Publications

Explore our research findings and academic contributions.

2026

ACM Computing Surveys

A Systematic Literature Review of Healthcare Embedded Systems Using AI-based Biosignal Analysis

Sumair Aziz, Girija Chetty, Roland Goecke, Raul Fernandez Rojas

DOI: 10.1145/3793669

2026

Information Fusion

GIAFormer: A Gradient-Infused Attention and Transformer for Pain Assessment with EDA-fNIRS Fusion

Muhammad Umar Khan, Girija Chetty, Stefanos Gkikas, Manolis Tsiknakis, Roland Goecke, Raul Fernandez-Rojas

DOI: 10.1016/j.inffus.2026.104173

2026

IEEE Internet of Things Journal

MDNet: A Lightweight Multi-Domain 1D-CNN for Embedded Pain Assessment Using EDA Signals

S. Aziz, G. Chetty, R. Goecke, R. F. Rojas

DOI: 10.1109/JIOT.2026.3663683

2026

Biomedical Signal Processing and Control

Pain intensity estimation via multimodal fusion: Leveraging ternary textures of derivatives in EDA and PPG signals

Muhammad Umar Khan, Niraj Hirachan, Calvin Joseph, Luke Murtagh, Girija Chetty, Roland Goecke, Raul Fernandez-Rojas

DOI: 10.1016/j.bspc.2025.108532

2026

Front. Digit. Health

Sensor-based motion analysis for dementia detection: a systematic review

Zongyi Jiang, Maryam Ghahramani, N. M. D’Cunha, Raul Fernandez Rojas

DOI: 10.3389/fdgth.2025.1698551

2025

2025 International Conference on Emerging Technologies in Electronics, Computing, and Communication (ICETECC)

Control Schemes for Lower Limb Exoskeleton: A Systematic Review

H. S. Minhas, U. Umar, N. Y. Sattar, A. Khan, N. Ahmad

DOI: 10.1109/ICETECC65365.2025.11070287

2025

Computers in Biology and Medicine

Early-stage Parkinson’s disease detection using multimodal brain–body biomarkers from fNIRS and IMU data

Maryam Sousani, Raul Fernandez Rojas, Elisabeth Preston, Maryam Ghahramani

DOI: 10.1016/j.compbiomed.2025.111096

2025

ACM Trans. Comput. Healthcare

Integration of fNIRS and Machine Learning for Identifying Parkinson’s Disease

Maryam Sousani, Raul Fernandez Rojas, Elisabeth Preston, Maryam Ghahramani

DOI: 10.1145/3761823