Different smartphone tasks and traffic complexity affect pedestrian awareness of co-existing road objects and cerebral oxygenation during shared space walking

MIB Lin, SW Cheng - Transportation research part F: traffic psychology and …, 2024 - Elsevier
Distraction, primarily owing to the widespread use of cell phones and mobile devices while
walking, is a contributing factor to pedestrian injuries. Pedestrians distracted by …

Using Multimodal Methods and Machine Learning to Recognize Mental Workload: Distinguishing Between Underload, Moderate Load, and Overload

Z Jiang, X Li, L Ge, J Xu, Y Lu, Y Zhang… - International Journal of …, 2024 - Taylor & Francis
Mental workload recognition is of great significance in preventing human errors and
accidents. This study constructed a multimodal recognition scheme to recognize three …

Enhancing Cognitive Workload Classification Using Integrated LSTM Layers and CNNs for fNIRS Data Analysis

MA Khan, H Asadi, MRC Qazani, A Arogbonlo… - arXiv preprint arXiv …, 2024 - arxiv.org
Functional near-infrared spectroscopy (fNIRS) is employed as a non-invasive method to
monitor functional brain activation by capturing changes in the concentrations of oxygenated …

Towards Ecological Measurement of Complex Cognitive Processes: Functional-Near Infrared Spectroscopy of Brain Activity During Reading

M Ceko, L Hirshfield, E Doherty, R Southwell, S D'Mello - bioRxiv, 2023 - biorxiv.org
Functional magnetic resonance imaging (fMRI) has provided unparalleled insights into the
fundamental neural mechanisms governing human cognition, including complex processes …