Frontiers in Neuroergonomics | Cognitive Neuroergonomics

Systematic Review

Accepted on 12 Aug 2025

Machine Learning Performance in EEG-based Mental Workload Classification across Task Types: A Systematic Review

in Cognitive Neuroergonomics

Miloš Pušica
Bogdan Mijović
Maria Chiara Leva
Ivan Gligorijevic

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1621309

366 views

Original Research

Published on 18 Jun 2025

One size does not fit all: a support vector machine exploration of multiclass cognitive state classifications using physiological measures

in Cognitive Neuroergonomics

Jonathan Vogl
Kevin O'Brien
Paul St. Onge

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1566431

1,042 views

Original Research

Published on 09 May 2025

Detecting sources of anger in automated driving: driving-related and external factor

in Cognitive Neuroergonomics

Jordan Maillant
Christophe Jallais
Stéphanie Dabic

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1548861

1,082 views

Original Research

Published on 06 May 2025

Visualization and workload with implicit fNIRS-based BCI: toward a real-time memory prosthesis with fNIRS

in Cognitive Neuroergonomics

Matthew Russell
Samuel Hincks
Liang Wang
Amin Babar
Zaiyi Chen
Zachary White
Robert J. K. Jacob

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1550629

1,177 views

Original Research

Published on 28 Apr 2025

Learning selection-based augmented reality interactions across different training modalities: uncovering sex-specific neural strategies

in Cognitive Neuroergonomics

John Hayes
Joseph L. Gabbard
Ranjana K. Mehta

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1539552

1,182 views

Original Research

Published on 28 Apr 2025

From beeps to streets: unveiling sensory input and relevance across auditory contexts

in Cognitive Neuroergonomics

Silvia Korte
Manuela Jaeger
Marc Rosenkranz
Martin G. Bleichner

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1571356

1,308 views
3 citations

Systematic Review

Published on 25 Apr 2025

Systematic review of neurophysiological assessment techniques and metrics for mental workload evaluation in real-world settings

in Cognitive Neuroergonomics

Moussa Diarra
Jean Theurel
Benjamin Paty

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1584736

2,911 views
1 citation

Original Research

Published on 12 Mar 2025

Mind the road: attention related neuromarkers during automated and manual simulated driving captured with a new mobile EEG sensor system

in Cognitive Neuroergonomics

Joanna Elizabeth Mary Scanlon
Daniel Küppers
Anneke Büürma
Axel Heinrich Winneke

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1542379

1,988 views

Original Research

Published on 05 Mar 2025

Correlations of pilot trainees' brainwave dynamics with subjective performance evaluations: insights from EEG microstate analysis

in Cognitive Neuroergonomics

Mengting Zhao
Andrew Law
Chang Su
Sion Jennings
Alain Bourgon
Wenjun Jia
Marie-Hélène Larose
David Bowness
Yong Zeng

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1472693

1,876 views

Original Research

Published on 19 Feb 2025

Evaluating robotic actions: spatiotemporal brain dynamics of performance assessment in robot-assisted laparoscopic training

in Cognitive Neuroergonomics

Katharina Lingelbach
Jennifer Rips
Lennart Karstensen
Franziska Mathis-Ullrich
Mathias Vukelić

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2025.1535799

1,727 views

Technology and Code

Published on 18 Dec 2024

The United States Army Aeromedical Research Laboratory Multi-Attribute Task Battery

in Cognitive Neuroergonomics

Jonathan Vogl
Charles D. McCurry
Sharon Bommer
J. Andrew Atchley

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2024.1435588

1,599 views
1 citation

Review

Published on 05 Dec 2024

A systematic narrative review of the involvement of executive functions in flying performance of pilots

in Cognitive Neuroergonomics

Stefanie Enriquez-Geppert
Diede Smit
Marike C. de Boer
Negin Daneshnia
Alex Lafont
Frédéric Dehais

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2024.1462304

1,881 views

Original Research

Published on 23 Oct 2024

Self-perceptual blindness to mental fatigue in mining workers

in Cognitive Neuroergonomics

Helena Purto
Héctor Anabalon
Katherine Vargas
Cristian Jara D
Ricardo de la Vega

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2024.1441243

2,359 views
1 citation

Original Research

Published on 18 Sep 2024

Self-control enhances vigilance performance in temporally irregular tasks: an fNIRS frontoparietal investigation

in Cognitive Neuroergonomics

Salim Adam Mouloua
William S. Helton
Gerald Matthews
Tyler H. Shaw

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2024.1415089

2,026 views

Editorial

Published on 14 Aug 2024

Editorial: Stress and the brain: advances in neurophysiological measures for mental stress detection and reduction

in Cognitive Neuroergonomics

Stefania Coelli
Eleonora Maggioni
Martin O. Mendez

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2024.1466783

1,502 views

Data Report

Published on 05 Jun 2024

Visuo-haptic prediction errors: a multimodal dataset (EEG, motion) in BIDS format indexing mismatches in haptic interaction

in Cognitive Neuroergonomics

Lukas Gehrke
Leonie Terfurth
Sezen Akman
Klaus Gramann

Frontiers in Neuroergonomics

doi 10.3389/fnrgo.2024.1411305

1,879 views
3 citations