Modeling the Interaction of Cognitive Effort and Emotional Responding in ADHD Using Multimodal Biosignal Simulation

Attention-deficit/hyperactivity disorder (ADHD) is associated with executive-control and emotion-regulation difficulties that may impair functioning in cognitively demanding environments. However, less is known about how cognitive effort dynamically alters emotional reactivity under varying task demands. This study presents a theory-informed simulation framework modeling effort–emotion interactions using synthetic multimodal physiological data parameterized from published electrodermal activity (EDA) and pupillometry research. Simulated neurotypical and ADHD-informed profiles differed in baseline arousal, effort variability, and effort–emotion coupling. Across a 2 (affective condition: low- vs high-arousal) × 3 (effort: low, medium, high) repeated-measures design, EDA-derived skin conductance responses demonstrated divergent interaction patterns between groups. Increasing cognitive effort attenuated emotional reactivity in neurotypical profiles but amplified emotional reactivity in ADHD-informed profiles, consistent with theories of attentional redirection versus regulatory depletion. Rather than reproducing clinical physiology directly, the framework provides a transparent infrastructure for generating testable hypotheses prior to empirical multimodal psychophysiology research.

Authors

Institutions

Publication Details

Journal
Proceedings of the Human Factors and Ergonomics Society Annual Meeting
Published
2026-09-24
DOI
https://doi.org/10.1177/10711813261485187
Primary Topic
Attention Deficit Hyperactivity Disorder
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Modeling the Interaction of Cognitive Effort and Emotional Responding in ADHD Using Multimodal Biosignal Simulation

Mustapha Mouloua, Ancuta Margondai, Montserrat Pacheco, Anamaria Acevedo-Díaz
Proceedings of the Human Factors and Ergonomics Society Annual Meeting
Attention Deficit Hyperactivity Disorder
article

Modeling the Interaction of Cognitive Effort and Emotional Responding in ADHD Using Multimodal Biosignal Simulation

Mustapha Mouloua, Ancuta Margondai, Montserrat Pacheco, Anamaria Acevedo-Díaz
article en

Abstract

Attention-deficit/hyperactivity disorder (ADHD) is associated with executive-control and emotion-regulation difficulties that may impair functioning in cognitively demanding environments. However, less is known about how cognitive effort dynamically alters emotional reactivity under varying task demands. This study presents a theory-informed simulation framework modeling effort–emotion interactions using synthetic multimodal physiological data parameterized from published electrodermal activity (EDA) and pupillometry research. Simulated neurotypical and ADHD-informed profiles differed in baseline arousal, effort variability, and effort–emotion coupling. Across a 2 (affective condition: low- vs high-arousal) × 3 (effort: low, medium, high) repeated-measures design, EDA-derived skin conductance responses demonstrated divergent interaction patterns between groups. Increasing cognitive effort attenuated emotional reactivity in neurotypical profiles but amplified emotional reactivity in ADHD-informed profiles, consistent with theories of attentional redirection versus regulatory depletion. Rather than reproducing clinical physiology directly, the framework provides a transparent infrastructure for generating testable hypotheses prior to empirical multimodal psychophysiology research.

Proceedings of the Human Factors and Ergonomics Society Annual Meeting
University of Central Florida (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 10%
Attention Deficit Hyperactivity Disorder
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Modeling the Interaction of Cognitive Effort and Emotional Responding in ADHD Using Multimodal Biosignal Simulation — Mustapha Mouloua, Ancuta Margondai, et al. · Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2026) | TGRS Research Map | TGRS