EEG-Based Mental Fatigue Assessment during Exoskeleton-Assisted Construction Postures: A GAN-Augmented Approach
Jeniya Sultana, Adeeba A. Raheem, Jaeho Jang, Jin Sol Lee, Yoojun Kim, Jinwoo Kim, Jaeyoon (Jason) Kim
Construction Research Congress 2026, ASCE, pp. 349–358
Assesses mental fatigue from EEG while workers hold construction postures with exoskeleton support, using GAN-based augmentation to overcome limited training data.
Towards Dynamic Context Detection from Voice Commands and Conversations with Smart Assistants in Smart HomesM.S. thesis
Jeniya Sultana
Missouri State University
A two-step approach: a transformer-and-attention context recognition model, then a framework that groups new conversational data so the system can learn new contexts. Supported by a Graduate College thesis fund.