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  • Article
  • Open Access
3 Citations
2,844 Views
42 Pages

Correlations among Fatigue Indicators, Subjective Perception of Fatigue, and Workload Settings in Flight Operations

  • Dajana Bartulović,
  • Sanja Steiner,
  • Dario Fakleš and
  • Martina Mavrin Jeličić

29 September 2023

Conducting flight operations at the pace of air traffic relies on shift work, overtime work, work at night, work in different and numerous time zones, and unbalanced flight crew schedules. Such working hours and workload settings can cause disturbanc...

  • Article
  • Open Access
8 Citations
4,965 Views
10 Pages

Psychosocial stress is widespread worldwide and particularly affects young adults. There is a close and bidirectional relationship between sleep quality and mental health. Sleep duration, which is an important feature of sleep quality, shows both int...

  • Article
  • Open Access
75 Citations
11,457 Views
17 Pages

16 September 2020

Workload and fatigue of aircraft pilots represent an argument of great interest in the framework of human factors and a pivotal point to be considered in aviation safety. 75% of aircraft accidents are related to human errors that, in most cases, are...

  • Article
  • Open Access
6 Citations
2,350 Views
20 Pages

Workload Measurement Method for Manned Vehicles in Multitasking Environments

  • Chenyuan Yang,
  • Liping Pang,
  • Jie Zhang and
  • Xiaodong Cao

Workload (WL) measurement is a crucial foundation for human–machine collaboration, particularly in high-stress multitasking environments such as manned vehicle operations during emergencies, where operators often experience High Workload (HWL)...

  • Article
  • Open Access
31 Citations
4,771 Views
23 Pages

2 November 2023

Collaborative robots (cobots) have largely replaced conventional industrial robots in today’s workplaces, particularly in manufacturing setups, due to their improved performance and intelligent design. In the framework of Industry 5.0, humans a...

  • Article
  • Open Access
18 Citations
8,835 Views
22 Pages

23 October 2020

While the human body maintains homeostasis by altering the balance in the autonomic nervous, endocrine, and immune systems, a prolonged imbalance in these systems can result in physical and mental symptoms, including a decline in sleep quality and wo...

  • Article
  • Open Access
199 Views
18 Pages

Comparing Eye-Tracking Metrics with the Driver Activity Load Index

  • Julia Bend,
  • Markus Gödker,
  • Elise Sophie Banach and
  • Thomas Franke

This study investigated how perceptual workload in driving situations is captured by subjective ratings versus eye-tracking metrics. Fifty participants completed low- and high-complexity conditions while fixation behavior, blinks, and pupil diameter...

  • Article
  • Open Access
6 Citations
3,020 Views
21 Pages

Methodology for Determining the Event-Based Taskload of an Air Traffic Controller Using Real-Time Simulations

  • María Zamarreño Suárez,
  • Rosa María Arnaldo Valdés,
  • Francisco Pérez Moreno,
  • Raquel Delgado-Aguilera Jurado,
  • Patricia María López de Frutos and
  • Víctor Fernando Gómez Comendador

18 January 2023

The study of human factors in aviation makes an important contribution to safety. Within this discipline, real-time simulations (RTS) are a very powerful tool. The use of simulators allows for exercises with controlled air traffic control (ATC) event...

  • Article
  • Open Access
48 Citations
9,253 Views
19 Pages

Subject-Specific Cognitive Workload Classification Using EEG-Based Functional Connectivity and Deep Learning

  • Anmol Gupta,
  • Gourav Siddhad,
  • Vishal Pandey,
  • Partha Pratim Roy and
  • Byung-Gyu Kim

9 October 2021

Cognitive workload is a crucial factor in tasks involving dynamic decision-making and other real-time and high-risk situations. Neuroimaging techniques have long been used for estimating cognitive workload. Given the portability, cost-effectiveness a...

  • Article
  • Open Access
1 Citations
2,479 Views
20 Pages

Cognitive Fatigue Disrupts Explosive Performance and Vigilance in Trained Individuals

  • Andreas Stafylidis,
  • Walter Staiano,
  • Athanasios Mandroukas,
  • Yiannis Michailidis,
  • Lluis Raimon Salazar Bonet,
  • Angelos E. Kyranoudis,
  • Marco Romagnoli,
  • Ana Ferri-Caruana and
  • Thomas I. Metaxas

4 November 2025

This study examined the effects of cognitive fatigue on repeated sprint ability (RSA), neuromuscular performance, and vigilance in physically active young adults (N = 28, 16 males, 12 females; mean age = 20.6 ± 1.4 years). Participants were ra...

  • Article
  • Open Access
11 Citations
5,737 Views
18 Pages

24 February 2021

Although the interaction technology for virtual reality (VR) systems has evolved significantly over the past years, the text input efficiency in the virtual environment is still an ongoing problem. We deployed a word-gesture text entry technology bas...

  • Article
  • Open Access
18 Citations
4,467 Views
17 Pages

Research of HRV as a Measure of Mental Workload in Human and Dual-Arm Robot Interaction

  • Shiliang Shao,
  • Ting Wang,
  • Yongliang Wang,
  • Yun Su,
  • Chunhe Song and
  • Chen Yao

17 December 2020

Robots instead of humans work in unstructured environments, expanding the scope of human work. The interactions between humans and robots are indirect through operating terminals. The mental workloads of human increase with the lack of direct percept...

  • Article
  • Open Access
4 Citations
2,975 Views
18 Pages

Characterising Psycho-Physiological Responses and Relationships during a Military Field Training Exercise

  • Sean Bulmer,
  • Sean L. Corrigan,
  • Jace R. Drain,
  • Jamie L. Tait,
  • Brad Aisbett,
  • Spencer Roberts,
  • Paul B. Gastin and
  • Luana C. Main

Over a 15-day period, that included an eight-day field trial, the aims of this study were to (1) quantify the physical workload, sleep and subjective well-being of soldiers in training; (2a) Explore relationships between workload and well-being, and...

  • Article
  • Open Access
2 Citations
2,253 Views
24 Pages

Levels of Automation for a Computer-Based Procedure for Simulated Nuclear Power Plant Operation: Impacts on Workload and Trust

  • Jacquelyn Schreck,
  • Gerald Matthews,
  • Jinchao Lin,
  • Sean Mondesire,
  • David Metcalf,
  • Kelly Dickerson and
  • John Grasso

2 March 2025

Nuclear power plants increasingly utilize digitalized systems, including computer-based procedures (CBPs) and automation. These novel technologies require human factors’ evaluation to ensure safety. Potentially, automation contributes to safety...

  • Article
  • Open Access
436 Views
24 Pages

A Feasibility Study of Using an In-Ear EEG System for a Quantitative Assessment of Stress and Mental Workload

  • Zhibo Fu,
  • Kam Pang So,
  • Xiaoli Wu,
  • Arthit Khotsaenlee,
  • Savio W. H. Wong,
  • Chung Tin and
  • Rosa H. M. Chan

9 January 2026

While electroencephalography (EEG) is effective for assessing stress and mental workload, its widespread adoption is currently hindered by the complex setup of most existing EEG systems. This article presents a new in-ear EEG system and investigates...

  • Article
  • Open Access
47 Citations
5,784 Views
17 Pages

Physical Workload Tracking Using Human Activity Recognition with Wearable Devices

  • Jose Manjarres,
  • Pedro Narvaez,
  • Kelly Gasser,
  • Winston Percybrooks and
  • Mauricio Pardo

19 December 2019

In this work, authors address workload computation combining human activity recognition and heart rate measurements to establish a scalable framework for health at work and fitness-related applications. The proposed architecture consists of two weara...

  • Article
  • Open Access
49 Citations
7,207 Views
13 Pages

Brain Interaction during Cooperation: Evaluating Local Properties of Multiple-Brain Network

  • Nicolina Sciaraffa,
  • Gianluca Borghini,
  • Pietro Aricò,
  • Gianluca Di Flumeri,
  • Alfredo Colosimo,
  • Anastasios Bezerianos,
  • Nitish V. Thakor and
  • Fabio Babiloni

Subjects’ interaction is the core of most human activities. This is the reason why a lack of coordination is often the cause of missing goals, more than individual failure. While there are different subjective and objective measures to assess the lev...

  • Article
  • Open Access
15 Citations
4,591 Views
17 Pages

11 January 2022

Research studies on EEG-based mental workload detection for a passive BCI generally focus on classifying cognitive states associated with the performance of tasks at different levels of difficulty, with no other aspects of the user’s mental sta...

  • Article
  • Open Access
67 Citations
7,900 Views
15 Pages

A Three-Class Classification of Cognitive Workload Based on EEG Spectral Data

  • Małgorzata Plechawska-Wójcik,
  • Mikhail Tokovarov,
  • Monika Kaczorowska and
  • Dariusz Zapała

6 December 2019

Evaluation of cognitive workload finds its application in many areas, from educational program assessment through professional driver health examination to monitoring the mental state of people carrying out jobs of high responsibility, such as pilots...

  • Article
  • Open Access
2 Citations
1,855 Views
24 Pages

18 August 2025

Teleoperated ground vehicles (TGVs) are widely applied in hazardous and dynamic environments, where communication delay and low transparency increase operator workload and reduce control performance. This study explores the cognitive and physiologica...

  • Article
  • Open Access
11 Citations
3,958 Views
22 Pages

There are many factors that will influence the workload of drivers during autonomous driving. To examine the correlation between different factors and the workload of drivers, the influence of different factors on the workload variations is investiga...

  • Article
  • Open Access
11 Citations
4,092 Views
20 Pages

Cognitive Analyses for Interface Design Using Dual N-Back Tasks for Mental Workload (MWL) Evaluation

  • Nancy Ivette Arana-De las Casas,
  • Jorge De la Riva-Rodríguez,
  • Aide Aracely Maldonado-Macías and
  • David Sáenz-Zamarrón

In the manufacturing environments of today, human–machine systems are constituted with complex and advanced technology, which demands workers’ considerable mental workload. This work aims to design and evaluate a Graphical User Interface...

  • Article
  • Open Access
26 Citations
5,613 Views
19 Pages

5 February 2024

Assessing drivers’ mental workload is crucial for reducing road accidents. This study examined drivers’ mental workload in a simulated auditory-based dual-task driving scenario, with driving tasks as the main task, and auditory-based N-ba...

  • Article
  • Open Access
4 Citations
2,777 Views
12 Pages

Constructing a Model to Discriminate the Workload Level of Ship Interface Operators

  • Shengyuan Yan,
  • Yingying Wei,
  • Fengjiao Li and
  • Cong Chi Tran

Workload level has a significant impact on the human errors of ship operators. Therefore, the accurate discrimination of the operator’s workload level has an important effect on preventing human errors. Firstly, this study analyzed the differen...

  • Article
  • Open Access
9 Citations
3,490 Views
23 Pages

15 July 2024

Air traffic controllers’ mental workload significantly impacts their operational efficiency and safety. Detecting their mental workload rapidly and accurately is crucial for preventing aviation accidents. This study introduces a mental workload...

  • Article
  • Open Access
9 Citations
2,808 Views
13 Pages

Develop a Comprehensive Method to Evaluate the Mental Workload of Ship Operators

  • Shengyuan Yan,
  • Yingying Wei,
  • Fengjiao Li and
  • Cong Chi Tran

Mental workload has become an important factor affecting the human error of ship operators. Controlling the mental workload of operators within a reasonable range can reduce human errors. The purpose of this study is to develop an evaluation method t...

  • Article
  • Open Access
1 Citations
3,800 Views
60 Pages

Simulating Flight Crew Workload Settings to Mitigate Fatigue Risk in Flight Operations

  • Dajana Bartulović,
  • Sanja Steiner,
  • Dario Fakleš and
  • Martina Mavrin Jeličić

23 October 2023

In flight operations, the workload settings refer to the shift work, duty time, flight time, number of sectors, rest periods, time of day, duty patterns, number of time-zone transitions, number of consecutive duty days, and changes in the schedule. W...

  • Article
  • Open Access
2 Citations
696 Views
16 Pages

26 September 2025

An experiment with a two interaction modalities (traditional: touch; novel: touch–speech) × two task complexities (low: visual single task; high: audio–visual dual task) within-subjects design was conducted to observe alterations in...

  • Article
  • Open Access
27 Citations
6,626 Views
20 Pages

8 March 2024

The main contribution of this study was the concurrent application of EEG and eye tracking techniques during n-back tasks as part of the methodology for addressing the problem of mental workload classification through machine learning algorithms. The...

  • Article
  • Open Access
5 Citations
5,817 Views
26 Pages

EEG Dataset Collection for Mental Workload Predictions in Flight-Deck Environment

  • Aura Hernández-Sabaté,
  • José Yauri,
  • Pau Folch,
  • Daniel Álvarez and
  • Debora Gil

10 February 2024

High mental workload reduces human performance and the ability to correctly carry out complex tasks. In particular, aircraft pilots enduring high mental workloads are at high risk of failure, even with catastrophic outcomes. Despite progress, there i...

  • Article
  • Open Access
33 Citations
5,798 Views
25 Pages

Feature Selection Model based on EEG Signals for Assessing the Cognitive Workload in Drivers

  • Patricia Becerra-Sánchez,
  • Angelica Reyes-Munoz and
  • Antonio Guerrero-Ibañez

17 October 2020

In recent years, research has focused on generating mechanisms to assess the levels of subjects’ cognitive workload when performing various activities that demand high concentration levels, such as driving a vehicle. These mechanisms have imple...

  • Article
  • Open Access
424 Views
22 Pages

Research on Pilot Workload Identification Based on EEG Time Domain and Frequency Domain

  • Weiping Yang,
  • Yixuan Li,
  • Lingbo Liu,
  • Haiqing Si,
  • Haibo Wang,
  • Ting Pan,
  • Yan Zhao and
  • Gen Li

23 January 2026

Pilot workload is a critical factor influencing flight safety. This study collects both subjective and objective data on pilot workload using the NASA-TLX questionnaire and electroencephalogram acquisition systems during simulated flight tasks. The r...

  • Article
  • Open Access
24 Citations
5,323 Views
24 Pages

12 October 2017

Many people suffer from high mental workload which may threaten human health and cause serious accidents. Mental workload estimation is especially important for particular people such as pilots, soldiers, crew and surgeons to guarantee the safety and...

  • Article
  • Open Access
18 Citations
9,920 Views
17 Pages

Pilots’ Performance and Workload Assessment: Transition from Analogue to Glass-Cockpit

  • Vladimir Socha,
  • Lubos Socha,
  • Lenka Hanakova,
  • Viktor Valenta,
  • Stanislav Kusmirek and
  • Andrej Lalis

28 July 2020

During their professional career, pilots often experience a change in workplace conditions in the form of an aircraft cockpit ergonomics change. Change of working conditions may impact their perception of flight data or the pilot’s psychophysio...

  • Article
  • Open Access
1 Citations
1,298 Views
18 Pages

Human-Machine Function Allocation Method for Submersible Fault Detection Tasks

  • Chenyuan Yang,
  • Liping Pang,
  • Wentao Wu and
  • Xiaodong Cao

19 November 2024

The operation and support (OS) officer is responsible for buoyancy regulation and fault detection of onboard equipment in the civil submersible. The OS officer carries out the above tasks through the human-machine interface (HMI) of a submersible buo...

  • Article
  • Open Access
5 Citations
3,776 Views
18 Pages

Game platforms have different impacts on player experience in terms of affective states and workloads. By studying these impacts, we can uncover detailed aspects of the gaming experience. Traditionally, understanding player experience has relied on s...

  • Article
  • Open Access
42 Citations
7,282 Views
14 Pages

Recognition of the Mental Workloads of Pilots in the Cockpit Using EEG Signals

  • Aura Hernández-Sabaté,
  • José Yauri,
  • Pau Folch,
  • Miquel Àngel Piera and
  • Debora Gil

22 February 2022

The commercial flightdeck is a naturally multi-tasking work environment, one in which interruptions are frequent come in various forms, contributing in many cases to aviation incident reports. Automatic characterization of pilots’ workloads is...

  • Article
  • Open Access
13 Citations
10,323 Views
14 Pages

20 December 2024

Operators in high-stress environments often face significant cognitive demands that can impair their performance, underscoring the need for comprehensive workload assessment. This study aims to study the relationship between subjective self-reported...

  • Article
  • Open Access
51 Citations
6,966 Views
14 Pages

EEG Theta Power Activity Reflects Workload among Army Combat Drivers: An Experimental Study

  • Carolina Diaz-Piedra,
  • María Victoria Sebastián and
  • Leandro L. Di Stasi

We aimed to evaluate the effects of mental workload variations, as a function of the road environment, on the brain activity of army drivers performing combat and non-combat scenarios in a light multirole vehicle dynamic simulator. Forty-one non-comm...

  • Article
  • Open Access
9 Citations
3,854 Views
19 Pages

The aim of this study was to determine the extent to which the Tyme Wear smart shirt is as reliable and valid in detecting personalized ventilatory thresholds when compared to the Parvo Medics TrueOne 2400. In this validation study, 19 subjects were...

  • Article
  • Open Access
22 Citations
4,819 Views
22 Pages

21 October 2022

The principal reason for measuring mental workload is to quantify the cognitive cost of performing tasks to predict human performance. Unfortunately, a method for assessing mental workload that has general applicability does not exist yet. This is du...

  • Article
  • Open Access
5 Citations
4,255 Views
14 Pages

14 February 2020

Automation aims to improve the task performance and the safety of human operators. The success of automation can be facilitated with well-designed human–automation interaction (HAI), which includes the consideration of a trade-off between the b...

  • Article
  • Open Access
12 Citations
6,520 Views
22 Pages

Examining Mental Workload in a Spatial Navigation Transfer Game via Functional near Infrared Spectroscopy

  • Tamara Galoyan,
  • Kristen Betts,
  • Hovag Abramian,
  • Pratusha Reddy,
  • Kurtulus Izzetoglu and
  • Patricia A. Shewokis

The goal of this study was to examine the effects of task-related variables, such as the difficulty level, problem scenario, and experiment week, on performance and mental workload of 27 healthy adult subjects during problem solving within the spatia...

  • Feature Paper
  • Article
  • Open Access
21 Citations
6,726 Views
11 Pages

Effects of Performance and Task Duration on Mental Workload during Working Memory Task

  • Kosar Khaksari,
  • Emma Condy,
  • John B. Millerhagen,
  • Afrouz A. Anderson,
  • Hadis Dashtestani and
  • Amir H. Gandjbakhche

N-back is a working memory (WM) task to study mental workload on the prefrontal cortex (PFC). We assume that the subject’s performance and changes in mental workload over time depends on the length of the experiment. The performance of the participan...

  • Article
  • Open Access
40 Citations
7,997 Views
14 Pages

Assessing the Relationship between Cognitive Workload, Workstation Design, User Acceptance and Trust in Collaborative Robots

  • Tommaso Panchetti,
  • Luca Pietrantoni,
  • Gabriele Puzzo,
  • Luca Gualtieri and
  • Federico Fraboni

29 January 2023

Collaborative robots are revolutionising the manufacturing industry and the way workers perform their tasks. When designing shared workspaces between robots and humans, human factors and ergonomics are often overlooked. This study assessed the relati...

  • Article
  • Open Access
1 Citations
1,198 Views
22 Pages

Block-Wise Domain Adaptation for Workload Prediction from fNIRS Data

  • Jiyang Wang,
  • Ayse Altay,
  • Leanne Hirshfield and
  • Senem Velipasalar

7 June 2025

Functional near-infrared spectroscopy (fNIRS) is a non-intrusive way to measure cortical hemodynamic activity. Predicting cognitive workload from fNIRS data has taken on a diffuse set of methods. To be applicable in real-world settings, models are ne...

  • Article
  • Open Access
3 Citations
2,530 Views
17 Pages

Study on Quantitative Expression of Cycling Workload

  • Shangwen Qu,
  • Ronghua Wang,
  • Jiangbi Hu and
  • Li Yang

11 October 2022

Improper design of the geometric elements and facilities of bikeway systems could endanger cyclists’ safety and comfort, resulting in an increased risk of bicycle accidents; such accidents sometimes have severe consequences, namely casualties....

  • Article
  • Open Access
16 Citations
4,402 Views
14 Pages

21 February 2020

The performance of the event-related potential (ERP)-based brain–computer interface (BCI) declines when applying it into the real environment, which limits the generality of the BCI. The sound is a common noise in daily life, and whether it has...

  • Article
  • Open Access
24 Citations
4,212 Views
20 Pages

26 October 2023

The disruptive deployment of collaborative robots, named cobots, in Industry 5.0 has brought attention to the safety and ergonomic aspects of industrial human–robot interaction (HRI) tasks. In particular, the study of the operator’s menta...

  • Article
  • Open Access
2 Citations
1,795 Views
20 Pages

9 April 2025

Monitoring the mental workload of construction workers is effective in detecting risky subjects because cognitive overload may threaten their safety. This study aimed to measure workers’ mental workload caused by heat exposure using heart rate...

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