Jeniya Sultana

Publications

Full and current list on Google Scholar.

2026

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.

2025

DyCoDe: Dynamic Context Detection from Voice Commands and Conversations in Smart Homes

Jeniya Sultana, Razib Iqbal

IEEE 22nd Consumer Communications & Networking Conference (CCNC)

A dynamic context detection framework that uses SBERT, attention layers and zero-shot classification so smart homes can adapt to new IoT environments.

2024

Metamorphic Testing for Investigation of Context Recognition from Smart Home Voice Commands

Fahima Hasan Athina, Jeniya Sultana, Debaleen Das Spandan, Razib Iqbal

7th Conference on Cloud and Internet of Things (CIoT)

Proposes ten metamorphic relations to verify and validate a context recognition model for smart home voice commands.

2024

A Framework for Context Recognition from Voice Commands and Conversations with Smart Assistants

Jeniya Sultana, Razib Iqbal

IEEE 21st Consumer Communications & Networking Conference (CCNC), pp. 218–221

Extracts context from short spoken text using transfer learning, SBERT encoding and an attention mechanism.

2024

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.

2023

Misinformation Detection in Cyber Smart CitiesBook chapter

Anupom Mondol, Jeniya Sultana, Mohiuddin Ahmed, ANM Bazlur Rashid

Cybersecurity for Smart Cities: Practices and Challenges, Springer, pp. 105–120

Surveys how misinformation spreads, its effect on smart cities, and techniques for detecting it.