Zhanwen Xin's Research Page

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Position

Graduate student | 2022-2026

Contact

zhanwen.xin@polymtl.ca

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.