-Based Sensory Triggers and Gaze-Based Estimation for Mental Health Care
1 Introduction
2 Context and Related Work
3 Eye Movement Analysis in VR-Based Environments
4 Experimental Results
5 Conclusions and Future Work
References
Towards Decision Support with Assessment of Neuropsychological Profiles in Alzheimer's Dementia Using Playful Tablet-Based Multimodal Activation
1 Introduction
2 Context and Related Work
3 Apps for Multimodal Cognitive Activation
3.1 MMA: Playful Cognitive and Sensorimotor Exercises
3.2 MIRA: Gaze-Based Serious Game
4 Assessment of the Neuropsychological Profile
5 Experimental Results
6 Conclusions and Future Work
References
THERADIA: Digital Therapies Augmented by Artificial Intelligence
1 Introduction
2 Related Work: Virtual Agents as Personal Healthcare Assistants
3 THERADIA: An Empathic Virtual Assistant to Accompany Digital Therapies
4 Experimental Data Collection Using a Wizard-of-Oz
5 Conclusion
References
Cognitive Assessment and Physical Strain of First Responders and Action Forces
Electrotactile Stimulation, A New Feedback Channel for First Responders
1 Introduction
2 Methods
2.1 Subjects
2.2 The First Stage
2.3 The Second Stage
3 Results
4 Discussion
References
Multisensory Wearable Vital Monitoring System for Military Training, Exercise and Deployment
1 Introduction
2 Motivation and Requirements
3 Objectives and Workflow
4 Wearable Sensors
5 Project Modules
6 Conclusion and Outlook
References
Multimodal Measurements, Artificial Intelligence and Mental Structure
A Database for Cognitive Workload Classification Using Electrocardiogram and Respiration Signal
1 Introduction
2 Background
3 Study Design and Database
3.1 Participants
3.2 Apparatus
3.3 Study Protocol
3.4 Ground Truth
4 Cognitive Workload Classification
4.1 Feature Extraction and Selection
4.2 Classification Algorithm
5 Results and Discussion
6 Conclusion
References
Using BERT Model for Intent Classification in Human-Computer Dialogue Systems to Reduce Data Volume Requirement
1 Introduction
1.1 Intent Classification
1.2 The BERT Pre-trained Language Model
2 Methods
2.1 Data Collecting
2.2 Datasets Construction
2.3 Re-training the BERT Model
3 Results
4 Conclusions
References
Human-Machine Learning with Mental Map
1 Introduction
2 The Mental Map Model
3 Case Studies
4 Incorporating Machine Learning Models
5 Conclusions
References
Author Index

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