Zhanwen Xin's Research Page |
||
/main page/research axes/Zhanwen Xin |
||
Position |
Graduate student | 2022-2026 |
|
Contact |
B-431.1 Main Building Ecole Polytechnique
Montreal, CANADA |
|
Education |
M.Sc., Civil Engineering | 2020 - 2022 Laval University, Quebec, Canada Advisor: Luca Sorelli B.Eng., Civil Engineering | 2016 - 2020 South China University of Technology, Guangzhou, China |
|
Research Project |
Title: Scalable anomaly detection method for sensor-based time-series data in structural health monitoring Summary: This research focuses on developing scalable machine-learning method that can continuously make decision in alarm triggering based on high dimensional hidden states with uncertainty in structural anomaly detection. The objective of this research is to increase the accuracy in anomaly detection and reduce false alarm. Research interests: Bayesian neural networks, uncertainty estimation, online learning, reinforcement learning, POMDP. |