Research & publications.
Exploring how intelligent systems hold up beyond the environments they were trained in.
Domain Generalization in WiFi Systems
Johan John Thomas, et al.
This paper investigates domain generalization techniques for WiFi sensing systems, addressing the challenge of maintaining model performance across different environmental conditions. We propose novel adaptation methods that significantly improve cross-domain robustness while maintaining computational efficiency.
- Domain Adaptation
- WiFi Sensing
- Deep Learning
- Signal Processing
- Cross-domain Robustness
Publication metadata available on request.
Bachelor's Thesis
2025 · completed
Heriot-Watt University
Advanced Domain Generalization Techniques for WiFi-Based Sensing Systems
Johan John Thomas
This thesis extends prior work on domain generalization for WiFi sensing, developing comprehensive frameworks that maintain high performance across diverse real-world environments. The research focuses on creating robust, deployable systems with real-time performance optimization.
- Domain Generalization
- Neural Networks
- System Design
- Performance Optimization
- WiFi Sensing
Publication metadata available on request.