Research Projects
[03/2017-Present] Deep Adaptation Network for Unsupervised Domain Adaptation. (Sponsored by UCL Doctoral School Fellowship)
- Propose two deep adaptation networks based on Optimal Transport for domain adaptation
- Apply these two adaptation networks for cross-modality computer vision dataset
- Apply these two adaptation networks for eliminating the unseen variation factors in micro-Doppler signature classification, e.g., aspect angle and human targets
[03/2016-Present] Deep Adversarial Training for Representations of Multiple-Channel Radar Data based on Cooperative and Adversarial Policies. (Sponsored by UCL Doctoral School Fellowship)
- Propose two schemes for fusing multiple-channel radar sensing data in deep neural networks
- Cooperative and adversarial policies
[09/2016-Present] Through-The-Wall MIMO Radar Imaging System. (Sponsored by Metropolitan Police, London)}
- Propose and Build a Time-Duplexed MIMO Radar Imaging System at 2.4GHz, including the Phased Array Design
[11/2015-11/2016] Passive Wi-Fi Radar Sensing System in E-Healthcare Applications: Falling/Activity Recognition using Micro-Doppler Signatures. (Sponsored by Project SPHERE, Uni.Bristol, Awarded for National Instrument Engineering Impact Award 2017)
- Passive Wi-Fi radar real-time system for fall detection
- Investigation of sparse representation classifier for real-time Doppler signatures
- Propose deep transfer learning network based on dictionary learning layer and apply this to handle small-training dataset
[11/2015-11/2016] Passive Wi-Fi Radar Sensing System in E-Healthcare Applications: Doppler-Only Personnel Tracking. (Sponsored by Project SPHERE,Uni.Bristol)
- Investigate Doppler-Only Tracking for Passive Wi-Fi Radar in a small-scale room
[11/2015--11/2016] Passive Wi-Fi Radar Sensing System in E-Healthcare and Security Applications: Signs-Of-Life Detection (Sponsored by Project SPHERE,Uni.Bristol and Metropolitan Police Team)
- Propose real-time phase-sensitive breathing detection method
[09/2014-12/2014] Train Monitoring using Passive GSM-R Radar. (Collaboration with Network-Rail)}
- Adapt passive Wi-Fi radar to GSM-R communication system for train monitoring
[05/2011-08/2013] Multi-Target Tracking using Radio Tomography Imaging Techniques. (Sponsored by BUPT Multimedia Lab)}
- Real-time tracking algorithms for Radio Tomography Imaging (RTI)