1. System design and analysis
- Super capacitor management system design
- Battery management system design
- IoT-based smart solar street light controller system design
- Voice-user interface system design
2. Energy management systems with machine learning
- Storage device prognosis and health management
- Online state estimation
- Remaining useful life prediction
- Fault forecasting and diagnosis
3. Computer vision with machine learning
- Real-time user recognition on edge devices
- Real-time object detection on edge devices
- Real-time face detection and distance estimation in thermal camera applications
- Improvement of thermal camera imaging using ML based super resolution and denoising
4. Artificial Intelligence in Wireless Communications
- Autoencoder based Wireless Communication Systems
- Automatic Modulation Recognition of wireless signals
- Dynamic Spectrum Allocation in Ultra-Dense Networks
- Learning Driven Communications in Wireless Sensor Networks
